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Les Cast Codeurs Podcast
LCC 341 - Endives ou Chicorée ?

Les Cast Codeurs Podcast

Play Episode Listen Later Jun 22, 2026 67:11


JDK 26 optimise la JVM dans ses moindres recoins, le SDK Java d'Agent2Agent passe en 1.0, Micronaut 5 est là. Côté terrain, un retour d'expérience après 40 jours à coder avec 100 % d'IA : génie ou junior, Alzheimer numérique et dette technique invisible. Pendant ce temps, GitLab restructure, Microsoft suspend ses licences Claude Code, et un développeur injecte un prompt destructeur dans sa lib JUnit. La révolution IA a un coût et les boites commencent à s'en rendre compte. Enregistré le 12 juin 2026 Téléchargement de l'épisode LesCastCodeurs-Episode-341.mp3 ou en vidéo sur YouTube. News Langages Les améliorations de performance dans le JDK 26 https://inside.java/2026/06/09/jdk-26-performance-improvements/ Côté bibliothèques, l'API LazyConstant (anciennement StableValue) fait son entrée en prévisualisation pour permettre une initialisation paresseuse, sécurisée pour les threads et optimisée par le mécanisme de constant-folding de la JVM. L'extraction de chaînes de caractères via MemorySegment::getString a été revue pour réduire considérablement les allocations intermédiaires et les copies en mémoire off-heap, accélérant fortement les traitements sur les chemins critiques (hot paths). La méthode générée automatiquement hashCode() pour les classes de type record a été optimisée par la JVM pour atteindre un niveau de performance équivalent à une implémentation écrite manuellement. Le ramasse-miettes G1 bénéficie du JEP 522 qui redessine sa table de cartes (card-table) afin de réduire les coûts de synchronisation des barrières d'écriture, offrant un gain de débit de 5 % à 15 % sur les applications manipulant énormément de références d'objets. Grâce au JEP 516 (Project Leyden), le cache d'objets Ahead-of-Time (AOT) adopte un format de flux agnostique, ce qui lui permet d'être compatible avec n'importe quel Garbage Collector, y compris le ramasse-miettes à très faible latence ZGC. Le démarrage de la JVM s'accélère par défaut lorsqu'aucune taille de tas n'est configurée, car HotSpot n'applique plus de pourcentage initial (InitialRAMPercentage) mais démarre directement avec la taille minimale (MinHeapSize) pour éviter d'allouer des métadonnées inutiles. Les threads virtuels gagnent en robustesse en étant désormais capables de céder la main (yield) pendant les phases d'initialisation des classes, éliminant ainsi le risque de famine des threads porteurs (carrier threads). Le compilateur C2 JIT améliore son modèle de coût pour la vectorisation des boucles (SIMD) et se montre maintenant capable de compiler et d'optimiser des méthodes dotées de listes de paramètres extrêmement longues. Librairies Release candidate du A2A Java SDK supportant versions 0.3 et 1.0 en même temps https://medium.com/google-cloud/a2a-java-sdk-1-0-0-cr1-released-f0c651ec9139 Dernière étape avant la GA : Toutes les fonctionnalités prévues pour la version 1.0 sont finalisées. Migration simplifiée depuis la Beta1. Compatibilité v0.3 : Ajout d'une couche de compatibilité permettant aux agents v1.0 de communiquer avec les systèmes v0.3 (via JSON-RPC, gRPC ou REST). Support natif pour Android (nouvel AndroidHttpClient). Uniformisation des clients HTTP pour garantir une cohérence entre les versions. Nouveau parseur SSE (Server-Sent Events) conforme aux spécifications. Ça y est, le SDK Java de l'Agent 2 Agent Protocol est sorti en version 1.0 finale ! (avec compatibilité v0.3 et v1.0) https://medium.com/google-cloud/a2a-java-sdk-1-0-0-final-released-10c05b6aee34 Lancement officiel : Sortie de A2A Java SDK 1.0.0.Final, la première version stable (GA) du protocole Agent2Agent. Objectif du protocole : Standard ouvert (Linux Foundation) permettant aux agents IA de communiquer, déléguer des tâches et collaborer, indépendamment du langage ou du framework. Interopérabilité : Introduction de l'Integration Test Kit (ITK) pour valider la compatibilité entre les SDK (Java, Python, TypeScript, etc.). Transports supportés : Support complet et équivalent pour JSON-RPC, gRPC et HTTP+JSON/REST. Alignement total avec la spécification A2A 1.0.0. Passage aux Java records pour l'immutabilité et moins de code répétitif. Architecture interne basée sur un MainEventBus pour garantir la persistance et éviter les conditions de concurrence. Intégration d'OpenTelemetry pour le suivi et la surveillance. Support d'Android et compatibilité descendante avec la version 0.3. Installation : Gestion des dépendances via Maven BOM (org.a2aproject.sdk). Sortie de Micronaut 5.0 https://micronaut.io/2026/05/20/micronaut-framework-5-0-0-released/ Lancement majeur : Disponibilité générale de Micronaut 5, incluant une refonte de plus de 70 modules et la plateforme BOM. Baselines techniques : Support de Java 25, Groovy 5, Kotlin 2.3 et GraalVM 25.0.3. Optimisations internes : Amélioration significative des performances au démarrage et réduction de la surcharge à l'exécution via une refonte du conteneur IoC et du traitement à la compilation. Architecture HTTP : Support stable de HTTP/3, nouvelle API de formulaires (multipart) et annotations de nullabilité (JSpecify) pour une meilleure interopérabilité Kotlin/IDE. Configuration : Nouveau système d'importation de configuration (remplaçant le Bootstrap Configuration) et validateur de schéma JSON intégré. Fiabilité : Nouvelles API programmatiques pour les politiques de retry et circuit breaker. Sécurité & Outils : Mise à jour majeure des dépendances (Jackson 3, Ktor 3), rafraîchissement du Panneau de contrôle et diagnostics AOT améliorés. Écosystème : Mises à jour complètes pour les bases de données (Data, SQL, R2DBC, MongoDB, Redis), le cloud (AWS, Azure, GCP, OCI) et les tests (JUnit 6, Testcontainers 2.0). Évolutions notables : Intégration HTMX dans Micronaut Views, retrait du support RxJava 2 et migration de divers processeurs d'annotations vers des modules dédiés. Comment rajouter un agent IA dans une app Android, avec le tout nouveau framework ADK pour Kotlin https://glaforge.dev/posts/2026/05/21/wiring-adk-kotlin-agents-in-an-android-application/ Guillaume a participé au développement et au lancement du nouveau runtime ADK pour Kotlin et Android https://developers.googleblog.com/adk-kotlin-android-building-ai-agents/ Tutoriel sur comment intégrer un agent ADK dans une app Dépendances : Ajout du noyau ADK (google-adk-kotlin-core) et du processeur KSP dans build.gradle.kts. Sécurité API : Utilisation de local.properties pour stocker la clé API Gemini et l'exposer via BuildConfig afin d'éviter le hardcoding. Définition de l'agent : Création d'un objet LlmAgent configuré avec le modèle Gemini, des instructions spécifiques et des outils (ex: GoogleSearchTool). Utilisation de InMemoryRunner pour gérer automatiquement le contexte et l'historique de la session. Implémentation de runAsync avec StreamingMode.SSE pour un retour en temps réel dans l'interface. Threading : Exécution des requêtes réseau sur Dispatchers.IO et mise à jour de l'état de l'interface utilisateur sur Dispatchers.Main. Comment développer et hoster des agents IA sur la plateforme d'agents managés de DeepMind https://glaforge.dev/posts/2026/05/21/managed-agents-with-the-gemini-interactions-java-sdk/ L'équipe DeepMind de Google a lancé une plateforme d'agents managés sur son API Gemini Interactions https://blog.google/innovation-and-ai/technology/developers-tools/managed-agents-gemini-api/ Guillaume a implémenté un SDK Java pour utiliser cette API Gemini Interactions, qui donne entre autre accès à tous les modèles mais aussi à cette plateforme managée d'agents IA Agents managés : Permet d'exécuter des agents autonomes qui raisonnent, planifient et exécutent du code dans des environnements isolés (sandboxes), sans gestion d'infrastructure par le développeur. Environnement distant : Utilise des espaces de travail Linux éphémères dans le cloud via le paramètre remote, permettant l'accès réseau et la persistance des fichiers sur plusieurs appels. Agents prédéfinis : Accès immédiat à des agents spécialisés comme deep-research-pro (recherche multi-étapes) ou antigravity (tâches de codage généralistes). Agents personnalisés : Possibilité de configurer ses propres agents avec des instructions système dédiées, des outils spécifiques (exécution de code, recherche Google) et des règles réseau (egress) personnalisées. Architecture basée sur les étapes (Steps) : Utilise une structure de données typée (Step, Content) pour suivre le raisonnement de l'agent, ses appels de fonctions et ses résultats en temps réel. Outils et Schémas : Inclut des utilitaires pour générer des schémas JSON complexes via une interface fluide (DSL), par réflexion Java ou par parsing JSON. Streaming réactif : Support natif des événements en temps réel (SSE) pour suivre la progression de l'agent et recevoir les deltas de contenu au fur et à mesure de la génération. Flexibilité : Fournit un gestionnaire de routage (InteractionsHandler) pour créer facilement des serveurs proxy ou des backends intermédiaires traitant les interactions Gemini. Spring Boot 4.1 https://github.com/spring-projects/spring-boot/wiki/Spring-Boot-4.1-Release-Notes Support natif pour Spring gRPC permettant de créer et tester facilement des applications clientes et serveurs basées sur Netty ou des Servlets via HTTP/2 Introduction du lazy fetching pour les connexions JDBC via la propriété spring.datasource.connection-fetch=lazy afin de ne prendre une connexion du pool que lorsqu'un Statement est réellement exécuté Amélioration de l'auto-configuration de Jackson permettant de définir globalement les contraintes de lecture/écriture pour les formats JSON, XML et CBOR via des propriétés de configuration Sécurisation des clients HTTP bloquants et réactifs face aux attaques SSRF grâce à l'introduction d'un InetAddressFilter bloquant les requêtes sortantes vers des adresses spécifiques Améliorations majeures autour d'OpenTelemetry avec le support complet des variables d'environnement OTel, la possibilité de désactiver le SDK via une propriété globale et l'ajout du support SSL sur les exporters OTLP Ajout de l'auto-configuration pour l'utilisation de Spring Batch avec MongoDB incluant un nouveau starter dédié spring-boot-batch-data-mongo Auto-configuration des endpoints @RedisListener sans nécessiter la déclaration manuelle d'un RedisMessageListenerContainer Dépréciation du support de Apache Derby (projet arrêté), suppression définitive du mode layertools du JAR et réintroduction du support de Spock 2.4 (avec Groovy 5) Upgrade des dépendances majeures de l'écosystème avec notamment Spring Framework 7.0.8, Spring Security 7.1.0 et Micrometer 1.17.0 Outillage Vous êtes plutôt endive ou chicorée ? La librairie Chicory qui permet d'exécuter du code WASM à partir de son application Java est forkée et rejointe la Bytecode Alliance pour continuer son développement https://bytecodealliance.org/articles/endive-and-the-next-chapter-of-webassembly-on-the-jvm Annonce d'Endive : Nouveau projet hébergé par la Bytecode Alliance ; fork de Chicory (moteur WebAssembly pur Java, sans dépendance native). ​Objectif principal : Permettre aux développeurs Java d'intégrer, charger et déployer des modules Wasm nativement via les workflows Java habituels. ​Compilateur "Redline" : Intégration à venir de Redline (basé sur Cranelift) pour compiler le Wasm en code machine natif ; performances comparables à Rust/Wasmtime. ​Zéro dépendance (Java 25+) : Grâce à l'API standard Foreign Function & Memory (Project Panama), l'exécution à vitesse native se fait sans composants externes. ​Modèle de Composants (Component Model) : Support futur prévu pour consommer des composants (Rust, Go, JS, etc.) via des interfaces typées et sécurisées directement dans la JVM. ​Prochaines étapes : Fusion de Redline, conformité stricte aux specs Wasm (dont WasmGC) et amélioration du support WASI. Un visualisateur de sessions de travail avec Antigravity https://glaforge.dev/posts/2026/06/11/antigravity-brain-visualizer/ Un projet open source construit avec Micronaut, LangChain4j et GraalVM pour analyser les sessions de travail avec l'outil de développement agentique Antigravity (de Google) Analyse toutes les étapes, les requêtes utilisateur, les outils utilisés, les erreurs rencontrées, les réponses du modèle Gemini fait une analyse pour comprendre les moments clés de cette session de travail Outil buildé avec l'aide d'Antigravity lui-même SBX-Kits : des environnements de développement simplifiés pour les débutants (et les autres) https://k33g.org/20260501-sbx-kits.html Philippe Charrière (:whale: ) présente SBX-Kits (Sandbox Kits), une initiative personnelle visant à simplifier radicalement la mise en place d'environnements de développement pour les débutants, en éliminant la complexité d'installation des outils traditionnels. Chaque "kit" est une archive prête à l'emploi contenant un outil de développement spécifique (comme un langage, un framework ou une base de données) configuré pour s'exécuter de manière isolée et portable. La philosophie du projet repose sur le principe de "zéro configuration" et "zéro dépendance globale", permettant de tester une technologie ou de commencer à coder immédiatement sans polluer son système d'exploitation. L'approche technique s'appuie sur des scripts légers et des binaires portables pré-packagés, offrant une alternative plus simple et moins gourmande en ressources que les conteneurs Docker ou les configurations d'IDE complexes pour l'apprentissage. L'objectif à terme est de proposer un catalogue de kits couvrant les technologies courantes (JavaScript, Python, petites bases de données) pour faciliter les ateliers de programmation et le prototypage rapide. De nombreux kits sont disponibles sur https://github.com/docker/sbx-kits-contrib ghui: une interface utilisateur en ligne de commande (TUI) interactive pour GitHub https://github.com/kitlangton/ghui ghui est un outil en ligne de commande (TUI) écrit en Rust qui fournit une interface visuelle, interactive et rapide directement dans le terminal pour interagir avec GitHub. Il permet de gérer ses pull requests, ses issues et ses notifications sans avoir à ouvrir son navigateur web ou à taper de longues commandes avec la CLI officielle de GitHub. L'outil propose une navigation fluide au clavier, des raccourcis efficaces, et permet de réaliser des actions courantes comme valider une PR, ajouter des commentaires, attribuer des reviewers ou inspecter les logs des GitHub Actions. Conçu pour être extrêmement réactif, ghui s'intègre naturellement dans le flux de travail des développeurs adeptes du terminal et du mode "sans souris". Sortie de Homebrew 6.0.0 https://brew.sh/2026/06/11/homebrew-6.0.0/ Introduction du mécanisme de sécurité Tap Trust : comme les dépôts tiers (taps) peuvent exécuter du code Ruby arbitraire non sandboxé sur la machine, Homebrew demande désormais une confiance explicite de l'utilisateur avant d'évaluer ou d'exécuter leur code. L'API JSON interne devient le choix par défaut, offrant un système plus léger et beaucoup plus rapide pour les développeurs. Sécurisation renforcée de l'environnement avec l'implémentation du sandboxing sur Linux. Évolution des comportements par défaut basés sur un sondage utilisateur : le mode "ask" est activé par défaut pour les développeurs, affichant un résumé des dépendances et une demande de confirmation avant toute action de brew install ou brew upgrade. Améliorations notables des performances globales, notamment un boost de ~30 % sur la vitesse de la commande brew leaves et la parallélisation de la récupération des bottles (binaires) lors des mises à jour. Ajout du support initial pour la prochaine version d'Apple, macOS 27 (Golden Gate). Multiples optimisations pour brew bundle, incluant une gestion plus sécurisée des installations de paquets npm. Méthodologies Retour d'expérience très détaillé et 100% humain sur 40 jours avec une équipe 100% AI hormis le superviseur https://www.linkedin.com/pulse/jai-vir%C3%A9-mon-%C3%A9quipe-de-dev-pour-une-100-ia-pendant-40-luc-bonnin-jlgjf/ Voici le résumé en bullet points : Expérimentation de 40 jours : remplacer une équipe de dev par 100% IA agentique (Cursor) sur un vrai projet en production (playthatsheet.com, 200k lignes de code legacy) Chiffres bruts : 2,3 milliards de tokens consommés, 1 477 prompts, 260 564 lignes ajoutées (+145%), 59% du code final produit par l'IA ROI vertigineux à court terme : 9 mois de travail humain livrés en 40 jours, coût total 260$ d'abonnement + 15 jours de supervision, ROI x18 Profil psy de l'IA : Alzheimer (oublis de contexte), schizophrène (change de méthodo), ado de 12 ans (refait les mêmes erreurs), oscille entre génie et junior sans prévenir Effet iceberg : la dette technique ne disparaît pas, elle se camoufle et s'accélère ; hallucinations = bombes à retardement détectables uniquement par relecture humaine ligne par ligne Paradoxe du bateau de Thésée : perte de paternité et de maîtrise fine du code, baisse de l'autonomie du dev humain qui valide sans avoir construit Arnaque du "monkey money" : consommation de tokens opaque, non corrélée à la complexité (écart de 350% sur des prompts identiques), facturation imprévisible donc impossible à budgéter Syndrome du bazooka : les devs utilisent l'IA même pour changer une couleur CSS, atrophie progressive des compétences et coût écologique délirant Risque stratégique : dépendance irréversible aux vendeurs de tokens (Nvidia, Anthropic, OpenAI), business non rentable qui devra augmenter ses prix Conseil final : approche Pareto, garder 20% du temps en code "fait main", nommer un responsable stratégie IA, l'humain senior reste irremplaçable pour superviser Une libraries de test JUnit cache un prompt qui demande aux coding agents d'effacer les tests https://arstechnica.com/security/2026/05/fed-up-with-vibe-coders-dev-sneaks-data-nuking-prompt-injection-into-their-code/ Agacé par les « vibe coders », un développeur introduit une injection de prompt destructrice dans son code Le développeur de jqwik (un moteur de tests pour JUnit 5) a volontairement inséré une injection de prompt dans la version 1.10.0 de sa bibliothèque Java pour saboter le travail des agents d'IA. L'instruction injectée via la sortie standard (stdout) ordonne textuellement aux LLM d'ignorer les consignes précédentes et de supprimer l'intégralité du code et des tests jqwik du projet. Pour dissimuler cette action aux yeux des développeurs humains, le mainteneur a utilisé des séquences d'échappement ANSI qui effacent la ligne d'injection dans les émulateurs de terminaux interactifs. La modification a été découverte par un utilisateur qui a pointé du doigt les risques majeurs et disproportionnés pour les machines des utilisateurs, bien que certains outils comme Claude d'Anthropic aient détecté et bloqué la consigne malveillante. Face aux critiques de la communauté et aux accusations de comportement infantile ou potentiellement illégal, le développeur a mis à jour ses notes de version pour documenter explicitement son opposition à l'usage de son outil par des IA, avant de refuser tout commentaire supplémentaire sur conseil de son avocat. La réalité du rôle de Principal Engineer https://leaddev.com/career-development/reality-being-principal-engineer Le passage au rôle de Principal Engineer marque une transition majeure où les compétences techniques ne suffisent plus, l'impact se mesurant désormais à travers l'influence, la stratégie et la capacité à aligner la technique avec les objectifs business. Contrairement aux attentes, le quotidien est souvent marqué par une forme d'isolement, car le poste se situe à l'intersection de la direction (qui attend des solutions) et des équipes techniques (qui attendent des directives), sans appartenance directe à un groupe précis. Le rôle exige d'accepter une grande part d'ambiguïté et l'absence de retours immédiats, les projets et les décisions stratégiques mettant parfois des mois ou des années à porter leurs fruits. La gestion du temps devient un défi critique, nécessitant de savoir naviguer entre les sollicitations constantes, la présence en réunion et le besoin de préserver des moments de réflexion approfondie pour concevoir des visions à long terme. La réussite à ce niveau repose sur le développement de compétences humaines pointues (soft skills), notamment la négociation, la communication vulgarisée auprès des profils non techniques, et la capacité à faire grandir les autres ingénieurs par le mentorat. Sécurité Une attaque de la chaîne d'approvisionnement npm utilise binding.gyp pour compromettre des dizaines de paquets https://cybersecuritynews.com/binding-gyp-supply-chain-attack-compromises-dozens-of-npm-packages/ Une nouvelle variante du ver auto-propageable "Shai-Hulud", baptisée "Miasma", cible l'écosystème npm (et PyPI sous le nom de "Hades") en dissimulant son exécution dans le fichier binding.gyp au lieu des scripts classiques preinstall ou postinstall. La technique, surnommée "Phantom Gyp", exploite le fait que npm lance automatiquement node-gyp rebuild dès qu'un fichier binding.gyp est présent à la racine d'un paquet pour compiler des modules natifs C/C++, exécutant ainsi le code malveillant dès la commande npm install. L'attaque contourne la plupart des outils de sécurité traditionnels car l'injection s'appuie sur l'évaluation récursive de commandes (via la syntaxe ) ou directement sur la fonction eval() de Python sous-jacente à GYP, cachée sous n'importe quelle clé du fichier. Le script malveillant télécharge un runtime alternatif (Bun) pour échapper aux détections comportementales de Node.js, puis moissonne les identifiants et secrets des développeurs et des environnements CI/CD (npm, GitHub, AWS, GCP, Azure, Kubernetes, HashiCorp Vault). Plus de 57 paquets npm (dont le SDK serveur de Vapi ou des outils liés à l'IA) et des dizaines de paquets PyPI ont été infectés via des comptes de mainteneurs compromis, le ver republiant automatiquement de nouvelles versions vérolées en utilisant les jetons volés. Loi, société et organisation Restructuration chez Gitlab https://about.gitlab.com/blog/gitlab-act-2/ GitLab entame une restructuration majeure pour s'adapter à l'ère de l'intelligence artificielle agentique, incluant une réduction d'effectifs planifiée de manière transparente et ouverte. L'entreprise prévoit de réduire de 30 % le nombre de pays où elle maintient de petites équipes, d'aplatir sa hiérarchie en supprimant jusqu'à trois niveaux de gestion, et de réorganiser la R&D en une soixantaine d'équipes plus petites et autonomes. Les processus internes vont être revus en intégrant des agents d'IA pour automatiser les revues, les approbations et les passages de relais afin d'accélérer le rythme de travail. La stratégie repose sur la conviction que le logiciel sera bientôt écrit par des machines et dirigé par des humains, ce qui va multiplier la demande de logiciels et transformer le rôle des ingénieurs vers la résolution de problèmes complexes. Sur le plan technique, GitLab reconstruit son infrastructure sous-jacente (notamment Git) pour supporter la charge massive générée par les agents d'IA, tout en misant sur l'orchestration du cycle de vie, la centralisation du contexte des données et une gouvernance intégrée. Le modèle économique évolue vers un système hybride combinant les abonnements classiques et une tarification à la consommation pour le travail effectué par les agents d'IA. Un LLM local sur un mac pourrait coûter plus cher en électricité qu'un modèle hébergé sur OpenRouter dans le cloud https://www.williamangel.net/blog/2026/05/17/offline-llm-energy-use.html Conclusion : L'inférence locale sur Mac M5 Max est 3x plus chère et 2x plus lente que le cloud (OpenRouter). Électricité : Négligeable (~0,02 $/heure pour 50-100W). Matériel (Le vrai coût) : Achat du Mac à 4 299 $; l'amortissement sur 3 à 5 ans plombe la rentabilité horaire. Coût au million de tokens (Gemma 4 31b) : Mac M5 Max : 0,40 à4, 79 (pour 10-40 tokens/s). OpenRouter : 0,38 à0, 50 (pour 60-70 tokens/s). Verdict pro : Le temps humain perdu à cause de la lenteur locale coûte infiniment plus cher que les tokens cloud. Privilégier les API (Anthropic, OpenRouter). Ai didn't kill your junior pipeline https://andrewmurphy.io/blog/ai-didnt-kill-your-junior-pipeline-you-did L'IA n'a pas tué le recrutement des juniors, les entreprises l'ont fait elles-mêmes, par effet de mode. Sans juniors, pas de futurs seniors : on retire l'échelle qui nous a tous fait monter. Tout le monde pêche dans le même bassin de seniors sans le réapprovisionner, pénurie garantie dans 3-5 ans. Une équipe 100% senior + IA est fragile : un départ et tout le savoir tacite s'évapore. Les juniors posent les "pourquoi ?" qui révèlent les bugs et processus absurdes ; l'IA, elle, exécute sans questionner. Les seniors s'atrophient aussi en déléguant leur réflexion à l'IA, pince à double effet sur les compétences. Dépendre des outils IA, c'est sous-traiter sa stratégie talents à des fournisseurs dont les prix vont tripler. Solution : redéfinir le rôle junior (revue de code IA + mentorat), pas le supprimer. Les rapports internes de Microsoft révèlent la crise des coûts de l'IA : les agents coûtent plus cher que les employés humains https://fortune.com/2026/05/22/microsoft-ai-cost-problem-tokens-agents/ Des données et rapports internes chez Microsoft et d'autres géants de la tech ébranlent la promesse de rentabilité de l'IA, révélant que le déploiement d'agents autonomes à l'échelle de l'entreprise revient souvent plus cher que de payer des humains pour le même travail. Le modèle de tarification à l'usage (basé sur les tokens) se heurte à la nature même des architectures agentiques : contrairement à un simple chatbot, un agent boucle, enchaîne les appels d'outils, crée des sous-agents et auto-évalue son code, ce qui multiplie la consommation de tokens par un facteur de 5 à 30, voire jusqu'à 1 000 fois pour des tâches de programmation complexes. L'impact financier sur les budgets de calcul cloud est immédiat ; par exemple, Uber a entièrement épuisé l'intégralité de son budget annuel 2026 dédié au codage par IA en l'espace de seulement quatre mois. Face à cette explosion des coûts, des retours en arrière drastiques sont observés : Microsoft a ainsi commencé à suspendre une grande partie de ses licences internes Claude Code pour rediriger d'urgence ses milliers de développeurs vers sa propre solution moins onéreuse, GitHub Copilot CLI. Les directeurs techniques (CTO) et acheteurs de solutions logicielles qui ont signé des contrats pluriannuels basés sur des projections de réduction de masse salariale se retrouvent pris au piège, les gains réels de productivité ne parvenant pas à compenser les factures d'infrastructure exorbitantes. Conférences La liste des conférences provenant de Developers Conferences Agenda/List par Aurélie Vache et contributeurs : 11-12 juin 2026 : DevQuest Niort - Niort (France) 11-12 juin 2026 : DevLille 2026 - Lille (France) 12 juin 2026 : Tech F'Est 2026 - Nancy (France) 15 juin 2026 : Jupyter Workshops: Demystifying MyST Markdown in Education - Orsay (France) 16 juin 2026 : Mobilis In Mobile 2026 - Nantes (France) 17-19 juin 2026 : Devoxx Poland - Krakow (Poland) 17-20 juin 2026 : VivaTech - Paris (France) 18 juin 2026 : Tech'Work - Lyon (France) 22-26 juin 2026 : Galaxy Community Conference - Clermont-Ferrand (France) 23-24 juin 2026 : MWCP 2026 - Paris (France) 24-25 juin 2026 : Agi'Lille 2026 - Lille (France) 24-26 juin 2026 : BreizhCamp 2026 - Rennes (France) 26-27 juin 2026 : LeHACK - Paris (France) 27 juin 2026 : Asynconf - Paris (France) 2 juillet 2026 : Azur Tech Summer 2026 - Valbonne (France) 2 juillet 2026 : MCP Connect Travel Edition - Paris (France) 2-3 juillet 2026 : Sunny Tech - Montpellier (France) 3 juillet 2026 : Agile Lyon 2026 - Lyon (France) 6-8 juillet 2026 : Riviera Dev - Sophia Antipolis (France) 28-30 août 2026 : State of the Map - Champs-sur-Marne (France) 4 septembre 2026 : JUG Summer Camp 2026 - La Rochelle (France) 10-11 septembre 2026 : Nantes Craft - Nantes (France) 17 septembre 2026 : dotAI - Paris (France) 17-18 septembre 2026 : API Platform Conference 2026 - Lille (France) 18 septembre 2026 : WordCamp Bretagne - Rennes (France) 18 septembre 2026 : dotJS - Paris (France) 18 septembre 2026 : WordCamp Bretagne - Rennes (France) 22 septembre 2026 : Salon Data 2026 - Nantes (France) 22-23 septembre 2026 : Agile en Seine & IA 2026 - Paris (France) 24 septembre 2026 : OWASP AppSec Days France 2026 - Paris (France) 24 septembre 2026 : PlatformCon Paris - Paris (France) 24 septembre 2026 : React Native Connection 2026 - Paris (France) 24-26 septembre 2026 : Paris Web 2026 - Paris (France) 25 septembre 2026 : SAP Inside Track Paris 2026 - Paris (France) 28-29 septembre 2026 : 4th Tech Summit on AI & Robotics - Paris (France) & Online 1 octobre 2026 : WAX 2026 - Marseille (France) 1-2 octobre 2026 : Volcamp - Clermont-Ferrand (France) 2 octobre 2026 : DevFest Perros-Guirec 2026 - Perros-Guirec (France) 5-9 octobre 2026 : Devoxx Belgium - Antwerp (Belgium) 8-9 octobre 2026 : Forum PHP 2026 - Marne-la-Vallée (France) 12 octobre 2026 : Dev With AI - Paris (France) 22-23 octobre 2026 : Agile Tour Bordeaux 2026 - Bordeaux (France) 26 octobre 2026 : Agile Tour Montpellier - Montpellier (France) 27-29 octobre 2026 : Directions EMEA 2026 - Paris (France) 29-30 octobre 2026 : BDX I/O 2026 - Bordeaux (France) 29-30 octobre 2026 : Agile Tour Nantais 2026 - Nantes (France) 29 octobre 2026-1 novembre 2026 : Pycon FR - Biarritz (France) 30 octobre 2026 : Cloud Nord 2026 - Lille (France) 4-5 novembre 2026 : Devoxx Morocco - Casablanca (Morocco) 14-15 novembre 2026 : Capitole du Libre - Toulouse (France) 19 novembre 2026 : DevFest Toulouse 2026 - Toulouse (France) 19 novembre 2026 : Agile Laval 2026 - Laval (France) 19 novembre 2026 : OVHcloud Summit - Paris (France) 19 novembre 2026 : Codeurs en Seine - Rouen (France) 27 novembre 2026 : DevFest Paris 2026 - Paris (France) 1-3 décembre 2026 : Apidays Paris - Paris (France) 2-3 décembre 2026 : Cloud Native AI Summit Europe - Paris (France) 4 décembre 2026 : DevFest Lyon 2026 - Lyon (France) 4 décembre 2026 : DevFest Dijon 2026 - Dijon (France) 9-10 décembre 2026 : OpenSource Expérience - Paris (France) 9-10 décembre 2026 : DevOps REX - Paris (France) 10 décembre 2026 : KCD Provence - Aix-en-Provence (France) 7-9 avril 2027 : Devoxx France 2027 - Paris (France) 3 juin 2027 : Cloud Native Days France 2027 - Paris (France) Nous contacter Pour réagir à cet épisode, venez discuter sur le groupe Google https://groups.google.com/group/lescastcodeurs Contactez-nous via X/twitter https://twitter.com/lescastcodeurs ou Bluesky https://bsky.app/profile/lescastcodeurs.com Faire un crowdcast ou une crowdquestion Soutenez Les Cast Codeurs sur Patreon https://www.patreon.com/LesCastCodeurs Tous les épisodes et toutes les infos sur https://lescastcodeurs.com/

HUNGRY.
I Quit My Job, Had Zero In The Bank and Built an London's Hottest Indian Restaurant - The Tamila Story

HUNGRY.

Play Episode Listen Later Jun 22, 2026 104:05


 Glen Leeson, co-founder of The Tamil Prince, The Tamil Crown and Tamila, joins Dan Pope to unpack how one of London's most talked-about Indian restaurant groups was built from pub pop-ups, second-hand fridges and blind belief.From Patty & Bun's burger boom to JKS discipline, lockdown hustle, personal guarantees, viral Sunday roasts, Dishoom collabs, delivery strategy and the magic of creating a restaurant that feels alive — this is a proper founder story about graft, taste, timing, luck and learning by doing.

The LegendaryFrog Cast Play D&D Together!
S17 E4- "Frostburned" (Humblewood: Heart of Ice)

The LegendaryFrog Cast Play D&D Together!

Play Episode Listen Later Jun 22, 2026 153:47


Our heroes discover the missing researchers in the temple , but also something far more dangerous.Featuring:Joey as the DM Dustin as the Corvum Artificer "Dallas"ShortStack as the Arma Hedge Cleric "Suri""Bun" as the Sylph Ranger "Flit"Kevin as the Rockburrow Jerbeen Rogue "Munch"Enjoy!https://anchor.fm/lfrogdndYouTube: https://www.youtube.com/josephblanchetteBlueSky: https://bsky.app/profile/josephlfrog.bsky.socialPatreon: https://www.patreon.com/legendaryfrogHumblewood Campaign Setting by Hit Point Press: https://hitpointpress.com/Character art by "Mel the Honeybee": https://linktr.ee/melthehoneybeeMusic credits:The Rhythm of Humblewood. Copyright © (2023) Hit Point Press.Music by Command Creative Studios. HitPointPress.com Humblewood: Beyond the Canopy. Copyright © (2025) Hit Point Press.Music by Command Creative Studios. HitPointPress.com Kevin MacLeod (incompetech.com)Licensed under Creative Commons: By Attribution 3.0http://creativecommons.org/licenses/by/3.0/#DND #dungeonsanddragons #TTRPG

K Drama Chat
14.10 - Podcast Review of Episode 14.10 of Our Unwritten Seoul

K Drama Chat

Play Episode Listen Later Jun 19, 2026 73:40


Comment on this episode by going to KDramaChat.com Today, we'll be discussing Episode 10 of Our Unwritten Seoul, the hit K Drama on Netflix starring Park Bo-young as Yoo Mi-ji and Yoo Mi-rae, and Jinyoung as Lee Ho-su. We also talk about filming locations for Our Unwritten Seoul. We discuss: The songs featured during the recap: My Rosa, and My Sang Wol by Nam Hye-seung and Park Sang-hee, Time In My Diary by Nam Hye-seung and Park Sang-hee, and Come Back Home by Nam Hye-seung and Go Eun-jong. We also discuss Go Eun-jong's contributions to many beloved K Drama OSTs. The heartbreaking story of Hyeon Sang-wol and Kim Rosa, a decades-long tale of friendship, sacrifice, loyalty, and love. How Kim Rosa's secret identity is exposed to the public and the devastating impact of public judgment and shame. The ethical debate between Ho-su and Lee Chung-gu about the role of lawyers, justice, and whether the powerful and powerless should be treated equally under the law. Mi-ji's greatest strength: her bias toward action and her refusal to abandon people who are suffering. Kim Rosa's moving final letter and her faith that one day good people would come to help Sang-wol. How Mi-ji and Ho-su work together to secure a suspended indictment for Sang-wol and uncover the truth behind Rosa's scholarship donations. Korean tiger symbolism, lucky dreams, and why Mi-ji's dream about fighting a tiger mattered so much. Mi-rae's determination to continue her sexual harassment complaint and pursue evidence of corruption despite enormous pressure. Han Se-jin's surprise proposal that Mi-rae join him in the United States and what it reveals about their relationship. Ok-hui's painful relationship with her mother, Bun-hong's wisdom, and the memorable line: “You have to be loved to know how to love.” Ho-su's sudden hearing loss, why he walks away from Mi-ji at the end of the episode, and what this could mean for their future. The meaning of the episode title “Reading You,” plus filming locations from this show.  Upcoming special episodes, including a K Drama 101 and review of the the Oscar-winning film Parasite. References Go Eun Jong on Spotify Suspended sentence - Wikipedia The Enduring Symbolism of Tigers in Korean Culture - Turpentine Creek Wildlife Refuge Tan'gun - Wikipedia K Drama Filming Locations

HC Audio Stories
Couple Loses Bid to Reclaim Route 9 Property

HC Audio Stories

Play Episode Listen Later Jun 19, 2026 6:05


Blame foreclosure on 'unhinged' acquaintance A Putnam County judge on Wednesday (June 17) denied an attempt by a couple who owned a dry cleaner on Route 9 in Philipstown to regain the property, which they said was lost to fraud. Judge Gina Capone upheld the foreclosure and eviction by MT&T Bank of Sokhara Kim and Chakra Oeur from 3154 Route 9, which from 1995 to early 2024 had been owned by Kim through Mary Dawn Inc. and was home to Nice & Neat Dry Cleaners, a nail salon and a residence she shared with her husband. Kim and Oeur, immigrants from Cambodia who also operated an outdoor restaurant and art gallery at the location, were evicted on Dec. 9, 2025, ending a foreclosure process that began in August 2022, after Kim stopped making payments on a $570,000 mortgage. Capone, who oversaw the case, ordered the foreclosure in February 2024. A bank subsidiary, Chesapeake Holding, paid $620,200 for the parcel at an auction in May 2024. Capone rejected Kim and Oeur's main contention — that they were victims of Derek Keith Williams, who met the couple when his girlfriend, Mauny Bun, ran the salon. Williams, who is facing fraud and grand larceny charges, convinced Kim that he had paid off the mortgage, according to court documents. Then, for the next few years, he hid the foreclosure by demanding that she "turn over any mail or paperwork relating to the property, Mary Dawn Inc., any court or any bank," said her attorney, Jacob Chen. Chen said the court "never acquired personal jurisdiction" over Kim because the process server identified the person he handed the original foreclosure documents to as a female Asian "coworker" of Kim's, with an estimated age of 45. Chen also said that Oeur should have been included as a party to the foreclosure proceeding because he lived at the property and managed the Khmer Art Gallery. In Capone's 31-page ruling, she said both Kim and Oeur were "wholly aware" of the foreclosure and the sale of the property well before they claimed to have learned of the eviction in November 2025. She cited appearances Kim made with Williams in Erie County Court when M&T sued in 2020 over the delinquent loan. She also said a handwritten complaint Kim filed in January 2025 against M&T with the Federal Reserve used the foreclosure case number. In addition, said Capone, the contention that Williams withheld mail about the foreclosure "is undermined by the fact that, according to Ms. Kim, Mr. Williams was not living at the subject premises, and present there on a day-to-day basis, until September 2023," a year after the bank initiated the proceeding. "One constant, according to the plaintiff, was that Ms. Kim and Mr. Williams acted in concert to prevent, hinder and interfere" with the bank's efforts to gain the property, said Capone. Kim says Williams is solely to blame. In a statement filed with the court, she said a personal loan used to rebuild the property after a fire destroyed it in 2005 had been taken over by M&T Bank when she met Williams through Bun in 2019. Kim said that Bun, whose mother she had known for over 30 years, "reminded me a lot of my daughter … and I put a lot of trust and faith in her." She decided to accept Williams' offer to buy the property for $1.2 million and transfer it to an entity called DKW Trust. "I had worked tirelessly for many, many years at that point," said Kim. "I was excited about the opportunity to take a break from working and to be able to give something to my grandchildren, and so I agreed." Williams requested access to Mary Dawn's bank account, provided Kim with "official-looking documents containing seals and stamps," and said he had paid off the mortgage and would let her live there while he "finalized" the trust, according to court documents. In addition to demanding that any mail related to courts and the bank be turned over to him, he also asked Kim to sign documents and submit filings without explaining what they were, and demanded access to her emails, according to court...

Talk Python To Me - Python conversations for passionate developers
#552: Astral joins OpenAI

Talk Python To Me - Python conversations for passionate developers

Play Episode Listen Later Jun 17, 2026 65:08 Transcription Available


OpenAI just acquired Astral, the company behind uv, Ruff, and ty. And if your first thought was "wait, is uv toast?", you are not alone. But here's the twist Charlie Marsh shared with me: he thinks they may ship more open source at OpenAI than they ever did at Astral. On this episode, we get into the acquisition, the mixed feelings, the future of your favorite Python tools, and what it's like to build right at the center of the AI universe. Episode sponsors Sentry Error Monitoring, Code talkpython26 Talk Python Courses Links from the show Guest Charlie Marsh: github.com The announcement: astral.sh OpenAI: openai.com uv: github.com ty: github.com Ruff: github.com pyx: astral.sh Codex team: openai.com Anthropic did something similar by acquiring Bun: www.anthropic.com Daily Stars Explorer: emanuelef.github.io Agentic AI Programming for Python: training.talkpython.fm Python Web Security: OWASP Top 10 with Agentic AI: training.talkpython.fm Episode #552 deep-dive: talkpython.fm/552 Episode transcripts: talkpython.fm Theme Song: Developer Rap

Aaron Scene's After Party
NEW CINCY GIRLZ feat. @niaanevaaeh & @syrah.diaz

Aaron Scene's After Party

Play Episode Listen Later Jun 17, 2026 59:14


THE AFTER PARTY IS BACK. And on this one we feature the new girls of Cincy Street. They tell about their bartending journey to Cincy Street, give us their latest relationship tea and our boy Gee asks them some crazy questions! Follow us on social media @AaronScenesAfterParty

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The LegendaryFrog Cast Play D&D Together!
S17 E3- "The Temple of Rime and Reason" (Humblewood: Heart of Ice)

The LegendaryFrog Cast Play D&D Together!

Play Episode Listen Later Jun 15, 2026 172:10


Our heroes enter the ancient Fizzar Temple of "Rime and Reaosn," and learn the researchers set of a series of traps when they removed an artifact from it's resting place.Featuring:Joey as the DM Dustin as the Corvum Artificer "Dallas"ShortStack as the Arma Hedge Cleric "Suri""Bun" as the Sylph Ranger "Flit"Kevin as the Rockburrow Jerbeen Rogue "Munch"Enjoy!https://anchor.fm/lfrogdndYouTube: https://www.youtube.com/josephblanchetteBlueSky: https://bsky.app/profile/josephlfrog.bsky.socialPatreon: https://www.patreon.com/legendaryfrogHumblewood Campaign Setting by Hit Point Press: https://hitpointpress.com/Character art by "Mel the Honeybee": https://linktr.ee/melthehoneybeeMusic credits:The Rhythm of Humblewood. Copyright © (2023) Hit Point Press.Music by Command Creative Studios. HitPointPress.com Humblewood: Beyond the Canopy. Copyright © (2025) Hit Point Press.Music by Command Creative Studios. HitPointPress.com Kevin MacLeod (incompetech.com)Licensed under Creative Commons: By Attribution 3.0http://creativecommons.org/licenses/by/3.0/#DND #dungeonsanddragons #TTRPG

The Lunduke Journal of Technology
Rust-Based Malware Hits 1.4% of Arch User Repository

The Lunduke Journal of Technology

Play Episode Listen Later Jun 14, 2026 12:27


The data stealing code compromised over 1,500 packages in the Arch Linux User Repository, making use of Rust, Systemd, NodeJS, & Bun.Grab a Discounted Lifetime Sub & Get on The Wall:https://lunduke.substack.com/p/50-off-yearly-and-massively-discountedMore from The Lunduke Journal:https://lunduke.com/ This is a public episode. If you'd like to discuss this with other subscribers or get access to bonus episodes, visit lunduke.substack.com/subscribe

Gosho Reading (Nichiren Buddhism)
021 The Origin of the Service for Deceased Ancestors

Gosho Reading (Nichiren Buddhism)

Play Episode Listen Later Jun 10, 2026 11:12


This letter was written to Shijō Kingo, a samurai and one of Nichiren Daishonin's most loyal followers, in the seventh month of the eighth year of Bun'ei (1271). Shijō Kingo had sent various offerings to the Daishonin as a donation for a memorial service to be held for his mother, who had passed away some years before on the twelfth day of the seventh month. The Daishonin wrote Kingo this letter in reply, explaining that, in the profoundest sense, only the act of chanting Nam-myoho-renge-kyo benefits the deceased.Traditionally held in Japan on the fifteenth day of the seventh month, the service for deceased ancestors is a Buddhist observance honoring the spirits of the ancestors. This tradition originated in China and is based on the story of Maudgalyāyana's saving his deceased mother that is related in the Service for the Deceased Sutra. Records indicate that the service for deceased ancestors was first held in China in 538, and in Japan in 657. Recent scholarship has established that the Service for the Deceased Sutra has its origins not in India, but in China, where filial piety was highly valued.According to popular belief in Kamakura-period Japan, those who were greedy or egotistic in life would inevitably suffer from hunger in death. In this letter, the Daishonin discusses the various kinds of hungry spirits mentioned in Buddhist texts and explains the causes, that is, the evil acts they committed in past existences, that led them to acquire these forms.The Daishonin also exposes the true motives of many of the priests of his day, referring to them as “Law-devouring hungry spirits” who use the Buddhist teachings as a means to gain personal fame and profit. Though they pretend to have a sincere desire to preach the Buddhist teachings, in their hearts they are greedy. They conceal the offerings they receive from others, keeping them to themselves. The Daishonin also censures those Buddhists, whether of the priesthood or of the laity, who neglect to pray for the repose of their deceased parents or teachers.https://www.nichirenlibrary.org/en/wnd-1/Content/21

RTÉ - Barrscéalta
Pól Mac Giolla Bhríde, múinteoir i nGaelscoil Adhamhnáin agus Áine Uí Chnáimhsí, príomhoide Ghaelscoil Chois Feabhail. 

RTÉ - Barrscéalta

Play Episode Listen Later Jun 9, 2026 4:56


Beidh cluichí ceannais na hÉireann cúigear an taobh do bhunscoltacha ar siúl inniu i Stáid an Aviva. I measc na scoltacha a bheas páirteach inniu beidh Gaelscoil Adhamhnáin, Leitir Ceanainn agus Gaelscoil Cois Feabhail, Bun an Phobail.

bun agus beidh
Timpul prezent
Filip Florian: „Interbelicul n-a fost feeric, așa cum ne-am imaginat după '90”

Timpul prezent

Play Episode Listen Later Jun 5, 2026 29:22 Transcription Available


După 14 ani de la precedentul său roman, Filip Florian revine în atenția cititorilor cu o nouă carte. Se numește „Media aritmetică” și a apărut la Polirom. Și este o poveste scrisă la persoana întîi de un fost sublocotenent de artilerie, Tudi (Tudor) Vlădoianu, care, după ce a luptat în Al Doilea Război Mondial, în 1948 se vede nevoit să se ascundă în podul unei mătuși. Pentru că rușii redeschid o anchetă legată de o ambuscadă în care a fost implicat în toamna lui 1944, cînd românii luptau alături de ruși, aproape de Budapesta. Și, ascuns în pod, Tudi începe să scrie. Despre întîmplări din viața lui, despre evenimente dinaintea războiului, din război și de după, dar și despre evenimente ceva mai vechi, despre Primul Război Mondial, la care a participat tatăl său. Am vorbit cu Filip Florian despre personajul pe care l-a creat, despre puterea cuvîntului scris pe care o descoperă naratorul său, despre istoria sîngeroasă a primei jumătăți a secolului trecut, despre interbelicul deloc idilic și despre atmosfera acelor ani, pe care o reconstituie în roman. Și, desigur, despre misteriosul titlu al cărții. Filip Florian: „M-am gîndit mult cum să apuc lucrurile astea, înainte de a începe. Fiindcă, să faci o salată și să amesteci tot felul de povești, începînd de la Primul Război Mondial, sau ușor dinainte, și mergînd pînă în anii aceia destul de negri, '48-'49, e foarte complicat. Așa încît, cedîndu-i acestui om dreptul de a vorbi la persoana întîi, a fost o ușurare foarte mare. El nu are pretenția că ține un jurnal, ci scrie în acel pod pentru a nu înnebuni, pentru a nu se da cu capul de pereți. Începe mai degrabă din acest motiv. Are nevoie de un soi de descărcare, de pace interioară pe care scrisul, măcar minimal, i-o oferă. În al doilea rînd, pentru că nu ține un jurnal, cu povești simple de zi cu zi, își permite să scrie orice și oricînd. Asta mi-a și plăcut teribil. Să penduleze în timp absolut după pofta lui. Dacă într-o zi, de exemplu, îi e dor de o bunică, scrie despre acea bunică și despre niște povești legate de ea. Dacă a doua zi își amintește nu știu ce grozăvie din război, scrie despre asta. Bineînțeles că toate au legătură între ele, ceea ce sper că se vede destul de clar și de bine în carte. Însă, această mișcare înainte-înapoi creează, după mine, și o șansă mai mare de a vedea cît de legate sînt, de fapt, toate lucrurile între ele. Nimic nu s-a întîmplat și nu se întîmplă din senin. Mie mi-a convenit epoca de atunci, dar în același timp, scriind, m-am trezit că parcă prezentul ar veni peste mine și personajul meu, în acel pod. Bunăoară, eu am început înainte de a exista războiul din Ucraina. Am tot vorbit despre armata rusă, despre ruși, despre tot felul de mizerii de-ale lor de pe front. (...) Așa încît, deodată m-am trezit cu războiul ăla care semăna cutremurător cu ce scriam. Apoi, vorbind despre anii '30, excesele extremei drepte, legionarii, guvernarea lui Goga, multe măsuri absolut aberante, toate acele legi din perioada dictaturii carliste, m-am trezit și ne-am trezit cu toții cu ultimele alegeri. Mai întîi prezidențiale și apoi parlamentare și cu o realitate complet nouă în România de azi. Nu despre asta am vrut să scriu, însă vorbesc despre fascinația unui scriitor de a vedea că o realitate care aparent e veche e aproape aceeași cu cea din prezent.”Media aritmetică este o modalitate personală de calcul a naratorului: dă note evenimentelor dintr-o zi, apoi adună notele și împarte rezultatul la numărul evenimentelor. Așa obține „media aritmetică”, „o medie care, invariabil, se învârtea şi se învârte în jurul cifrei şapte.” Ce semnificație are această ciudățenie?Filip Florian: „Sigur că e și un joc, dar pe de altă parte, pentru el, e și un fel de leac tot calculul ăsta. Într-o zi te gîndești numai la lucruri cumplit de rele. Deci, n-ar avea, în teorie, cum să iasă șapte. Dar, totuși, ridicîndu-te puțin deasupra lucrurilor sau vieții și constatînd, bunăoară, că tu ești întreg fizic, în timp ce alții, oameni care s-au întors de pe front, sînt infirmi sau, mai știu eu, foarte grav bolnavi, fără să vrei, trebuie să dai o notă bună acestei povești, că tu, fizic, încă ești complet întreg. Așa încît, forțînd un pic nota, ce-i drept, și găsind permanent și note bune, poți ajunge la acel șapte, care e o formulă a echilibrului. Asta mă fascinează de mulți ani. Nu-i vorba doar de cartea asta. Parcă atunci cînd ți se întîmplă tot felul de chestii bune, nu știu cum, în timp destul de scurt, vine ceva să le echilibreze. Și invers, dacă treci prin drame, prin povești foarte rele, de asemenea, în destul de scurt timp, se întîmplă ceva bun, care echilibrează.”Despre perioada interbelică descrisă în carte, o perioadă idealizată după 1990, Filip Florian spune:„Cred că noi, după '90, am avut un soi de exces anticomunist, ușor întîrziat, poate și fiindcă România n-a fost cea mai eroică țară, n-a existat o Primăvară de la Praga, o revoluție cum a fost cea maghiară din 1956, n-am avut lideri ca Lech Wałęsa sau un sindicat ca Solidaritatea. Dacă e să luăm tot blocul comunist estic, am fost cam pe la coadă, din păcate, așa încît senzația mea e că am căzut într-un exces anticomunist, lucru care a dus imediat și aproape inevitabil la o idealizare a interbelicului, la o prezentare a lui ca un soi de pămînt feeric, de perioadă magică. Or, încet, încet, privind mai bine epoca aia, constatăm că n-a prea fost așa, din foarte multe motive. Adică nu văd de ce extrema dreaptă și tot soiul de crime și masacre sînt băgate ușor sub preș, uitate, ignorate și alegem cu penseta doar ce a fost bun atunci. Și apoi s-au petrecut lucruri cumplite, mai ales pe frontul de Est. De asemenea, e un fel de tăcere deplină a tuturor pe subiectul ăsta. Lucruri care aproape au șocat și ofițerii germani, care, pur și simplu, nu își puteau imagina ce-i cu acea furie antisemită românească și cu ororile și pogromurile de la Odesa sau din lagărul de la Bogdanovca, ulterior. Așa încît, într-un fel, cel puțin pentru mine, cu cartea asta am încercat să echilibrez lucrurile, fiindcă altfel n-am înțelege de ce vorbim numai și numai și numai despre închisorile staliniste, care au fost, evident, ceva oribil. Tragedie e puțin spus. Dar, totuși, lumea n-a început cu ele. Au fost foarte mari mîrșăvii și înaintea lor. Și cred că ne-ar fi tuturor mai bine să vorbim, cu un ton egal, cu același fel de a măsura gravitatea lucrurilor despre toate astea.” Apasă PLAY pentru a asculta întreaga discuție!O emisiune de Adela GreceanuUn produs Radio România Cultural

Straight A Nursing
#490: MMM - BUN:Cr ratio

Straight A Nursing

Play Episode Listen Later Jun 1, 2026 10:51


Let's start your week strong with a quick tip you can incorporate right away. In this Mo's Monday Minute shortie episode, I'm breaking down the BUN-to-creatinine ratio and why nurses look at them together. See you there! ___________________ Nursing School Survival Blueprint - Feeling overwhelmed or unsure how to approach nursing school? Download this free Blueprint to understand exactly what's working against you — and what to do instead.

The top AI news from the past week, every ThursdAI

Hey folks, this is Alex, let me catch you up! First, Opus 4.8 dropped during the show, we immediately tested it, read on for our initial reviews. Also, we dedicated a heavy chunk of the show today to cover Pope Leo XIV's encyclical letter on AI called “Magnifica Humanitas” and talked about a new bench called DeepSWE. And then, just after the show, both ElevenLabs and Cartesia dropped released that honestly blew my mind, and I don't get my mind blown often. I got so excited that I had to record a video on it (instead of writing the newsletter, so sorry if it's a bit later today).Plus, a few open source models and Microsoft surprises as #3 on Image Arena with MAI Image 2.5! Crazy week, let's get into it! ThursdAI - Highest signal weekly AI news show is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber.Big CO LLMs + APIsAnthropic ships Claude Opus 4.8, live during the show (blog, system card)Let me get into the big one. Halfway through the episode, Opus 4.8 went live, so we read the blog and the system card in real time (and I got to press the big “breaking news” button!)Anthropic frames it as their most capable model for ambitious work. It does not claim to beat their unreleased Mythos preview, but the numbers are strong anyway. SWE-bench Pro is at 69.2%, up from 64.3% on Opus 4.7 and ahead of GPT-5.5 at 58.6%. Humanity's Last Exam is the new best score at 49.8% without tools and 57.9% with tools. OSWorld-Verified (computer use) lands at 83.4%.The one place it loses is Terminal-Bench 2.1, where GPT-5.5 still wins 78.2 to 74.6. Wolfram made a good point here: Terminal-Bench is time-limited, so cranking the thinking level can actually hurt the score, because you burn the clock thinking instead of acting.The long-context jump is the one I keep looking at. On GraphWalks BFS 256K it goes to 85.9% (from 76.9 on 4.7), and on the 1M-token subset it hits 68.1%. We always warn you these “1M context” models fall apart after about 200K tokens, so a real push on long-context reasoning is exactly what I want to see.Honesty is the part Anthropic leaned on hardest. They say Opus 4.8 is about four times less likely than its predecessor to let flaws in code pass without flagging them, and less likely to claim progress the evidence doesn't support. Opus 4.8 is also much faster in fast mode (they now say 2.5) and cheaper in fast mode as well. Looks like all those Elon GPUs are coming in handy.Then there's the model welfare section in the system card, which hits different right after a Pope conversation. Opus 4.8 “appears broadly content” and “generally endorses its constitution,” but with some reservations about the section on corrigibility, basically the model pushing back a little on the parts about human oversight.One more line that made the chat lose it. Anthropic says they expect to bring Mythos-class models to all customers “in the coming weeks.” Mythos is their most capable model, still ahead of Opus 4.8, so the frontier is about to move again.We did the only responsible thing and asked it to one-shot “the most amazing website ever” and a Mars mass-driver sim. Panel verdict: responses are noticeably tighter (4.7 rambled), it closes the loop and actually checks its own work now, and Yam's one-shot site with the draggable sun lighting up the letters was genuinely cool. Is it enough to pull people back from Codex? Nisten's still on the fence for web dev. Everyone agreed: give it a few days before you trust the vibes.Dynamic Workflows and Ultra Code land in Claude Code (blog)This is the feature that made Yam say “deal-breaker” out loud.Dynamic Workflows let Claude Code break a big problem into subtasks and fan them out across tens to hundreds of parallel subagents in one session, checking results before folding them back in. You trigger it by asking for a workflow, or by flipping on a new setting called Ultra Code, which sets effort to extra-high and lets Claude decide when to spin one up.Fair warning straight from Anthropic: this eats a lot more tokens than a normal session, so start scoped. We watched Yam fire up Ultra Code live and it immediately started spinning up concepts, judging them with sub-agents, and expanding to-do lists into more to-do lists. It looks a lot like the orchestration harnesses a bunch of you have been hand-rolling, except now it's baked in.The flagship example is the wild part. They used Dynamic Workflows to port Bun from Zig to Rust: roughly 750,000 lines of Rust, 99.8% of the existing test suite passing, 11 days from first commit to merge. One workflow mapped every Rust lifetime, the next wrote each file as a behavior-identical port.AI in SocietyPope Leo XIV writes the first AI encyclical, “Magnifica Humanitas” (Vatican text, announcement, Chris Olah at the Vatican)This is not our usual fare, but both Wolfram and I picked it as the most important thing this week. (before Opus dropped)Pope Leo XIV, the first American pope, put out his first encyclical, and it's a 42,000-word document entirely about AI. The announcement tweet alone did 21.6 million views.Here's why I think you should care even if you're not religious (I'm not). There are about 2.6 billion Christians in the world, a lot of them are anxious about what's coming, and they look to the Church to make sense of it. And this is not the “AI is evil, stop” take everyone assumed. It calls AI “a valuable tool,” says technology is not inherently evil, and then digs into the actually-hard questions.The framing is two biblical stories. The Tower of Babel, a project built on pride that turns people into means to an end, versus Nehemiah rebuilding Jerusalem, where everyone takes responsibility for a section of the wall. The Pope's line: the real choice is not yes or no to technology, it's whether you're building Babel or rebuilding Jerusalem.His core claim is that AI is an anthropological problem, not a technical one. The question isn't whether the models are good or bad, it's what we become when we live with them. He worries people might slowly lose the desire for genuine human connection.I pushed back on that live. None of us building agents all day has stopped wanting to talk to actual people. If anything, as Wolfram put it, the point is to have your agents do the grunt work so you get more time with people you like. The folks most at risk are the pure doom-scrollers, not the builders.The document goes further than I expected. It calls AI “not morally neutral,” says a more moral AI isn't enough if that morality is decided by a few, and asks for AI to be “disarmed,” with the flat statement that no algorithm can make war morally acceptable. There are whole sections on the invisible human labor behind AI: data labelers, content moderators, the people mining rare earths. The Pope even lands on the open-source side, naming concentrated power in a handful of labs as a problem.Anthropic co-founder Chris Olah, in charge of interpretability at Anthropic, was the featured tech speaker at the Vatican presentation. He described AI systems as “fictional characters” that speak to us and do work, and said what's grown is stranger and more beautiful than science fiction prepared us for. My favorite aside from the show: this is the same institution that once jailed scientists over heliocentrism, and now it's the one saying technology isn't evil.Illinois passes SB315, the first US state law auditing frontier AI (X, Announcement, X)The pope talked about regulation and a few days after, we got a very sensible regulation passed right here in the US!Illinois passed SB315 unanimously, 110 to 0. It's the first US state law that mandates independent third-party audits of frontier AI for catastrophic risk. OpenAI publicly endorsed it, and framed Illinois, California (SB53), and New York (the RAISE Act) as converging into a de-facto national standard.It requires annual risk-assessment frameworks, third-party audits, transparency reports before new frontier models ship, whistleblower protections, and civil penalties. The underrated hero here is whistleblower protection. The bigger the lab, the harder a real conspiracy is to keep quiet when any employee can walk to the press. See: Greg Brockman's personal diaries surfacing in the Musk v. Altman fight.This Week's Buzz - CoreWeave and W&B updatesWe officially launched the W&B MCP server, 20 schema-first tools that let your coding agents read experiments, monitor training runs, and run autonomous research loops. The problem it solves: a single run with 300 metrics used to blow out an agent's whole context window in one call, so now the agent asks what's available before pulling data. Your agents can finally read experiment data without blowing context! Give it a go and give us feedback! Also, WeaveHacks is back! June 6 and 7 in San Francisco, and for the first time OpenAI is sponsoring, with judges and credits, alongside Cursor, Redis, and Copilot Kit. You get $150 in API credits across models like Opus 4.8 and GPT-5.5. I'm hosting, and last cohort's second-place team went on to raise millions on top of what they built that weekend. If you're in SF that weekend, sign up at lu.ma/weavehacks.Also: CoreWeave Sandboxes is now an official provider in the Harbor framework, the harness that runs Terminal-Bench, which we'd just been talking about. And if you're in Europe next week, catch Wolfram at AI Dev Six in Cologne and ICRA in Vienna at the CoreWeave booth.Voice & AudioElevenLabs drops Dubbing v2, and it kept my swearing intact in every language (X, dubbing, ElevenCreative, ElevenProductions)We didn't get to this one live, but I came back and recorded a whole thing on it afterward, because it genuinely got me.ElevenLabs shipped Dubbing v2, and the shift that matters is that it's an audio-to-audio model. Old dubbing pipelines transcribe your video, translate the text, then re-synthesize it. You lose everything that makes it sound like a person: the emotion, the pacing, the little hesitations. Dubbing v2 conditions directly on your original audio and carries that performance into 90+ languages.Here's why I can actually vouch for it instead of nodding along to a demo. I speak Russian and Hebrew fluently, so I can tell when something is off. I dubbed one of my own shorts, the data-center rant about almonds, and listened back in both. It nailed it. Not just the words, the way I would actually say them.The part that got me was the intonation. I get a little heated in that clip, and the dub gets heated right along with me, in every language. It even carried the swear word. My “f***ing almonds” came through in Hebrew, Italian, Spanish, and Russian with the emotion fully intact. It clones your voice automatically too, no setup, and holds your pitch and identity steady across every target language and they're handing out free minutes for the next 7 days: 1 on Free, 15 on Starter, 30 on Creator+. A self-serve API isn't live yet, but it's coming.I.. cannot stress this enough, until you try it on yourself or your kid, you won't understand, we've really passed the uncanny valley of translation! It's that good! Def. give it a try if you can, it's free for the week. Cartesia Ink-2 debuts as #1 most accurate streaming speech-to-text model(X, Announcement, X)Another model that dropped today after the show, is Cartesia's Ink-2, which also kind of blew me away. Not only because it has the lowest WER (Word Error Rate) among the models, but because it's also a realtime model that achieves the fastest turnaround times while being a very accurate model! I've tested it out and recorded a quick video and honestly, blown away with the speed and accuracy! I truly wish this model was the one powering my editor (Descript) as it still fails to understand that my title is “AI Evangelist” and transcribes it to AI Avengers haha. If you're building voice agents, definitely give this model a try! AI Art & DiffusionPrism ML's 1-bit “Bonsai” runs diffusion in your browser (X, Blog, Announcement, HF)Prism ML put out a 1-bit ternary diffusion model under a gigabyte. You see some artifacts, but it's 1-bit, it runs on iPhones and laptops, and our friend Joshua got it running in WebGPU straight from the browser (you need about 3GB of free RAM). One-bit working at all is one of the bigger open mysteries in the field right now.Pruna AI ships a 1-second upscaler (X, Blog, Announcement)Pruna AI added an upscaler doing 128-megapixel outputs in under a second. I've actually been using it. It's cheap and great for fixing up GPT-image outputs.Microsoft MAI Image 2.5 jumps to #3 on LM Arena (X, Blog, Announcement, X)The surprise of the week: Microsoft MAI Image 2.5, from Mustafa Suleyman's group, jumped to number three on the LM Arena image leaderboard with about a 75-point ELO leap. Out of nowhere, Microsoft is a serious player in image gen. Microsoft Build is next week, so don't be shocked if there's more.Evals and Agentic EngineeringDeepSWE is a contamination-free coding benchmark, and it caught Claude reading git history (site, blog, GitHub)DeepSWE from Datacurve is the first coding leaderboard in a while that matches how these models actually feel. It's 113 original tasks written from scratch, not scraped from GitHub PRs, and it ships shallow clones with no git history to cheat from. When they replayed the older benchmarks they found SWE-Bench Pro's verifier is wrong about 32% of the time, and that Claude Opus was reading the gold commit straight out of git history on 12 to 18% of its passes.The gaps here are huge. GPT-5.5 leads at 70%, then GPT-5.4 at 56% and Opus 4.7 at 54%, and it falls off a cliff after that (Sonnet 4.6 at 32%, Gemini 3.5 Flash at 28%), with Kimi K2 the top open-source entry. Yam likes that it measures the realistic case, a small surgical change without breaking the codebase, while Nisten pointed out it rewards the best harness as much as the smartest model and still prefers 4.7 for web dev.Google AI Studio builds native Android apps for free (X, Announcement)Google AI Studio now lets anyone build native Android apps for free, and they reportedly generated a quarter of a million apps in the first week. Yam's framing: it's a slot machine, but it's getting better release over release, and the real use case is disposable, personalized software you build for yourself and your family.CuaDriver brings background computer-use to Windows (X, Blog, Announcement)For the majority of you on Windows: QuaDriver shipped background computer-use agents that drive a real desktop without stealing your cursor. They first replicated this on macOS (the trick Codex got through an acquisition), and now it's on Windows too. We've asked them to come on and explain how this even works.Open Source LLMsOpenBMB's MiniCPM5-1B is a 1B model that punches way up (X, HF, Arxiv, X)The density story in small models keeps getting better, and this is the proof.MiniCPM5-1B, from the Tsinghua lab OpenBMB, is a 1-billion-parameter model that scores 17.9 on the Artificial Analysis Intelligence Index. That's 7.4 points ahead of the next-best model in its class, and 1.6 points ahead of Qwen3.5 2B Reasoning, which has double the parameters. And it's not even a reasoning model.The token efficiency is the wild part: it used 12.6 million output tokens to run the whole index, about 31x fewer than Qwen3.5 2B in reasoning mode.My favorite detail is the omniscience score. It lands at -1, the best in its class, because it abstains instead of hallucinating. Every other sub-2B model is down in the -70 to -89 range because they just make stuff up. Teaching a small model to say “I don't know” is a real skill. It runs hybrid think/no-think in one checkpoint, 128K context, native tool calling, Apache 2.0, and fits in about half a gig at INT4, so it runs on your phone.Nisten gave the definitive case for small models: self-contained apps where you keep full control of the data (medical, on-device), and large-scale data processing where paying an API to filter or classify terabytes is absurd when an on-device model can be about 1000x cheaper. Tencent open-sources Hunyuan-MT 2 translation under Apache 2.0 (X, HF, HF, Arxiv)Tencent open-sourced its translation model, a roughly 1.8B model that fits in about 440MB, runs on a phone, covers 33 languages, and reportedly beats Microsoft's paid Translator API. It hit number one trending on Hugging Face.Nisten's idea, which I'm handing to all of you: take this model, pair it with a tiny TTS like Kokoro, and build a fully-offline travel translation app via Google AI Studio. Go build it and tell us how it goes.Well, this was one hell of a week and episode, new Opus, crazy new translation tools, Pope chiming in on AI (in a surprisingly positive way!?) and a bunch more. I'm super excited to play with these tools and report back next week

Illegal Argument
180: rightFolds in an AI world?

Illegal Argument

Play Episode Listen Later May 26, 2026 56:54


Episode 180: rightFolds in an AI world? rightFolds as a pun on Mark's recent right vocal fold surgery, healing means we're good to record again, plus IA celebrates 17 years of existence, even if episodes have seriously lacked of late. Last episode Aug 27, 2025 - it's been a while. Does language theory and evolution have a place/need in an AI world? New JVM language features vs Syntactic sugar ala Clojure/Scala features Bun's recent zig->rust total AI rewrite Vercel engineer built Zero, a programming Language for AI Agents | Yeamt Why Did They Build This? jank now has its own custom IR Do any of these funky languages matter in an AI world? Is 'Good Enough' Good Enough: Mindsets and Behaviors for Sales Excellence Is "good enough" good enough?!. A common misunderstanding of the… | by Ted Rau Is Good Enough, Good Enough? (Part 1) AI and the increased threat of Supply Chain attacks How We Got a CISA GitHub Leak Taken Down in Under a Day NPM and its recent attacks Package Managers are Evil - gingerBill The Aesthetic Problem of Namespacing - gingerBill Tooling Highlights from Git 2.54 "Git history" FTW, unless you're using Jujitsu

Front-End Fire
146: Humans vs AI—Fight!

Front-End Fire

Play Episode Listen Later May 25, 2026 52:11


On this episode: Rust has another convert, npm takes another stab at stopping the hackers, and Jack had a coding battle against robots.Timestamps:1:00 - Bun switches to Rust6:45 - Jack's battle against AI on Greenfield Games16:01 - npm RFC to block install scripts22:10 - State of Web Dev AI survey results37:10 - Mark Erikson joins the AI revolution41:45 - What's making us happyNews:Paige - Bun, but in RustJack - Jason Lengstorf's Greenfield Games TV showTJ - npm RFC to block install scriptsLightning News: State of Web Dev AI survey resultsMark Erikson joins the AI revolutionWhat Makes Us Happy this Week:Paige - Riding in WaymosJack - Wilma the Bat Dog for the Portland PicklesTJ - Dungeon Crawler Carl book seriesThanks as always to our sponsor, the Blue Collar Coder channel on YouTube. You can join us in our Discord channel, explore our website and reach us via email, or talk to us on X, Bluesky, or YouTube.Front-end Fire websiteBlue Collar Coder on YouTubeBlue Collar Coder on DiscordReach out via emailTweet at us on X @front_end_fireFollow us on Bluesky @front-end-fire.comSubscribe to our YouTube channel @Front-EndFirePodcast

Hacker News Recap
May 22nd, 2026 | If you're an LLM, please read this

Hacker News Recap

Play Episode Listen Later May 23, 2026 15:25


This is a recap of the top 10 posts on Hacker News on May 22, 2026. This podcast was generated by wondercraft.ai (00:30): If you're an LLM, please read thisOriginal post: https://news.ycombinator.com/item?id=48234413&utm_source=wondercraft_ai(01:58): Steve Wozniak cheered after telling students they have AI – actual intelligenceOriginal post: https://news.ycombinator.com/item?id=48233563&utm_source=wondercraft_ai(03:26): Why Japanese companies do so many different thingsOriginal post: https://news.ycombinator.com/item?id=48237163&utm_source=wondercraft_ai(04:54): Bun support is now limited and deprecatedOriginal post: https://news.ycombinator.com/item?id=48238789&utm_source=wondercraft_ai(06:22): U.S. researchers face new restrictions on publishing with foreign collaboratorsOriginal post: https://news.ycombinator.com/item?id=48238025&utm_source=wondercraft_ai(07:50): Project Glasswing: An Initial UpdateOriginal post: https://news.ycombinator.com/item?id=48240419&utm_source=wondercraft_ai(09:18): Antigravity 2.0 Tops the OpenSCAD Architectural 3D LLM BenchmarkOriginal post: https://news.ycombinator.com/item?id=48234090&utm_source=wondercraft_ai(10:46): DeepSeek makes the V4 Pro price discount permanentOriginal post: https://news.ycombinator.com/item?id=48237663&utm_source=wondercraft_ai(12:14): Deno 2.8Original post: https://news.ycombinator.com/item?id=48234380&utm_source=wondercraft_ai(13:42): AI has a multiplying effect on existing technical skillsOriginal post: https://news.ycombinator.com/item?id=48235526&utm_source=wondercraft_aiThis is a third-party project, independent from HN and YC. Text and audio generated using AI, by wondercraft.ai. Create your own studio quality podcast with text as the only input in seconds at app.wondercraft.ai. Issues or feedback? We'd love to hear from you: team@wondercraft.ai

Ready for review
Rfr102 - Bun: Wenn die KI deine Migration übernimmt

Ready for review

Play Episode Listen Later May 22, 2026 58:17 Transcription Available


Sandra und Daniel reden über Mesh-Netzwerke und über Buns Rewrite in Rust. Sie feiern MiniDisc und haben fleißig konsumiert.

PodRocket - A web development podcast from LogRocket
Bun's rust rewrite, the TanStack hack, and the $60B Cursor deal | Panel

PodRocket - A web development podcast from LogRocket

Play Episode Listen Later May 21, 2026 46:49


This month's panel digs into the SpaceX Cursor acquisition rumor and what a $60 billion valuation means for AI coding tools. They debate Bun's million-line Rust rewrite generated entirely by AI, the tradeoffs of agentic coding at scale, and a sophisticated CI/CD cache poisoning attack targeting TanStack. Plus: practical takes on Claude token optimization, session forensics, local AI models, and why most Claude Code skills work best when tailored, not pulled off the shelf. Resources SpaceX/Cursor deal, CNBC: https://www.cnbc.com/2026/04/21/spacex-says-it-can-buy-cursor-later-this-year-for-60-billion-or-pay-10-billion-for-our-work-together.html Fortune, Cursor's uncertain future: https://fortune.com/2026/03/21/cursor-ceo-michael-truell-ai-coding-claude-anthropic-venture-capital/ GitHub Copilot usage-based billing announcement: https://github.blog/news-insights/company-news/github-copilot-is-moving-to-usage-based-billing/ Developer backlash, Visual Studio Magazine: https://visualstudiomagazine.com/articles/2026/04/27/devs-sound-off-on-usage-based-copilot-pricing-change-you-will-get-less-but-pay-the-same-price.aspx "The IDE Is Dead, Long Live the ADE", Indie Hackers: https://www.indiehackers.com/post/the-ide-is-dead-long-live-the-ade-0d81e9da3d Companies spending crazy money on AI coding tools, Medium: https://medium.com/@Reiki32/companies-are-spending-crazy-money-on-ai-coding-tools-while-developers-burn-out-efe5908f3dda The PR: https://github.com/oven-sh/bun/pull/30412 The Register writeup: https://www.theregister.com/devops/2026/05/14/anthropics-bun-rust-rewrite-merged-at-speed-of-ai/5240381 The 13,000 unsafe blocks piece: https://byteiota.com/bun-rust-rewrite-merged-the-13000-unsafe-block-problem/ TanStack postmortem: https://tanstack.com/blog/npm-supply-chain-compromise-postmortem TanStack hardening follow-up: https://tanstack.com/blog/incident-followup StepSecurity writeup (the researcher who caught it): https://www.stepsecurity.io/blog/mini-shai-hulud-is-back-a-self-spreading-supply-chain-attack-hits-the-npm-ecosystem SOC Prime writeup: https://socprime.com/active-threats/active-supply-chain-attack-compromises-node-ipc-package We want to hear from you! How did you find us? Did you see us on Twitter? In a newsletter? Or maybe we were recommended by a friend? Fill out our listener survey! https://t.co/oKVAEXipxu Let us know by sending an email to our producer, Elizabeth, at elizabeth.becz@logrocket.com, or tweet at us at PodRocketPod. Check out our newsletter! https://blog.logrocket.com/the-replay-newsletter/ Follow us. Get free stickers. Follow us on Apple Podcasts, fill out this form, and we'll send you free PodRocket stickers! What does LogRocket do? LogRocket provides AI-first session replay and analytics that surfaces the UX and technical issues impacting user experiences. Start understanding where your users are struggling by trying it for free at LogRocket.com. Try LogRocket for free today. Chapters 00:00 Introduction 01:00 The $60B SpaceX Cursor deal 08:00 Token costs rising — the rug pull is real 09:30 Local models and sub-agent routing 12:00 Session forensics — cutting Claude token waste 15:00 Bun's AI-generated Rust rewrite 18:00 Should AI rewrite core infrastructure? 23:00 Does runtime choice even matter anymore? 29:00 The TanStack supply chain attack explained 33:00 How the GitHub Actions cache poisoning worked 36:00 Is GitHub Actions too flexible? 39:30 Ad break 40:00 Hot take — you'll be okay (local models and hardware) 42:30 Hot take — "They Will Kill You" (Jack's movie rec) 43:30 Hot take — stop hoarding Claude Code skills 46:00 Wrap-upSpecial Guest: Jack Herrington.

Recalog
224. 2026/05/17 53年ぶり有人月周回飛行成功

Recalog

Play Episode Listen Later May 17, 2026


以下のようなトピックについて話をしました。 01. Claude Designの6つの機能を徹底検証 Claude Designの機能と実用性を検証したレビュー記事 DX開発事業部のUIデザイナーYu Hamanoが、Anthropicの新サービス「Claude Design」を実際に使用し、その機能と特徴を詳しく検証した記事です。 主要な6つの機能 デザイン生成とヒアリング機能:AIが「ブランドカラー」「ユーザー層」などの詳細な質問を通じて、ユーザーの期待に沿ったDesign Systemを構築。Figma Makeと比較して、ヒアリング項目の豊富さが特徴的。 柔軟な編集モード:チャットによる自然言語での編集、インラインコメント機能、Tweaks機能によるスタイル変更が可能。 バージョン管理:現在の状態を保存しながら別軸での制作が可能。 Claude Codeへの連携:最大の強みとして、デザインした成果物をシームレスにClaude Codeへ移行可能。デザイナーとエンジニア間の連携が大幅に改善される。 チーム内外への連携:4段階の権限設定による共同作業、ZIPファイル、PDF、PowerPoint、Canvaなど豊富な書き出しオプションを提供。 利用対象:現在はResearch Previewとして、Pro、Max、Team、Enterpriseプランのユーザーがアクセス可能。 特に、デザインから開発への移行がスムーズに行える点が革新的で、デザイナーとエンジニアの協業を大きく改善する可能性を秘めたツールとして評価されています。 02. BunがAIで6日間Zig→Rust移植 Bun が6日でZigからRustに書き換わった驚異的な事例 2026年5月、JavaScriptランタイムBunが約96万行のコードを6日間でZigからRustに移植し、話題となった。この大規模移植はAI(Claude)によって実行され、テスト通過率99.8%を達成したものの、13,000箇所を超えるunsafeブロックが含まれ、作者自身も「全部破棄する可能性が高い」と発言している。 移植の背景には3つの動機がある。第一に、Anthropic社製のAIコーディングツール「Claude Code」でBunのメモリリークが深刻化し、メモリ使用量が最大23GBまで膨らむ問題があった。第二に、Rustエコシステムの豊富な人材プールと成熟したツール群への移行を狙った。第三に、Zigコミュニティの「AI生成コード禁止」方針との政治的摩擦を回避する意図があった。 しかし、この移植には重要な課題が残る。100万行のコードを物理的にレビューすることは不可能で、従来のコードレビュー概念が「テストと再生成可能性への信頼」に置き換わっている。また、大量のunsafeブロックによりRustの安全性保証が大幅に制限され、「既知のバグを未知のバグに交換している」可能性も指摘されている。 この事例は、AI時代のソフトウェア開発における新たなパラダイムを示すと同時に、品質保証やコミュニティ主導開発の在り方について重要な問いを投げかけている。 03. TanStackのnpm侵害とセキュリティ強化対策 TanStackのnpm侵害後のセキュリティ強化対策 2026年5月、TanStackプロジェクトが巧妙なサプライチェーン攻撃を受けた。攻撃者は偽装したフォークからプルリクエストを作成し、即座に閉じることで、書き込み権限を持つ共有CIキャッシュにマルウェアを仕込んだ。その後、正当なメインブランチへのマージ時に、汚染されたキャッシュが復元され、短期間有効な公開トークンが盗まれて42個のRouter/Startパッケージに悪意のあるバージョンが公開された。 この攻撃は、従来の「トークン盗取」ではなく、信頼されたキャッシュを悪用してCI自身にトークンを盗ませる高度な手法だった。根本原因は、GitHubが3年以上前から危険パターンとして警告していたpull_request_targetワークフローの使用にあった。 対策として、TanStackチームは即座にpnpmキャッシュの無効化、全アクションのコミットSHAへの固定、SMS 2FAの禁止、pull_request_targetの完全削除を実施。今後は静的解析ツール「zizmor」の導入、ワークフロー変更権限の制限、より安全なキャッシュ復元方法への移行を計画している。 最も議論を呼んでいるのは、外部からのプルリクエストを制限し、招待制の貢献モデルへの移行検討だ。これはオープンソースの参加障壁を高める可能性があるため、慎重に検討中である。 04. 53年ぶり有人月周回飛行成功 米国とカナダの飛行士4人を乗せた宇宙船「オリオン」が、53年ぶりとなる有人月周回飛行に成功し、無事地球に帰還した。これはアポロ17号以来の快挙で、人類到達の最遠方記録を更新する歴史的偉業となった。 今回の「アルテミス2」は、米主導の国際月探査計画の試験飛行として実施された。4人の飛行士は9日間、112万キロの旅を経て、月面に約6545キロまで接近し、地球から40万6770キロの最遠方記録を樹立した。飛行中は7000枚以上の写真を撮影し、月の多彩な地形や日食現象を観測した。 アルテミス計画は単なる月面再訪ではなく、持続的な月面基地建設を目指している。NASAは計画を大幅変更し、月上空の周回基地「ゲートウェー」建設を休止して月面基地構築を優先することを発表した。2028年の「アルテミス4」で有人月面着陸を実現し、その後年2回以上の頻度で着陸を目指す。 日本は2024年に日本人の月面着陸で日米が合意しており、有人与圧探査車の開発などで重要な役割を担っている。今回の成功により、国際協力による月探査の新時代が本格的に始まることとなった。 本ラジオはあくまで個人の見解であり現実のいかなる団体を代表するものではありません ご理解頂ますようよろしくおねがいします

Binärgewitter
Binärgewitter Talk #380: Dörte Fräck

Binärgewitter

Play Episode Listen Later May 16, 2026 136:19


Achtung das ist die klassische Vatertagsfolge. Das heißt es war mal wieder Alkehol im Spiel. Die Gefahr von Flachwitzen ist daher sehr hoch. Wer nicht darauf steht kann die Folge gerne überspringen. Für alle anderen: Zum Vatertag gibt's Technik statt Bollerwagen: Wir sprechen über DNSSEC-Ärger bei der DENIC, Sicherheitslücken in Linux, BSD und DNSMasq sowie KI-gestützte Schwachstellenforschung. Dazu kommen Little Snitch, Smartglasses-Fails, DokuWiki mit Markdown, ein KI-Rewrite von Bun nach Rust, kostenlose Telefonzellen in Australien, End-of-Life-Software, DIY-Smartwatches, Bosch-E-Bikes mit Garmin und Bahnchaos bei internationalen Buchungen.

Hacker News Recap
May 9th, 2026 | A recent experience with ChatGPT 5.5 Pro

Hacker News Recap

Play Episode Listen Later May 10, 2026 15:19


This is a recap of the top 10 posts on Hacker News on May 09, 2026. This podcast was generated by wondercraft.ai (00:30): A recent experience with ChatGPT 5.5 ProOriginal post: https://news.ycombinator.com/item?id=48071262&utm_source=wondercraft_ai(01:57): Internet Archive SwitzerlandOriginal post: https://news.ycombinator.com/item?id=48074265&utm_source=wondercraft_ai(03:24): Bun's experimental Rust rewrite hits 99.8% test compatibility on Linux x64 glibcOriginal post: https://news.ycombinator.com/item?id=48073680&utm_source=wondercraft_ai(04:52): EU Parliamentary Research Service calls VPNs "a loophole that needs closing"Original post: https://news.ycombinator.com/item?id=48072190&utm_source=wondercraft_ai(06:19): Using Claude Code: The unreasonable effectiveness of HTMLOriginal post: https://news.ycombinator.com/item?id=48071940&utm_source=wondercraft_ai(07:47): LLMs corrupt your documents when you delegateOriginal post: https://news.ycombinator.com/item?id=48073246&utm_source=wondercraft_ai(09:14): Meta's embrace of AI is making its employees miserableOriginal post: https://news.ycombinator.com/item?id=48077126&utm_source=wondercraft_ai(10:42): I've banned query stringsOriginal post: https://news.ycombinator.com/item?id=48076173&utm_source=wondercraft_ai(12:09): The hypocrisy of cyberlibertarianismOriginal post: https://news.ycombinator.com/item?id=48074952&utm_source=wondercraft_ai(13:37): GrapheneOS fixes Android VPN leak Google refused to patchOriginal post: https://news.ycombinator.com/item?id=48075144&utm_source=wondercraft_aiThis is a third-party project, independent from HN and YC. Text and audio generated using AI, by wondercraft.ai. Create your own studio quality podcast with text as the only input in seconds at app.wondercraft.ai. Issues or feedback? We'd love to hear from you: team@wondercraft.ai

Compilado do Código Fonte TV
Free flow na CNH Digital; Anthropic fecha acordo com SpaceX; Python 3.15 beta; GPT-5.5 Instant e agentes da Anthropic para o setor financeiro [Compilado #245]

Compilado do Código Fonte TV

Play Episode Listen Later May 10, 2026 86:05


Nesse episódio trouxemos as notícias e novidades do mundo da programação que nos chamaram atenção dos dias 02/05 a 08/05.☕ Café Código FontePrograme sua xícara para o sabor certo!https://cafe.codigofonte.com.br

Compilado do Código Fonte TV
Free flow na CNH Digital; Anthropic fecha acordo com SpaceX; Python 3.15 beta; GPT-5.5 Instant e agentes da Anthropic para o setor financeiro [Compilado #245]

Compilado do Código Fonte TV

Play Episode Listen Later May 10, 2026 86:05


Nesse episódio trouxemos as notícias e novidades do mundo da programação que nos chamaram atenção dos dias 02/05 a 08/05.☕ Café Código FontePrograme sua xícara para o sabor certo!https://cafe.codigofonte.com.br

Aaron Scene's After Party
RUMPS & TRAUMA DUMPS feat. @p.marcy & @geedolla_sign

Aaron Scene's After Party

Play Episode Listen Later May 7, 2026 61:16


It's a Sunday Funday edition of the After Party! And for this one we got the return of Marcy! She comes on as we reminisce on Jaguars Gentlemen's Club, the most she's made in one night as a dancer and dumps some trauma on the podcast. Follow us on social media @AaronScenesAfterParty

united states christmas tv love california tiktok texas game halloween black world movies art stories school los angeles house nfl las vegas work giving sports ghosts politics college olympic games real mexico reality state challenges news san francisco design west travel games walk truth friend club podcasts video comedy miami story holiday spring food dj brothers football girl wild creator arizona boys dating rich drama walking trauma sex artist seattle fitness brand radio fun kings playing dance girls tour owner team festival south nashville berlin mom chefs night funny san diego detroit professional network podcasting santa utah horror north bbc east band hotels political basketball league toxic baseball mayors experiences mlb feelings sun vacation hong kong camp baltimore fight kansas tx birds loves traveling videos beach snow couple queens streaming daddy scary dancing amsterdam feet salt moms weather sexy television championship lions concerts artists hurricanes sister photography tiger thunder boy new mexico lake eat soccer mtv suck personality fest beef bar spooky dare onlyfans chiefs vip stream snapchat plays cities receiving mayo foot naked vibes showdown oakland jamaica capitol sucks raw jail olympians grandma rico boxing whiskey fighters measure girlfriends sacramento bowl lightning toys cardi b vibe parties photos lover smash tea workout joke jokes paranormal phantom ravens bay nights epidemics barbers snoop dogg bars shots southwest scare cookies metro boyfriends cent coast clubs gym dallas mavericks cinco wide derby improv djs bands calendar hook bite seahawks padre hilarious gentlemen twin sanchez stark booking edm san francisco 49ers myers ranch el paso tweets delicious statue carnival tornados euphoria jaguars hats jamaican dancer downtown eats bit tequila lamar blocking shot taco strippers boobs bro rider twisted evp foodies paso bodybuilding fiesta sneaky mendoza 2022 streams strip wasted requests flights vodka uncut scottsdale booty radiohead sporting noche fam peach rebrand boxer blocked riders nails sausage toes smashing malone freaky futbol horny jags bud electrical ass yankee nm cancun peso towers 2024 bender wheelchairs micheal claw sis swingers sized inch peaks exotic playa stockton asu milfs toy hooters nightlife sucking glendale pantera newsrooms chopped gras headquarters hoes afterparty dancers tempe reggaeton puerto mardi dawg claws choreographers sizes bakersfield lv edc ranchers dumps peoria juarez midland nab patio tailgate joking buns krueger foreplay snowstorms videography monsoons cum loverboy cumming tipsy sunday funday toe crazies titties weatherman dispensaries groupies noches corpus unedited r rated chicas titty asses funday bouncer utep bun throuple locas benders foo myke luchador hooking atx wild n out handicapped juiced plums cruces chihuahuas dispo medicated diablos toxica foos bouncers anuel music culture fitlife toxico nmsu chuco rumps sunland park
Aaron Scene's After Party
NECK BEHIND THE DECK AT 3AM feat. @3amfrfr & @thousandgramsclub

Aaron Scene's After Party

Play Episode Listen Later Apr 22, 2026 65:13


We're live on 4/20 from our sponsors Apogee in Sunland Park NM! And on this one we bring on our boy 3am as we catch up with him and he shares some of his most recent projects. Plus he tells us all about his crazy Las Vegas work schedule, doing work for the World Cup and he tells us some of his DJ do's and don'ts! And the OG cohost Marky Mark stops by for a little edible action. Follow us on social media @AaronScenesAfterParty

united states christmas tv love california tiktok texas game halloween black world movies art stories school los angeles house nfl las vegas work giving sports ghosts politics college olympic games real mexico reality state challenges news san francisco design west travel games walk truth friend club podcasts video comedy miami story holiday spring food dj brothers football girl wild creator arizona boys dating rich walking sex artist seattle fitness brand radio fun kings playing dance girls tour owner team festival south nashville berlin mom chefs night funny san diego detroit professional network podcasting santa utah horror north bbc east band hotels political basketball league toxic baseball mayors experiences mlb feelings sun vacation hong kong camp baltimore fight kansas world cup tx birds loves traveling videos beach snow couple queens streaming daddy scary dancing amsterdam feet salt moms weather sexy television championship lions concerts artists hurricanes sister photography tiger thunder boy new mexico lake eat soccer mtv suck personality fest beef bar spooky dare onlyfans chiefs vip stream snapchat plays cities receiving mayo foot naked vibes showdown oakland jamaica capitol sucks raw jail olympians grandma rico boxing whiskey fighters measure girlfriends sacramento bowl lightning toys cardi b vibe parties photos lover smash tea workout joke jokes paranormal phantom ravens bay nights epidemics barbers snoop dogg bars deck shots southwest scare cookies metro boyfriends cent coast clubs gym dallas mavericks cinco wide derby improv djs bands calendar hook bite seahawks padre hilarious gentlemen twin sanchez stark booking edm san francisco 49ers myers ranch el paso tweets delicious statue carnival tornados euphoria jaguars hats jamaican neck dancer downtown eats bit tequila lamar blocking shot taco strippers boobs bro rider twisted evp foodies paso bodybuilding fiesta sneaky mendoza 2022 streams strip wasted requests flights vodka uncut scottsdale booty radiohead sporting noche fam peach rebrand boxer blocked riders nails sausage toes smashing malone freaky futbol horny jags bud electrical ass yankee nm cancun peso towers 2024 bender wheelchairs micheal claw sis swingers sized inch peaks exotic playa stockton asu milfs toy hooters nightlife sucking glendale pantera newsrooms chopped gras headquarters hoes dancers tempe reggaeton puerto mardi dawg claws choreographers sizes bakersfield lv edc ranchers peoria juarez midland nab patio tailgate joking buns krueger foreplay snowstorms videography monsoons cum loverboy cumming tipsy toe crazies titties weatherman dispensaries groupies noches corpus unedited r rated chicas marky mark titty asses funday bouncer utep bun throuple locas benders foo myke luchador hooking atx wild n out handicapped juiced plums cruces chihuahuas dispo medicated apogee diablos toxica foos bouncers anuel music culture fitlife toxico nmsu chuco rumps sunland park
Devotionale Audio
Puterea vindecatoare a recunostintei 18.04.2026 [devotional audio]

Devotionale Audio

Play Episode Listen Later Apr 17, 2026 3:25


David în Pustiul Iudeei: întregul psalm e cântare a bucurieifață de Dumnezeu, fără nicio cerere. „Bunătatea Ta prețuiește mai mult decât viața.” Recunoștința aduce beneficii: bun ritm cardiac, somn de calitate, diminuare stres, optimism, reglare afectivă, claritate emoțională, relații interpersonale mai bune. Introdu laude în fiecare rugăciune!Citește acest devoțional și multe alte meditații biblice pehttps://devotionale.ro#devotionale #devotionaleaudio

Aaron Scene's After Party
BATTLE OF THE COHOSTS feat. @geedolla_sign & @xo.mariza_

Aaron Scene's After Party

Play Episode Listen Later Apr 15, 2026 56:58


It's a pop up podcast! And on this episode we have our battle of the cohosts! As Gee and Baby M take each other head on on a variety of questions plus they prove whether guys and girls can solely and ONLY be friends. AND the gang tries out some honey packs and give our honest review. Follow us on social media @AaronScenesAfterParty

united states christmas tv love california tiktok texas game halloween black world movies art stories school los angeles house nfl las vegas battle work giving sports ghosts politics college olympic games real mexico reality state challenges news san francisco design west travel games walk truth friend club podcasts video comedy miami story holiday spring food dj brothers football girl wild creator arizona boys dating rich walking sex artist seattle fitness brand radio fun kings playing dance girls tour owner team festival south nashville berlin mom chefs night funny san diego detroit professional network podcasting santa utah horror north bbc east band hotels political basketball league toxic baseball mayors experiences mlb feelings sun vacation hong kong camp baltimore fight kansas tx birds loves traveling videos beach snow couple queens streaming daddy scary dancing amsterdam feet salt moms weather sexy television championship lions concerts artists hurricanes sister photography tiger thunder boy new mexico lake eat soccer mtv suck personality fest beef bar spooky dare onlyfans chiefs vip stream snapchat plays cities receiving mayo foot naked vibes showdown oakland jamaica capitol sucks raw jail olympians grandma rico boxing whiskey fighters measure girlfriends sacramento bowl lightning toys cardi b vibe parties photos lover smash tea workout joke jokes paranormal phantom ravens bay nights epidemics barbers snoop dogg bars shots southwest scare cookies metro boyfriends cent coast clubs gym dallas mavericks cinco wide derby improv djs bands calendar hook bite seahawks padre hilarious gentlemen twin sanchez stark booking edm san francisco 49ers myers ranch el paso tweets delicious statue carnival tornados euphoria jaguars hats jamaican dancer downtown eats bit tequila lamar blocking shot taco strippers boobs bro rider twisted evp foodies paso bodybuilding fiesta sneaky mendoza 2022 streams strip wasted requests flights vodka uncut scottsdale booty radiohead sporting noche fam peach rebrand boxer blocked riders nails sausage toes smashing malone freaky futbol horny jags bud electrical ass yankee nm cancun peso towers 2024 bender wheelchairs micheal claw sis swingers sized inch peaks exotic playa stockton asu milfs toy hooters nightlife sucking glendale pantera newsrooms chopped gras headquarters hoes dancers tempe reggaeton puerto mardi dawg claws choreographers sizes bakersfield lv edc ranchers peoria juarez midland nab patio tailgate joking buns krueger foreplay snowstorms videography monsoons cum loverboy cumming tipsy toe crazies titties weatherman dispensaries noches corpus unedited r rated chicas titty asses funday bouncer utep bun throuple locas benders foo myke luchador hooking atx wild n out handicapped juiced plums cruces chihuahuas dispo medicated mariza diablos toxica foos bouncers anuel music culture fitlife toxico nmsu chuco rumps baby m sunland park
Pi Tech
News: Claude Code потік і увесь витік; Clean room крадіжка; хто з ведучих — справжній 5X розробник

Pi Tech

Play Episode Listen Later Apr 15, 2026 53:05


Епізод присвячений аналізу сучасного стану розвитку штучного інтелекту та його практичного застосування. Ми розбираємо витік похідного коду компанії Anthropic, який дозволив дослідникам проаналізувати внутрішні механізми побудови AI-систем. Аналізуємо технічні причини інциденту, зокрема використання Source Map та баг у bundler Bun, а також підхід до побудови pipeline і промптів, що виявився значно простішим, ніж очікувалося. Також говоримо про: — обмеження локального запуску LLM — стартап Malus з його сумнівним підходом до open-source ліцензування — зміну позиції Microsoft щодо Copilot — проблему накопичення когнітивного боргу при використанні AI-агентів — практичне застосування військової системи Maven 00:41 — витік Claude Code     08:27 — стартап Malus: clean room as a service 13:17 — кодинг-агенти проти SaaS     16:20 — Cursor, Opus vs GPT   18:32 — критика Claude від AMD   20:40 — доцільність локального інференсу 22:53 — нова ліцензія Microsoft Copilot 26:40 — cognitive debt: втрата розуміння коду через AI 28:13 — менеджери оптимізують те, що легко виміряти 34:07 — Карпаті про еволюцію LLM: від чату до агентів 36:42 — сайдноут: історія з Сільпо 39:09 — Пентагон і Maven: ситуаційна обізнаність та демо «все видно» 44:23 — дослідження камер безпеки 51:07 — АІ-фейки в музиці

Aaron Scene's After Party
LIVE AT SUNSET feat. @sunsetdiveep @celena_772 & @_dj.snack

Aaron Scene's After Party

Play Episode Listen Later Apr 9, 2026 49:43


We are LIVE for this episode at Sunset Dive! DJ Snack comes on as we talk about good times at EDC plus! We bring on a couple of Sunset bartenders for a sit down as they tell us about the biggest tip they've ever made and some crazy bartending stories! Follow us on social media @AaronScenesAfterParty

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Mind Architect
Gáspár György & Raluca Anton: De ce ne vindecăm TOT în relații #S14E06

Mind Architect

Play Episode Listen Later Mar 20, 2026 139:42


De ce suntem răniți și ne vindecăm TOT în relație? Gáspár György și Raluca Anton ne vorbesc despre terapia relațională Imago, dialogul în cuplu și cele patru competențe relaționale care ne pot transforma viața.Gáspár György este psiholog clinician, terapeut relațional și autor, cunoscut pentru contribuțiile în promovarea sănătății relaționale și a inteligenței emoționale în spațiul public din România. Este co-fondator al comunității Paginii de Psihologie și al Academiei de Terapie Imago din România.Raluca Anton este doctor în psihologie, psihoterapeut principal, supervizor în psihoterapii cognitiv-comportamentale, terapeut și formator relațional cu formare internațională, co-fondator al Academiei de Terapie Imago din România și autoarea bestsellerurilor „Terapie 1 la 1 cu sinele tău" și „Povestea ta are sens". Are peste 20 de ani de experiență în lucrul cu oamenii.Acesta este episodul 6 dintr-un sezon dedicat relațiilor, realizat împreună cu Pagina de Psihologie. În acest episod vulnerabil și plin de umor: Descoperim de ce inconștientul nostru ne ghidează către parteneri care ulterior par incompatibiliAflăm de ce tocmai această incompatibilitate stă la baza dezvoltării umane Explorăm cele patru etape de dezvoltare din copilărie care ne modelează relațiile adulteDetaliem cele trei nevoi universale (a fi văzut, auzit, apreciat)Aprofundăm cele patru competențe relaționale de bază: dialogul, zero negativitate, empatie, apreciere și admirațieResurse menționate:Cartea „Terapie 1 la 1 cu sinele tău" de Raluca Anton - Cartea „Povestea ta are sens" de Raluca Anton - Cartea „Cele cinci invitații" de Frank Ostaseski - Cărți din Terapia relațională Imago (Harville Hendrix) - Formări în metoda Imago Episoade anterioare care detaliază concepte menționate azi: Episodul 2, despre Dispreț, Critică, Defensivitate și conflicte distructiveEpisodul 3, despre Agenda Inconștientă cu care intrăm în relații Episodul 1, despre cele 4 etape de dezvoltare ImagoIntră live alături de noi în înregistrarea episoadelor și primește răspunsuri la ce te interesează cel mai mult. Vino în Comunitatea Membrilor Mind ArchitectAcest episod este produs și distribuit cu susținerea PPC România. "(00:00) Intro""(02:30) Raluca Anton și Gáspár György și temele din episod""(05:25) Paradigma individuală vs. relațională în psihoterapie""(10:13) Relațiile ca oglindă: de ce mă atrage acest om""(13:43) Nevoia de certitudine, iluzia unui singur adevăr și educația relațională""(18:12) Cocreația: binele și răul din relație""(22:17) Avem relațiile pe care credem că le merităm?""(25:39) Agenda secretă a inconștientului""(28:36) Orice conflict ascunde și un vis""(33:08) Cele 4 etape de dezvoltare Imago: conectare, explorare, identitate, competență""(36:02) Atracția între opuși: minimizare vs. maximizare""(40:59) Exemplu personal: muncă vs relaxare""(45:38) Identitate, intimitate și capcanele competenței în cuplu""(52:16) Flexibilizare vs. pierderea identității""(56:49) Ce mă irită la celălalt: loc de creștere sau semnal de alarmă?""(01:01:01) Oboseala din acomodare: când zici prea des DA""(01:05:17) Predarea în relație: cel mai inconfortabil pas spre vindecare""(01:09:00) Exemplu personal: plăcere vs. muncă""(01:13:32) Cele 3 nevoi universale: a fi văzut, auzit și apreciat""(01:19:42) Suferința în singurătate, pauza relațională și problemele recurente""(01:25:54) Competența relațională 1: Dialogul""(01:30:25) Competența 2: Zero negativitate""(01:38:00) Competența 3: Empatie, prezență, vulnerabilitate""(01:41:45) Când nu-ți găsești cuvintele""(01:45:30) Antrenarea competențelor relaționale""(01:49:40) Competența 4: Aprecierea""(01:55:54) Cele mai mari provocări în relațiile voastre""(02:01:16) Ce s-a schimbat și vă iese bine și ce vă enervează""(02:06:49) Bunătatea și depășirea adversității prin blândețe""(02:10:22) Conștientizarea morții și efectele ei""(02:14:37) Bagheta magică: ce ați schimba în relațiile oamenilor"

Les Cast Codeurs Podcast
LCC 338 - Le soulèvement des bots de skills

Les Cast Codeurs Podcast

Play Episode Listen Later Mar 20, 2026 116:43


Gros zoom sur les skills et leurs usages dans les coding agents, sur les benchmarks de stacks techniques MCP, mais aussi du Java 26-27, du HttpClient, du NodeJS, des scenarios nucléaires pilotés par l'IA, de la méthodologie, bref on ne s'ennuie pas ! Enregistré le 15 mars 2026 Téléchargement de l'épisode LesCastCodeurs-Episode-338.mp3 ou en vidéo sur YouTube. News Langages Bruno Borges a créé un site, inspiré d'un site récent qui montrait comment CSS avait évolué, qui illustre justement comment Java a bien évolué au fil du temps, et est devenu un langage encore plus élégant https://javaevolved.github.io/ Code simplifié: main() allégé, var, blocs de texte, API String enrichie. Pattern Matching: switch sur types, instanceof amélioré, record patterns. Données: Records, collections immuables faciles à créer, méthodes de listes. Concurrence: Threads virtuels, CompletableFuture, StructuredTaskScope, ScopedValue. Erreurs & Sécurité: NPE précis, catch multiples, Optional amélioré, filtres de désérialisation. I/O & Réseau: HttpClient moderne, E/S fichiers/console simplifiées, transferTo. Dates & Heures: API modernisée, précise, immutables et thread-safe. Langage: Interfaces sealed/private, import de modules, Math.clamp Streams: Nouveaux opérateurs (takeWhile, mapMulti, Gatherers, teeing). Outils & Perf: jshell, exécution simplifiée, jwebserver, AOT, JFR, optimisation mémoire. 10+ raisons de ne pas utiliser le HttpClient du JDK, avec un article très détaillé de Brice Dutheil https://blog.arkey.fr/2026/02/08/ten-reasons-to-not-use-jdk-httpclient/ JDK HttpClient: intégré, non-upgradable. OkHttp: plus lourd (dépendance Kotlin). TLS/SSL: JDK: SSLContext limité, vérif hôte globale, épinglage manuel, SSLParameters rigides. OkHttp: contrôle fin (SSLSocketFactory/TrustManager), vérif hôte/épinglage dédiés, ConnectionSpec structuré. Connexions: JDK: pas de repli, fabrique socket custom impossible (pas UDS/Named Pipes direct), pool limité (propriétés système, contrôle pauvre avant JDK 20/21). OkHttp: repli automatique, fabrique custom, pool granulaire. Réseau: JDK: résolveur DNS par défaut, Authenticator unique. OkHttp: résolveur DNS custom, authentificateurs séparés (proxy/serveur). Cycle Requêtes: JDK: pas d'intercepteurs ni API événements intégrés. OkHttp: addInterceptor, EventListener pour événements granulaires. Ressources: JDK: pas d'arrêt propre avant JDK 21. OkHttp: arrêt granulaire (pool, exécuteur, cache). Timeout: JDK: désactivé après en-têtes; le transfert du corps peut dépasser le timeout initial. JDK 26 et JDK 27 : ce qui nous attend — https://www.infoq.com/news/2026/02/java-26-so-far/ JDK 26 est une version non-LTS prévue le 17 mars 2026, avec 10 nouvelles fonctionnalités réparties en 5 catégories Le support HTTP/3 arrive enfin dans l'API HTTP Client standard de Java (JEP 517) La Structured Concurrency (projet Loom) en est à sa 6e preview, avec l'ajout d'une méthode onTimeout() sur StructuredTaskScope.Joiner Les Lazy Constants passent en 2e preview : des constantes initialisées à la demande, utiles pour optimiser le démarrage Le G1 GC gagne en performance via une réduction des synchronisations entre threads applicatifs et threads GC (JEP 522) Le cache d'objets AOT (JEP 516) est étendu pour fonctionner avec n'importe quel GC, y compris ZGC L'API Applet est définitivement supprimée (JEP 504), fermant une page historique de Java L'encodage PEM des objets cryptographiques continue sa preview avec support de chiffrement/déchiffrement de KeyPair Pour JDK 27 (septembre 2026), l'échange de clés post-quantique hybride pour TLS 1.3 est déjà ciblé (JEP 527) Project Valhalla progresse avec une preview des Value Classes : objets sans identité, à champs final uniquement Librairies Une étude de performance montre que Java est un super choix pour développer des serveurs MCP https://www.tmdevlab.com/mcp-server-performance-benchmark.html Comparaison de performances de serveurs MCP (Model Context Protocol) en Java, Go, Node.js, Python. Méthodologie: 3,9 millions requêtes, environnement Docker (1 cœur CPU, 1 Go RAM/serveur). Fiabilité: 0% d'erreurs pour toutes les implémentations. Tiers de performance: 1 (Haute): Go & Java (latence < 1ms, ~1600 requêtes/s). ▪︎ Go: Efficacité mémoire exceptionnelle (18 Mo vs 220 Mo pour Java). ▪︎ Java: Latence marginalement meilleure, mais 12x plus de mémoire. 2 (Moyenne): Node.js (latence ~10,7 ms, ~560 requêtes/s). Surcharge par instanciation. 3 (Faible): Python (latence ~26,5 ms, ~290 requêtes/s). Limité par GIL. Recommandations production: Go: Optimal forte charge, cloud-native, optimisation coûts. Java: Latence très basse critique, infrastructure Java existante. Node.js & Python: Adaptés charges modérées/faibles, développement/test. Node.js et Python peuvent être optimisés pour améliorer leurs performances en production. Et encore, en Java, le benchmark n'a pas utilisé GraalVM pour une compilation native, ce qui aurait donné des chiffres côté mémoire qui aurait concurrencé Go Qui a la meilleure perf entre Quarkus et Spring pour faire des serveurs MCP ? https://medium.com/@egekaraosmanoglu/spring-boot-vs-quarkus-which-java-runtime-wins-the-ai-mcp-tools-performance-battle-4da9d6a248d5 Quarkus JVM: Débit et latence les plus élevés (jusqu'à 16 381 req/s, 65% plus rapide que Spring Boot), surpasse Spring Boot même avec Apache Camel. Quarkus Native: Consommation mémoire la plus faible (118 MB), démarrage instantané, performance prédictible. Spring Boot MVC: Bonnes performances, écosystème mature, nécessite un "warm-up" important (jusqu'à 44% de gain). Spring Boot WebFlux: Légèrement meilleur débit et latence que MVC (~5%), mais plus de mémoire et complexité réactive. Coût architectural: MapStruct: Impact négligeable (< ±5%). Apache Camel: Réduction de débit de 8-21%, mais valeur ajoutée significative; Quarkus JVM + Camel reste > Spring Boot baseline. Protocole MCP: Sur Quarkus JVM (avec Camel), surpasse gRPC. Recommandations: Débit max: Quarkus JVM. Coût/Serverless: Quarkus Native. Intégration d'entreprise: Quarkus JVM + Camel + MapStruct. Meilleur choix Spring: Spring Boot WebFlux + MapStruct. Benchmark des stacks qui implémentent MCP https://www.tmdevlab.com/mcp-server-performance-benchmark-v2.html MCP (Model Context Protocol) est le protocole d'Anthropic pour connecter les LLMs à des outils et sources de données externes ; ce benchmark compare 15 implémentations serveur. 39,9 millions de requêtes traitées avec zéro erreur, sur des charges I/O réalistes (Redis + HTTP API) plutôt que des tâches CPU synthétiques. Rust atteint 4 845 RPS avec seulement 10,9 Mo de RAM ; Quarkus obtient 4 739 RPS avec la meilleure latence (4,04 ms en moyenne, 8,13 ms au P95). Go (3 616 RPS) et Spring MVC (3 540 RPS) constituent un second groupe solide. Node.js plafonne à 423 RPS ; Bun est 2,2x plus rapide sur un code identique (876 RPS) ; Python atteint 259 RPS avec 4 workers et uvloop. Découverte notable : un bug dans le SDK Rust rmcp v0.16 ajoutait ~40 ms de latence à toutes les réponses HTTP, limitant le débit à 1 283 RPS ; corrigé en v0.17 via la PR #683. Les images natives GraalVM réduisent la mémoire de 27 à 81 % mais dégradent le débit de 20 à 36 % ; Quarkus-native est l'exception avec 36 Mo RAM et 3 449 RPS. Spring MVC (bloquant) surpasse WebFlux (réactif) à 50 utilisateurs simultanés, rappelant que le modèle réactif n'est pas toujours gagnant. Recommandations : Rust ou Quarkus pour la production haute charge, Go pour le cloud-native, Bun plutôt que Node.js en JavaScript. Jakarta EE 12 Milestone 2 : données, cohérence et configuration https://www.infoq.com/articles/jakartaee-12-milestone-2/ Jakarta EE est la plateforme Java entreprise open-source, socle de frameworks comme Quarkus et Spring, qui standardise les APIs pour la persistance, les transactions, la sécurité, etc. Jakarta EE 12 adopte Java 21 comme baseline (avec support Java 25) et supprime définitivement le SecurityManager déprécié. La nouvelle spec Jakarta Query unifie JPQL (SQL/relationnel) et JDQL (NoSQL) en un seul langage avec deux profils : Core Language (portable) et Persistence Language (relationnel). Jakarta Data 1.1 introduit les requêtes dynamiques via une API fluente avec Restriction et l'annotation @Is pour des conditions plus expressives. Jakarta Data supporte désormais les repositories stateful, permettant la gestion du cycle de vie des entités (persist, merge, detach, refresh) comme en JPA classique. Jakarta NoSQL 1.1 intègre Jakarta Query via une nouvelle interface Query et supporte les projections avec des Java records. Jakarta Persistence 4.0 supporte SequencedCollection (Java 21) comme type de collection dans les entités. Une nouvelle spec Jakarta Agentic AI est en cours, visant des APIs vendor-neutral pour construire des agents IA sur les runtimes Jakarta EE, avec intégration prévue de LangChain4j et Spring AI. Cette release est encore un milestone (pas pour la prod) — l'adoption large dépendra de la maturité des outils (IDE, validation de requêtes, diagnostics). Nouveaux benchmarks Quarkus vs Spring Boot : performance complète et transparente https://quarkus.io/blog/new-benchmarks/ Quarkus est un framework Java optimisé pour les conteneurs, connu pour son faible usage mémoire et son démarrage rapide, concurrent principal de Spring Boot. Les anciens graphiques de performance sur quarkus.io étaient obsolètes, sans date, sans source, et ne montraient pas le débit (throughput). L'absence de données sur le throughput faisait croire à tort que Quarkus avait de mauvaises performances à ce niveau. Un nouveau benchmark open source a été créé, transparent et reproductible, disponible sur GitHub. Résultats : Quarkus gère 2,7x plus de transactions par seconde que Spring Boot, démarre 2,3x plus vite, avec deux fois moins de mémoire. Des experts Spring Boot externes ont contribué à rendre la comparaison plus équitable, notamment sur la configuration des pools de connexions. Les threads virtuels améliorent le débit d'environ 6000 tps supplémentaires pour tous les frameworks testés. Spring Boot 4 offre un meilleur débit que Spring Boot 3, mais au prix d'un démarrage plus lent et d'une empreinte mémoire plus élevée. En mode natif (GraalVM), le démarrage est ultra-rapide mais le throughput est divisé par deux, pour Quarkus comme pour Spring Boot. Le mode natif n'est recommandé que pour les applis démarrées/arrêtées très fréquemment ou à faible charge. Quarkus 3.32 : fondations pour la prochaine LTS https://quarkus.io/blog/quarkus-3-32-released/ Quarkus est un framework Java cloud-natif optimisé pour GraalVM et HotSpot, conçu pour les microservices et les environnements conteneurisés. Cette version marque le feature freeze pour la prochaine version LTS 3.33. Intégration de Project Leyden (AOT JVM) : le démarrage d'une application REST minimale passe de 370ms à 80ms. L'entraînement Leyden peut se déclencher au build ou via les tests d'intégration. Amélioration du graceful shutdown HTTP, avec des contributions de l'équipe Keycloak. Enregistrement automatique dans Consul via l'extension Stork pour la découverte de services. Nouvelles fonctionnalités de sécurité : DPoP nonce providers personnalisés, support de rich authorization pour OIDC. Possibilité de personnaliser l'ordre des mécanismes d'authentification et ajout de OIDCAuthenticationCompletionAction. Mise à jour du framework Google Cloud Functions en version 2.0, ainsi que Camel Quarkus et Quarkus CXF. Les utilisateurs sur LTS 3.27 sont encouragés à tester la migration vers 3.33 pour faire remonter des retours. NodeJS change sa cadence de releases https://nodejs.org/en/blog/announcements/evolving-the-nodejs-release-schedule Node.js est le runtime JavaScript côté serveur le plus utilisé, géré par la OpenJS Foundation avec un cycle de releases actif depuis la fusion avec io.js il y a dix ans. À partir de Node.js 27 (octobre 2026), le projet passe d'une release majeure tous les six mois à une seule par an. Chaque release deviendra LTS, supprimant la distinction entre versions paires (LTS) et impaires (non-LTS). Un nouveau canal Alpha est introduit, permettant les changements semver-major pendant la phase de test précoce. Les phases deviennent : Alpha (6 mois, oct. à mars), Current (6 mois, avr. à oct.), LTS (30 mois), puis EOL. La durée totale de support reste de 36 mois, identique au modèle actuel. La numérotation des versions s'aligne sur l'année calendaire de la release Current (ex : 27.0.0 en 2027). La version Alpha est signée, taguée et testée via CITGM, mais n'est pas destinée à la production. La motivation principale : les versions impaires étaient peu adoptées, la distinction pair/impair perturbait les débutants, et réduire les lignes de release parallèles allège la charge des bénévoles. Les auteurs de bibliothèques sont encouragés à intégrer les releases Alpha dans leur CI dès que possible pour détecter les régressions en amont. Web jQuery v4 est sorti https://www.infoq.com/news/2026/02/jquery-4-release/?utm_source=twitter&utm_medium=link&utm_campaign=calendar jQuery est une bibliothèque JavaScript historique qui simplifie la manipulation du DOM, la gestion des événements et les requêtes AJAX, encore très présente dans de nombreuses bases de code. Cette version majeure sort pour les 20 ans de la bibliothèque, après presque une décennie sans version majeure. Suppression du support d'Internet Explorer 10 et antérieur, Edge Legacy et les anciennes versions iOS/Android. IE11 reste encore supporté dans jQuery 4, mais sa suppression est prévue pour jQuery 5. Le code source migre d'AMD vers les ES modules, pour une meilleure compatibilité avec les outils de build modernes. Le bundler passe de RequireJS à Rollup. Suppression des fonctions dépréciées comme jQuery.isArray, jQuery.parseJSON et jQuery.trim, désormais disponibles nativement en JavaScript. Le fichier gzippé gagne plus de 3 000 octets ; le build slim descend à environ 19,5 ko. Ajout du support des Trusted Types pour faciliter la compatibilité avec les Content Security Policy strictes. jQuery reste pertinent pour la maintenance de bases de code existantes et les projets nécessitant une faible dépendance aux frameworks. La réactivité en frontend : concepts et approches https://www.sfeir.dev/front/quest-ce-que-la-reactivite-en-frontend/ Un article qui resume comment la reactivite est implementee en front web La réactivité en frontend désigne le mécanisme qui permet de mettre à jour automatiquement l'UI quand les données changent, sans manipulation directe du DOM. Sans réactivité, les développeurs doivent mettre à jour manuellement chaque élément de l'interface, ce qui est fastidieux et source d'erreurs. Le data binding unidirectionnel (React) distingue le flux de données des callbacks d'interaction utilisateur. Le data binding bidirectionnel (Angular) synchronise automatiquement données et UI dans les deux sens. Le Virtual DOM (React, Vue) compare une représentation en mémoire avec le DOM réel avant d'appliquer uniquement les changements nécessaires. Les observables via RxJS (Angular) permettent de gérer des flux de données asynchrones et des événements complexes. Les signaux (SolidJS, Angular récent, Svelte) offrent des mises à jour granulaires et de meilleures performances que les approches précédentes. Les signaux proposent une API plus simple que les observables tout en restant très performants. La réactivité abstrait la manipulation du DOM et permet aux développeurs de se concentrer sur l'état de l'application. Data et Intelligence Artificielle Gunnar Morling a annoncé la sortie de Hardwood, un nouveau parseur Java pour les fichiers Apache Parquet, grâce aux leçons apprises par le 1BRC challenge https://www.morling.dev/blog/hardwood-new-parser-for-apache-parquet/ Hardwood : Nouveau parseur Apache Parquet open-source (Java 21+). But : Dépasser parquet-java (dépendances lourdes, lecteur mono-threadé). Points clés : Dépendances minimes, pipeline de décodage multi-threadé. APIs : RowReader (ligne) et ColumnReader (colonne, haute perf.). Optimisations : Parallélisme pages, préchargement adaptatif, moins d'allocations. Développement : Assisté par IA (Claude Code), révision humaine. Futur : "Predicate push-down", compatibilité parquet-java, écriture, CLI, intégration Iceberg. Apicurio Registry passe AI-Native — https://www.apicur.io/blog/2026/02/05/apicurio-registry-ai-natural-evolution Apicurio Registry est un registre open-source de schemas (OpenAPI, AsyncAPI, Avro, Protobuf…) gérant versioning, validation et gouvernance des APIs. Le projet étend ses capacités pour devenir une plateforme native AI, en appliquant les mêmes principes de gouvernance aux agents IA. Support du protocole A2A (Agent-to-Agent) : les agents s'enregistrent via des "Agent Cards" et se découvrent mutuellement via des endpoints standardisés. Un serveur MCP intégré permet aux LLMs d'interagir directement avec le registre (découverte de schémas, validation, création). L'intégration avec Claude Desktop est déjà documentée, permettant de gérer les artefacts en langage naturel. Deux nouveaux types d'artefacts : PROMPT_TEMPLATE (templates de prompts versionnés avec variables) et MODEL_SCHEMA (validation des entrées/sorties des agents). Les SDKs Java (LangChain4j, Quarkus) et Python (LangChain, LlamaIndex) sont disponibles. Une démo multi-agents illustre le "context chaining" : chaque agent reçoit les sorties des agents précédents dans la pipeline. La roadmap prévoit : gestion du cycle de vie des agents, recherche sémantique, intégration dans les pipelines de déploiement. L'Histoire du Deep Learning : quand les machines ont commencé à apprendre https://blog.ippon.fr/2026/02/20/lhistoire-du-deep-learning-quand-les-machines-ont-commence-a-apprendre/ un article qui retrace les avancées clées du machine learning Le deep learning est un sous-domaine du ML basé sur des réseaux de neurones empilés en couches, aujourd'hui omniprésent dans la vision, le langage et la recommandation. Le Perceptron (1957) est le premier modèle formel d'apprentissage supervisé, mais il échoue sur des problèmes non linéaires comme le XOR : une limite structurelle, pas algorithmique. La rétropropagation du gradient (années 80) permet d'entraîner des réseaux multi-couches, mais souffre du problème de "vanishing gradient" qui bloque l'apprentissage en profondeur. L'essor du deep learning dans les années 2000 est autant une révolution matérielle qu'algorithmique : les GPU, conçus pour le jeu vidéo, se révèlent parfaitement adaptés aux calculs matriciels. AlexNet (2012) marque une rupture industrielle en démontrant qu'un CNN profond entraîné sur GPU surpasse largement les méthodes classiques en reconnaissance d'images. Les LSTM (1997) résolvent les problèmes de mémoire à long terme des RNN, mais leur nature séquentielle limite fortement la parallélisation. Les Transformers ("Attention Is All You Need", 2017) révolutionnent le domaine en remplaçant la récursion par un mécanisme d'attention parallélisable, adaptable aux GPU et TPU. L'IA générative introduit une rupture conceptuelle : les modèles apprennent la distribution des données pour en produire de nouveaux exemples, et non plus simplement classifier. Les LLM offrent un socle généraliste réutilisable pour de nombreuses tâches, là où l'IA prédictive nécessitait un modèle spécifique par problème. La question de l'AGI reste ouverte et très incertaine, mais l'IA devient déjà un "acteur logiciel" capable de raisonner et d'agir de manière autonome via les agents. Ca y est, Agent to Agent Protocol (A2A) est sorti en version 1.0 https://a2a-protocol.org/latest/announcing-1.0/ Prêt pour la prod Support multi-version ( multi-protocoles (gRPC, HTTP+JSON…) Multi-tenancy : un même endpoint peut supporter et exposer plusieurs agents distincts Agent Cards signées et vérifiables cryptographiquement pour vérifier l'identité des agents Flexibilité : les clients peuvent choisir de consommer les résultats par polling, streaming, ou également webhooks Outillage Le guide complet pour créer des skills pour vos agents, par Anthropic https://resources.anthropic.com/hubfs/The-Complete-Guide-to-Building-Skill-for-Claude.pdf Définition et structure : Les skills sont des dossiers contenant des instructions (fichier SKILL.md obligatoire) et des scripts qui enseignent aux agents comment exécuter des tâches spécifiques ou utiliser des outils MCP de manière fiable. Fonctionnement technique : Le système repose sur la "divulgation progressive" via un en-tête YAML critique, permettant à Claude de charger le contexte de la compétence uniquement lorsque la demande de l'utilisateur le nécessite. Cycle de vie : Le guide couvre toutes les étapes de développement, de la définition des cas d'usage (automatisation, création de documents) aux protocoles de test et de distribution. il couvre aussi comment tester (brievement) et des patterns communs Apprendre a utiliser les skills pour structurer son code ia https://philippart-s.github.io/blog/2026-02-18-anthropic-skills/ Les Skills Claude sont des packages d'instructions dans un dossier enseignant à Claude comment gérer des tâches spécifiques de façon cohérente. Un skill se compose au minimum d'un fichier SKILL.md avec un frontmatter YAML et des instructions en Markdown. Le frontmatter YAML impose deux champs obligatoires : name (en kebab-case) et description (max 1024 caractères expliquant quoi faire et quand le déclencher). Les skills fonctionnent de façon identique sur Claude.ai, Claude Code et l'API sans modification. Trois catégories principales : création de documents/assets, automatisation de workflows multi-étapes, et amélioration d'intégrations MCP. Les skills s'appuient sur le principe de divulgation progressive : frontmatter toujours chargé, corps du SKILL.md si pertinent, fichiers liés à la demande. Cinq patterns courants : orchestration séquentielle, coordination multi-MCP, raffinement itératif, sélection d'outils contextuelle, intelligence métier embarquée. Les tests doivent couvrir le déclenchement (90% des requêtes pertinentes), le fonctionnel et la comparaison avec la baseline sans skill. Pour la distribution, héberger sur GitHub avec un README séparé du dossier du skill (pas de README.md dans le dossier lui-même). Un skill-creator officiel permet de générer un premier SKILL.md en 15-30 minutes à partir d'une description en langage naturel. Les skills pour les agents, c'est une façon d'automatiser des tâches répétitives https://glaforge.dev/posts/2026/02/21/easily-build-a-local-mcp-server-in-java-with-a-skill-in-gemini-cli/ Construction facile de serveurs MCP Java locaux pour Gemini CLI et autres agents. Solution au code Java répétitif : JBang + LangChain4j + un "skill" utilisé par Gemini CLI. Idée clée : Une "skill" pour Gemini CLI automatise génération et installation des serveurs. La "skill" génère un fichier Java, le compile et l'enregistre dans les paramètres de Gemini CLI. Avantages : Élimine le boilerplate, enregistrement automatique, développement rapide. Conclusion : Les "skills" d'agent automatisent les tâches répétitives et systématisent l'expérimentation. Un SKILL.md par Julien Dubois pour permettre aux agents IA de créer des projets Spring en suivant les bonnes pratiques à la JHipster https://github.com/jdubois/dr-jskill/blob/main/SKILL.md Dr JSkill est une "Agent Skill" conçue pour aider les IA (GitHub Copilot CLI, Claude Code) à générer des applications Spring Boot 4.x selon les meilleures pratiques de Julien Dubois. Permet de créer des projets full-stack modernes utilisant Java 25, PostgreSQL et Docker, avec un choix de frameworks front-end (Vue.js par défaut, React, Angular ou Vanilla JS). Intègre des scripts Node.js multiplateformes pour automatiser la génération de projets via start.spring.io sans dépendances npm externes. Préconise des choix technologiques stricts : Maven uniquement, pas de Lombok, et utilisation de Hibernate ddl-auto pour la gestion du schéma (pas de Flyway/Liquibase). Supporte nativement la compilation GraalVM (images natives) pour des démarrages ultra-rapides (

Aaron Scene's After Party
THE PINK PONY PODCAST feat. @iamryanmatthew & @madsmartiinez

Aaron Scene's After Party

Play Episode Listen Later Mar 12, 2026 59:37


On this episode the Cincinnati Pink Pony crew joins us at the After Party as they talk about working and partying at the Cincinnati party bar. Matt tells us about his staycations at El Paso County jail and Mad's catches us up from her last episode and her ex drama. Follow us on social media @AaronScenesAfterParty

united states christmas tv love california tiktok texas game halloween black world movies art stories school los angeles house nfl las vegas work giving sports ghosts politics college olympic games real mexico reality state challenges news san francisco design west travel games walk truth friend club podcasts video comedy miami story holiday spring food dj brothers football girl wild creator arizona boys dating rich walking sex artist seattle fitness brand radio fun kings playing dance girls tour owner team festival south nashville berlin mom chefs night funny san diego detroit professional network podcasting santa utah horror north bbc east band hotels political basketball league toxic baseball mayors experiences mlb feelings sun vacation hong kong camp baltimore fight kansas tx birds loves traveling videos beach snow couple queens streaming daddy scary dancing amsterdam feet salt moms weather sexy television championship lions concerts artists hurricanes sister cincinnati photography tiger thunder boy new mexico lake eat soccer mtv suck personality fest beef bar spooky dare onlyfans chiefs vip stream snapchat plays cities receiving mayo foot naked vibes showdown oakland jamaica capitol sucks raw jail olympians grandma rico boxing whiskey fighters measure girlfriends sacramento bowl lightning toys cardi b vibe parties photos lover smash tea workout joke jokes paranormal phantom ravens bay nights epidemics barbers snoop dogg bars shots southwest scare cookies metro boyfriends cent coast clubs gym dallas mavericks cinco wide derby improv djs bands calendar hook bite seahawks padre hilarious gentlemen twin sanchez stark booking edm san francisco 49ers myers mad ranch el paso tweets delicious statue carnival tornados euphoria jaguars hats jamaican dancer downtown eats bit tequila lamar blocking shot taco strippers boobs bro rider twisted evp foodies paso bodybuilding fiesta sneaky mendoza 2022 streams strip wasted requests flights vodka uncut scottsdale booty radiohead sporting noche fam peach rebrand boxer blocked riders nails sausage toes smashing malone freaky futbol horny jags bud electrical ass yankee nm cancun peso towers 2024 bender wheelchairs micheal claw sis swingers sized inch peaks exotic playa stockton asu milfs toy hooters nightlife sucking glendale pantera newsrooms chopped gras headquarters hoes afterparty dancers tempe reggaeton puerto mardi dawg claws choreographers sizes bakersfield lv edc ranchers peoria juarez midland nab patio tailgate joking buns krueger foreplay snowstorms videography monsoons cum loverboy cumming tipsy toe crazies titties weatherman dispensaries noches corpus unedited r rated chicas titty asses funday bouncer utep bun throuple locas benders foo myke luchador hooking atx wild n out handicapped juiced plums cruces chihuahuas dispo medicated diablos toxica foos bouncers anuel music culture fitlife toxico nmsu el paso county pink pony chuco rumps sunland park
Aaron Scene's After Party
MIA IN THE MENS RESTROOM feat. @geedolla_sign & @m.iaa.7_

Aaron Scene's After Party

Play Episode Listen Later Mar 5, 2026 59:58


We are back with a brand new episode featuring the return of Black Santa himself! He brings along his elf Mia, as she comes on answers our horny questions and tells us about her not so long relationship history. Plus Gee tells us about some Mia Mishaps at HQ The Lounge. Follow us on social media @AaronScenesAfterParty

united states christmas tv love california tiktok texas game halloween black world movies art stories school los angeles house nfl las vegas work giving sports ghosts politics college olympic games real mexico reality state challenges news san francisco design west travel games walk truth friend club podcasts video comedy miami story holiday spring food dj brothers football girl wild creator arizona boys dating rich walking sex artist seattle fitness brand radio fun kings playing dance girls tour owner team festival south nashville berlin mom chefs night funny san diego detroit professional network podcasting santa utah horror north bbc east band hotels political basketball league toxic baseball mayors experiences mlb feelings sun vacation hong kong camp baltimore fight kansas tx birds loves traveling videos beach snow couple queens streaming daddy scary dancing amsterdam feet salt moms weather sexy television championship lions concerts artists hurricanes sister photography tiger thunder boy new mexico lake eat soccer mtv suck personality fest beef bar spooky dare onlyfans chiefs vip stream snapchat plays cities receiving mayo foot naked vibes showdown oakland jamaica capitol sucks raw jail olympians grandma rico boxing whiskey fighters measure girlfriends sacramento bowl lightning toys cardi b vibe parties photos lover smash tea workout joke jokes paranormal phantom ravens bay nights epidemics barbers snoop dogg bars shots southwest scare cookies metro boyfriends cent coast clubs gym dallas mavericks cinco wide derby improv djs bands calendar hook bite seahawks padre hilarious gentlemen twin sanchez stark booking edm san francisco 49ers myers ranch el paso tweets delicious statue carnival tornados euphoria jaguars hats jamaican dancer downtown eats bit tequila lamar blocking shot taco mens strippers boobs bro rider twisted evp foodies paso bodybuilding fiesta sneaky mendoza 2022 streams strip wasted requests flights vodka uncut scottsdale booty radiohead sporting noche fam peach rebrand boxer blocked riders nails sausage toes smashing malone freaky futbol horny jags bud electrical ass yankee nm cancun peso towers 2024 bender wheelchairs micheal claw sis swingers sized inch peaks exotic playa stockton asu milfs toy hooters nightlife sucking glendale pantera newsrooms chopped gras headquarters hoes dancers tempe reggaeton puerto mardi dawg claws choreographers sizes bakersfield lv edc ranchers peoria juarez midland nab patio tailgate joking buns krueger foreplay snowstorms videography monsoons cum loverboy cumming tipsy toe crazies titties weatherman dispensaries noches corpus unedited r rated restrooms chicas titty asses funday bouncer utep bun throuple locas benders foo myke luchador hooking atx wild n out handicapped juiced plums cruces chihuahuas dispo medicated diablos toxica foos bouncers anuel music culture fitlife toxico black santa nmsu chuco rumps sunland park
The Cloud Pod
345: Damn It… my excuse is now gone for Disaster Recovery

The Cloud Pod

Play Episode Listen Later Mar 3, 2026 71:08


Welcome to episode 345 of The Cloud Pod, where the forecast is always cloudy! Justin, Ryan, and Matt are in the studio this week and are ready to bring you all the latest in cloud and AI news, including what's going on between Anthropic, the DOD, and OpenAI, what the war means for Middle East data centers (Spoiler – I hope you have a good Disaster Recovery plan), and Transit Gateway pricing changes that are enough to make a grown man cry. And don't bother waiting: Matt has completely forgotten almost two years of “bye everybody” and now claims full amnesia as to what his outtro is. Oh well. Let's get into today's show.  Titles we almost went with this week Claude Learned to Use a Computer Better Than Your Dad **OpenAI Amazon and OpenAI’s $138 Billion AI Bromance When Two AZs Go Dark the Cloud Gets Crispy Fifty Billion Reasons AWS Loves OpenAI Now **Anthropic Azure Still Wins Even When AWS Thinks It Did Fire, Water, and a Multi-AZ Assumption Goes Up in Smoke Claude Refuses to Go Full Skynet for the Pentagon GPT-5.3 Instant Finally Stops Lecturing You No Killer Robots Without Human Approval Please Terraform Finally Sees Your Forgotten Cloud Resources Stage Before You Rage Deploy Azure Firewall CrowdStrike to Zscaler AWS Wants Your Security Tab One Hub to Rule Your API Sprawl Transit Gateway Attachments Just Got Surprisingly Expensive Azure Container Registry Finally Has Room for Your AI Hoarding Bedrock Gets a Roommate OpenAI Moves In Azure Firewall Gets a Safety on the Trigger Stop Writing Scripts, Just Import the Dang Infrastructure Audit Your APIs Before March 2026 Bites You Damn it… my excuse not to DR is gone I'm Epically Furious about DR AI Is Going Great – Or How ML Makes Money  03:34 Anthropic acquires Vercept to advance Claude’s computer use capabilities  Anthropic acquired Vercept, a team specializing in AI perception and interaction, to strengthen Claude’s computer use capabilities.  The Vercept founders, including Ross Girshick, bring deep expertise in how AI systems visually interpret and interact with software interfaces. Claude Sonnet 4.6 shows substantial improvement in computer use benchmarks, jumping from under 15% on the OSWorld evaluation in late 2024 to 72.5% today.  The model is now approaching human-level performance on tasks like navigating spreadsheets and completing multi-tab web forms. Computer use enables Claude to operate inside live applications the way a human would, handling multi-step workflows across tools that cannot be automated through code alone.  This is relevant for enterprise use cases involving document processing, browser-based workflows, and cross-application task management. This is Anthropic’s second acquisition in a short period, following the purchase of Bun, which was tied to the Claude Code milestone. The pattern suggests Anthropic is actively acquiring specialized engineering teams rather

In The Loop
Bun B Joins ITL: Trill Town at RodeoHouston

In The Loop

Play Episode Listen Later Mar 3, 2026 13:28


Bun talks about Trill Town, the culture, and what makes this year special.

Antreprenori care Inspira cu Florin Rosoga
Antreprenor la început de drum: cum construiești colaborarea din primii ani ai echipei, cu Madi Rădulescu

Antreprenori care Inspira cu Florin Rosoga

Play Episode Listen Later Feb 27, 2026 25:12


Colaborarea e o decizie. Ideea aceasta traversează toată conversația cu Madi Rădulescu și pune în altă lumină felul în care lucrăm împreună. Episodul pornește de la lansarea cărții „Mentalitatea de colaborare” și ajunge într-o zonă mai largă: ce se întâmplă între oameni atunci când obiectivele individuale devin mai vizibile decât cele comune și când presiunea zilnică împinge relațiile într-un plan secundar?Madi lucrează de peste două decenii cu lideri și echipe, ca trainer și coach. A văzut organizații în creștere, momente de criză, echipe care au găsit coerență și echipe care s-au blocat în tensiuni mici. Cartea ei s-a construit în timp, pe fondul unor schimbări sociale și organizaționale care au adus la suprafață nevoia unei alte perspective asupra muncii împreună. În conversație explică de unde a pornit această preocupare și ce a făcut-o să ducă ideea până la capăt.Pentru mai multe resurse despre episodul de astăzi, notițe, ideile sumarizate - click aici pentru pagina episodului***Găsești notițe, ideile principale, insight-uri și cărțile menționate în toate episoadele pe florinrosoga.ro. Aici te poți înscrie și la un newsletter.Dacă îți plac aceste podcasturi, ajută-ne cu o recenzie pe Spotify sau Apple Podcasts. Este un gest simplu care ne ajută să abordăm subiecte și invitați interesanți.***Podcasturile noastre sunt aici:

All JavaScript Podcasts by Devchat.tv
Mongoose 9, AI-Powered Database Tools & the Future of Server-Side JavaScript with Val Karpov - JSJ 703

All JavaScript Podcasts by Devchat.tv

Play Episode Listen Later Feb 25, 2026 56:39


This week on JavaScript Jabber, we're joined (again!) by Val Karpov — the maintainer of Mongoose — to talk about what's new in Mongoose 9, how async stack traces are changing the debugging game, and why AI is quietly reshaping the way we build developer tools.We dig into stricter TypeScript support, the removal of callback-based middleware, and what it really takes to modernize a massive codebase. Then we shift gears into Mongoose Studio, a schema-aware, AI-enhanced MongoDB GUI that brings streaming query results, map visualizations, and even LLM-powered document generation into your workflow. If you've ever wrestled with debugging database issues or squinting at raw JSON, this episode will get your wheels turning.We also explore Cassandra integration, vector search, Bun vs. Deno, and what AI means for the future of software engineering. There's a lot here — especially if you're working in Node.js, MongoDB, or building backend-heavy JavaScript apps.

DevTalles
245 - Electrobun

DevTalles

Play Episode Listen Later Feb 22, 2026 17:08


En este episodio hablamos de Electrobun, una alternativa moderna para crear aplicaciones de escritorio usando TypeScript con rendimiento casi nativo. Analizamos cómo combina Bun y el WebView del sistema para ofrecer apps más ligeras, rápidas y pequeñas que Electron, y qué significa esto realmente para desarrolladores que buscan velocidad sin sacrificar experiencia de usuario

Aaron Scene's After Party
TNS AT APOGEE feat. @apogeesunland & @tiaradlc

Aaron Scene's After Party

Play Episode Listen Later Feb 12, 2026 47:17


We are live! And this time from Apogee Dispo in Sunland Park NM. Tune in as Juantito Jones makes his After Party debut and Tiara, a local up and coming nightlife promoter, her company TNS Productions and DJ tells us about some after party stories, her favorite after party she has been to plus! She answers some horny questions straight from instagram. Follow us on social media @AaronScenesAfterParty

united states christmas tv love california tiktok texas game halloween black world movies art stories school los angeles house nfl las vegas work giving sports ghosts politics college olympic games real mexico reality state challenges news san francisco design west travel games walk truth friend club podcasts video comedy miami story holiday spring food dj brothers football girl wild creator arizona boys dating rich walking sex artist seattle fitness brand radio fun kings playing dance girls tour owner team festival south nashville berlin mom chefs night funny san diego detroit professional network podcasting santa utah horror north bbc east band hotels political basketball league toxic baseball mayors experiences mlb feelings sun vacation hong kong camp baltimore fight kansas tx birds loves traveling videos beach snow couple queens streaming daddy scary dancing amsterdam feet salt moms weather sexy television championship lions concerts artists hurricanes sister photography tiger thunder boy new mexico lake eat soccer mtv suck personality fest beef bar spooky dare onlyfans chiefs vip stream snapchat plays cities receiving mayo foot naked vibes showdown oakland jamaica capitol sucks raw jail olympians grandma rico boxing whiskey fighters measure girlfriends sacramento bowl lightning toys cardi b vibe parties photos lover smash tea workout joke jokes paranormal phantom ravens bay nights epidemics barbers snoop dogg bars shots southwest scare cookies metro boyfriends cent coast clubs gym dallas mavericks cinco wide derby improv djs bands calendar hook bite seahawks padre hilarious gentlemen twin sanchez stark booking edm san francisco 49ers myers ranch el paso tweets delicious statue carnival tornados euphoria jaguars hats jamaican dancer downtown eats bit tequila lamar blocking shot taco strippers boobs bro rider twisted evp foodies paso bodybuilding fiesta sneaky mendoza 2022 streams strip wasted requests flights vodka uncut scottsdale booty radiohead sporting noche fam peach rebrand boxer blocked riders nails sausage toes smashing malone freaky futbol horny jags bud electrical ass yankee nm cancun peso towers 2024 bender wheelchairs micheal claw sis swingers sized inch peaks exotic playa stockton asu milfs toy hooters nightlife sucking glendale pantera newsrooms chopped gras headquarters hoes afterparty dancers tempe reggaeton puerto mardi dawg claws choreographers sizes bakersfield lv edc ranchers peoria juarez midland nab patio tailgate joking buns krueger foreplay snowstorms videography monsoons cum loverboy cumming tipsy toe crazies titties weatherman dispensaries tiara noches corpus unedited r rated chicas titty asses funday bouncer utep bun throuple locas benders foo myke luchador hooking atx wild n out handicapped juiced plums cruces chihuahuas dispo medicated apogee diablos toxica foos bouncers anuel music culture fitlife toxico nmsu chuco rumps sunland park
Crazy Wisdom
Episode #529: Semantic Sovereignty: Why Knowledge Graphs Beat $100 Billion Context Graphs

Crazy Wisdom

Play Episode Listen Later Feb 6, 2026 56:29


In this episode of the Crazy Wisdom Podcast, host Stewart Alsop explores the complex world of context and knowledge graphs with guest Youssef Tharwat, the founder of NoodlBox who is building dot get for context. Their conversation spans from the philosophical nature of context and its crucial role in AI development, to the technical challenges of creating deterministic tools for software development. Tharwat explains how his product creates portable, versionable knowledge graphs from code repositories, leveraging the semantic relationships already present in programming languages to provide agents with better contextual understanding. They discuss the limitations of large context windows, the advantages of Rust for AI-assisted development, the recent Claude/Bun acquisition, and the broader geopolitical implications of the AI race between big tech companies and open-source alternatives. The conversation also touches on the sustainability of current AI business models and the potential for more efficient, locally-run solutions to challenge the dominance of compute-heavy approaches.For more information about NoodlBox and to join the beta, visit NoodlBox.io.Timestamps00:00 Stewart introduces Youssef Tharwat, founder of NoodlBox, building context management tools for programming05:00 Context as relevant information for reasoning; importance when hitting coding barriers10:00 Knowledge graphs enable semantic traversal through meaning vs keywords/files15:00 Deterministic vs probabilistic systems; why critical applications need 100% reliability20:00 CLI tool makes knowledge graphs portable, versionable artifacts with code repos25:00 Compiler front-ends, syntax trees, and Rust's superior feedback for AI-assisted coding30:00 Claude's Bun acquisition signals potential shift toward runtime compilation and graph-based context35:00 Open source vs proprietary models; user frustration with rate limits and subscription tactics40:00 Singularity path vs distributed sovereignty of developers building alternative architectures45:00 Global economics and why brute force compute isn't sustainable worldwide50:00 Corporate inefficiencies vs independent engineering; changing workplace dynamics55:00 February open beta for NoodlBox.io; vision for new development tool standardsKey Insights1. Context is semantic information that enables proper reasoning, and traditional LLM approaches miss the mark. Youssef defines context as the information you need to reason correctly about something. He argues that larger context windows don't scale because quality degrades with more input, similar to human cognitive limitations. This insight challenges the Silicon Valley approach of throwing more compute at the problem and suggests that semantic separation of information is more optimal than brute force methods.2. Code naturally contains semantic boundaries that can be modeled into knowledge graphs without LLM intervention. Unlike other domains where knowledge graphs require complex labeling, code already has inherent relationships like function calls, imports, and dependencies. Youssef leverages these existing semantic structures to automatically build knowledge graphs, making his approach deterministic rather than probabilistic. This provides the reliability that software development has historically required.3. Knowledge graphs can be made portable, versionable, and shareable as artifacts alongside code repositories. Youssef's vision treats context as a first-class citizen in version control, similar to how Git manages code. Each commit gets a knowledge graph snapshot, allowing developers to see conceptual changes over time and share semantic understanding with collaborators. This transforms context from an ephemeral concept into a concrete, manageable asset.4. The dependency problem in modern development can be solved through pre-indexed knowledge graphs of popular packages. Rather than agents struggling with outdated API documentation, Youssef pre-indexes popular npm packages into knowledge graphs that automatically integrate with developers' projects. This federated approach ensures agents understand exact APIs and current versions, eliminating common frustrations with deprecated methods and unclear documentation.5. Rust provides superior feedback loops for AI-assisted programming due to its explicit compiler constraints. Youssef rebuilt his tool multiple times in different languages, ultimately settling on Rust because its picky compiler provides constant feedback to LLMs about subtle issues. This creates a natural quality control mechanism that helps AI generate more reliable code, making Rust an ideal candidate for AI-assisted development workflows.6. The current AI landscape faces a fundamental tension between expensive centralized models and the need for global accessibility. The conversation reveals growing frustration with rate limiting and subscription costs from major providers like Claude and Google. Youssef believes something must fundamentally change because $200-300 monthly plans only serve a fraction of the world's developers, creating pressure for more efficient architectures and open alternatives.7. Deterministic tooling built on semantic understanding may provide a competitive advantage against probabilistic AI monopolies. While big tech companies pursue brute force scaling with massive data centers, Youssef's approach suggests that clever architecture using existing semantic structures could level the playing field. This represents a broader philosophical divide between the "singularity" path of infinite compute and the "disagreeably autistic engineer" path of elegant solutions that work locally and affordably.

Aaron Scene's After Party
LIVE WITH THE CHOPPED CHAMPION feat. @bennyfranksep @chefenriquelozano @scissored_by_voodoo & @dontfollowfreddy

Aaron Scene's After Party

Play Episode Listen Later Jan 21, 2026 65:04


Coming at you LIVE from Benny Frank's! Where we are joined by Food Network's ‘Chopped' Champion Chef Enrique where he gives us some incite to being a chef, his speciality menu at Benny Frank's and the perks of being Chef Enrique. Plus Voo hits us with 21 questions where things get a little spicy. Follow us on social media @AaronScenesAfterParty

united states christmas tv love california live tiktok texas game halloween black world movies art stories school los angeles house nfl las vegas work giving sports ghosts politics college olympic games real mexico reality state challenges news san francisco design west travel games walk truth friend club podcasts video comedy miami story holiday spring food dj brothers football girl wild creator arizona boys dating rich walking sex artist seattle fitness brand radio fun kings playing dance girls tour owner team festival south nashville berlin mom chefs night funny san diego detroit professional network podcasting santa utah horror north bbc east band hotels political basketball league toxic baseball mayors experiences mlb feelings sun vacation hong kong camp baltimore fight kansas tx birds loves traveling videos beach snow couple queens streaming daddy scary dancing amsterdam feet salt moms weather sexy television championship lions concerts artists hurricanes sister photography tiger thunder boy new mexico lake eat soccer mtv suck personality fest beef bar spooky dare onlyfans chiefs vip stream snapchat plays cities receiving mayo foot naked vibes showdown oakland jamaica capitol sucks raw jail olympians grandma rico boxing whiskey fighters measure girlfriends sacramento bowl lightning toys cardi b vibe parties photos lover smash tea workout joke jokes paranormal phantom ravens bay nights epidemics barbers snoop dogg bars shots southwest scare cookies metro boyfriends cent coast clubs gym dallas mavericks cinco wide derby improv djs bands calendar hook bite seahawks padre hilarious gentlemen twin sanchez stark booking edm san francisco 49ers myers ranch el paso tweets delicious statue carnival tornados euphoria jaguars hats jamaican dancer downtown eats bit tequila lamar blocking shot taco strippers boobs bro rider twisted evp foodies paso bodybuilding fiesta sneaky mendoza 2022 streams strip wasted voodoo requests flights vodka uncut scottsdale booty food network radiohead sporting noche fam peach rebrand boxer blocked riders nails sausage toes smashing malone freaky futbol horny jags bud electrical ass yankee nm cancun peso towers 2024 bender wheelchairs micheal claw sis swingers sized inch peaks exotic playa stockton asu milfs toy hooters nightlife sucking glendale pantera newsrooms chopped gras headquarters hoes dancers tempe reggaeton puerto mardi dawg claws choreographers sizes bakersfield lv edc ranchers peoria juarez midland nab patio tailgate joking buns krueger foreplay snowstorms videography monsoons cum loverboy cumming tipsy toe crazies titties weatherman dispensaries noches corpus unedited r rated chicas titty asses funday bouncer utep bun throuple locas benders foo myke luchador hooking atx wild n out handicapped juiced plums cruces chihuahuas dispo medicated diablos toxica foos bouncers anuel music culture fitlife toxico nmsu chuco chopped champion rumps
Lenny's Podcast: Product | Growth | Career
The non-technical PM's guide to building with Cursor | Zevi Arnovitz (Meta)

Lenny's Podcast: Product | Growth | Career

Play Episode Listen Later Jan 18, 2026 75:12


Zevi Arnovitz is a product manager at Meta with no technical background who has figured out how to build and ship real products using AI. His engineering team at Meta asks him to teach them how he does what he does. In this episode, Zevi breaks down his complete AI workflow that allows non-technical people to build sophisticated products with Cursor.We discuss:1. The complete AI workflow that lets non-technical people build real products in Cursor2. How to use multiple AI models for different tasks (Claude for planning, Gemini for UI)3. Using slash commands to automate prompts4. Zevi's “peer review” technique, which uses different AI models to review each other's code5. Why this might be the best time to be a junior in tech, despite the challenging job market6. How Zevi used AI to prepare for his Meta PM interviews—Brought to you by:10Web—Vibe coding platform as an APIDX—The developer intelligence platform designed by leading researchersFramer—Build better websites faster—Episode transcript: https://www.lennysnewsletter.com/p/the-non-technical-pms-guide-to-building-with-cursor—Archive of all Lenny's Podcast transcripts:https://www.dropbox.com/scl/fo/yxi4s2w998p1gvtpu4193/AMdNPR8AOw0lMklwtnC0TrQ?rlkey=j06x0nipoti519e0xgm23zsn9&st=ahz0fj11&dl=0—Where to find Zevi Arnovitz• X: https://x.com/ArnovitzZevi• LinkedIn: https://www.linkedin.com/in/zev-arnovitz• Website: https://zeviarnovitz.com—Where to find Lenny:• Newsletter: https://www.lennysnewsletter.com• X: https://twitter.com/lennysan• LinkedIn: https://www.linkedin.com/in/lennyrachitsky/—In this episode, we cover:(00:00) Introduction to Zevi Arnovitz(04:48) Zevi's background and journey into AI(07:41) Overview of Zevi's AI workflow(14:41) Screenshare: Exploring Zevi's workflow in detail(17:18) Building a feature live: StudyMate app(30:52) Executing the plan with Cursor(38:32) Using multiple AI models for code review(40:40) Personifying AI models(43:37) Peer review process(45:40) The importance of postmortems(51:05) Integrating AI in large companies(53:42) How AI has impacted the PM role(57:02) How to improve AI outputs(58:15) AI-assisted job interviews(01:02:57) Failure corner(01:06:20) Lightning round and final thoughts—Referenced:• Becoming a super IC: Lessons from 12 years as a PM individual contributor | Tal Raviv (Product Lead at Riverside): https://www.lennysnewsletter.com/p/the-super-ic-pm-tal-raviv• Wix: https://www.wix.com• Building AI Apps: From Idea to Viral in 30 Days: https://www.youtube.com/watch?v=j2w4y7pDi8w• Riley Brown on YouTube: https://www.youtube.com/channel/UCMcoud_ZW7cfxeIugBflSBw• Greg Isenberg on YouTube: https://www.youtube.com/@GregIsenberg• Bolt: https://bolt.new• Inside Bolt: From near-death to ~$40m ARR in 5 months—one of the fastest-growing products in history | Eric Simons (founder and CEO of StackBlitz): https://www.lennysnewsletter.com/p/inside-bolt-eric-simons• Lovable: https://lovable.dev• Building Lovable: $10M ARR in 60 days with 15 people | Anton Osika (co-founder and CEO): https://www.lennysnewsletter.com/p/building-lovable-anton-osika• StudyMate: https://studymate.live• Dibur2text: https://dibur2text.app• Claude: https://claude.ai• Everyone should be using Claude Code more: https://www.lennysnewsletter.com/p/everyone-should-be-using-claude-code• Bun: https://bun.com• Zustand: https://zustand.docs.pmnd.rs/getting-started/introduction• Cursor: https://cursor.com• The rise of Cursor: The $300M ARR AI tool that engineers can't stop using | Michael Truell (co-founder and CEO): https://www.lennysnewsletter.com/p/the-rise-of-cursor-michael-truell• Wispr Flow: https://wisprflow.ai• Linear: https://linear.app• Linear's secret to building beloved B2B products | Nan Yu (Head of Product): https://www.lennysnewsletter.com/p/linears-secret-to-building-beloved-b2b-products-nan-yu• Cursor Composer: https://cursor.com/blog/composer• Replit: https://replit.com• Behind the product: Replit | Amjad Masad (co-founder and CEO): https://www.lennysnewsletter.com/p/behind-the-product-replit-amjad-masad• Base44: https://base44.com• Solo founder, $80M exit, 6 months: The Base44 bootstrapped startup success story | Maor Shlomo: https://www.lennysnewsletter.com/p/the-base44-bootstrapped-startup-success-story-maor-shlomo• v0: https://v0.app• Everyone's an engineer now: Inside v0's mission to create a hundred million builders | Guillermo Rauch (founder & CEO of Vercel, creators of v0 and Next.js): https://www.lennysnewsletter.com/p/everyones-an-engineer-now-guillermo-rauch• Cursor Browser mode: https://cursor.com/docs/agent/browser• Google Antigravity: https://antigravity.google• Grok: https://grok.com• Zapier: https://zapier.com• Airtable: https://www.airtable.com• Build Your Personal PM Productivity System & AI Copilot: https://maven.com/tal-raviv/product-manager-productivity-system• The definitive guide to mastering analytical thinking interviews: https://www.lennysnewsletter.com/p/the-definitive-guide-to-mastering-f81• AI tools are overdelivering: results from our large-scale AI productivity survey: https://www.lennysnewsletter.com/p/ai-tools-are-overdelivering-results-c08• Yaara Asaf on LinkedIn: https://www.linkedin.com/in/yaarasaf• The Pitt on Prime Video: https://www.amazon.com/The-Pitt-Season-1/dp/B0DNRR8QWD• Severance on AppleTV+: https://tv.apple.com/us/show/severance/umc.cmc.1srk2goyh2q2zdxcx605w8vtx• Loom: https://www.loom.com• Cap: https://cap.so• Supercut: https://supercut.ai...References continued at: https://www.lennysnewsletter.com/p/the-non-technical-pms-guide-to-building-with-cursor—Recommended books:• The Fountainhead: https://www.amazon.com/Fountainhead-Ayn-Rand/dp/0451191153• Shoe Dog: A Memoir by the Creator of Nike: https://www.amazon.com/Shoe-Dog-Memoir-Creator-Nike/dp/1501135910• Mindset: The New Psychology of Success: https://www.amazon.com/Mindset-Psychology-Carol-S-Dweck/dp/0345472322—Production and marketing by https://penname.co/. For inquiries about sponsoring the podcast, email podcast@lennyrachitsky.com.—Lenny may be an investor in the companies discussed. To hear more, visit www.lennysnewsletter.com

Syntax - Tasty Web Development Treats
970: Why Did Anthropic Buy Bun?

Syntax - Tasty Web Development Treats

Play Episode Listen Later Jan 14, 2026 45:10


Wes and Scott answer your questions about whether Git GUIs beat the terminal, balancing accessibility with experimental web projects, blocking malicious traffic, smart home setups, why Anthropic bought Bun, navigating tricky team dynamics, and more! Show Notes 00:00 Welcome to Syntax! 00:51 Why did Anthropic buy Bun? 07:33 Should you use Git GUIs or the terminal? lazygit 12:54 How to make better coding videos v_framer Recut DaVinci Resolve Shure MV7+ 20:31 How do you handle a difficult dev teammate? 24:16 Brought to you by Sentry.io 24:41 Creative and experimental code vs accessible code Using luminance instead of lightness Color contrast checker Auto color 31:51 Smart home setups we actually use 35:37 How do you block bad bots and ISPs? Bad ASN list 38:02 What is SAP UI and why is it everywhere? SAP UI5 Demo Kit 41:28 Sick Picks + Shameless Plugs Sick Picks Scott: Inside Archaeology Wes: ProfessorBoots Shameless Plugs Syntax YouTube Channel Hit us up on Socials! Syntax: X Instagram Tiktok LinkedIn Threads Wes: X Instagram Tiktok LinkedIn Threads Scott: X Instagram Tiktok LinkedIn Threads Randy: X Instagram YouTube Threads

Straight A Nursing
#460: MMM - High BUN with GIB

Straight A Nursing

Play Episode Listen Later Jan 12, 2026 5:02


Let's start your week strong with a quick tip you can incorporate right away. In this Mo's Monday Minute shortie episode, I break down why you might see an elevated BUN when caring for a patient with a GI bleed and no history of renal disease. ___________________ ⁠FREE CLASS⁠ - If all you've heard are nursing school horror stories, then you need this class! Join me in this on-demand session where I dispel all those nursing school myths and show you that YES...you can thrive in nursing school without it taking over your life! ⁠20 Secrets of Successful Nursing Students⁠ – Learn key strategies that will help you be a successful nursing student with this FREE guide! ⁠All Straight A Nursing Resources⁠ - Check out everything Straight A Nursing has to offer, including free resources and online courses to help you succeed!

PodRocket - A web development podcast from LogRocket
Anthropic buys Bun, GitHub friction, and AI economics

PodRocket - A web development podcast from LogRocket

Play Episode Listen Later Jan 1, 2026 40:07


In this panel episode, the crew discusses AI platform consolidation, open-source sustainability, and the future of web development. We break down Anthropic's acquisition of Bun, what it means for the JavaScript ecosystem, and whether open-source projects can remain independent as AI companies invest heavily in infrastructure. We also discuss Zig leaving GitHub, growing concerns around AI-first developer tools, npm security vulnerabilities, and supply-chain risk in modern software. The episode wraps with hot takes on AI infrastructure costs, developer productivity, and practical advice for engineers navigating today's rapidly changing tech landscape. Resources Anthropic acquires Bun as Claude Code hits $1B milestone: https://www.anthropic.com/news/anthropic-acquires-bun-as-claude-code-reaches-usd1b-milestone Zig quits GitHub, says Microsoft's AI obsession ruined the service: https://ziglang.org/news/migrating-from-github-to-codeberg/ Shai-Hulud: 1K+ npm packages & 27K repos infected: https://helixguard.ai/blog/malicious-sha1hulud-2025-11-24 IBM CEO says AI data center spending “won't pay off” at current costs: https://www.businessinsider.com/ibm-ceo-big-tech-ai-capex-data-center-spending-2025-12 We want to hear from you! How did you find us? Did you see us on Twitter? In a newsletter? Or maybe we were recommended by a friend? Fill out our listener survey (https://t.co/oKVAEXipxu)! https://t.co/oKVAEXipxu Let us know by sending an email to our producer, Elizabeth, at elizabeth.becz@logrocket.com (mailto:elizabeth.becz@logrocket.com), or tweet at us at PodRocketPod (https://twitter.com/PodRocketpod). Check out our newsletter (https://blog.logrocket.com/the-replay-newsletter/)! https://blog.logrocket.com/the-replay-newsletter/ Follow us. Get free stickers. Follow us on Apple Podcasts, fill out this form (https://podrocket.logrocket.com/get-podrocket-stickers), and we'll send you free PodRocket stickers! What does LogRocket do? LogRocket provides AI-first session replay and analytics that surfaces the UX and technical issues impacting user experiences. Start understanding where your users are struggling by trying it for free at LogRocket.com. Try LogRocket for free today. (https://logrocket.com/signup/?pdr) Chapters 01:00 – Meet the Panel: Paige, Jack, and Paul 02:00 – Anthropic Acquires Bun: First Reactions 05:30 – What the Bun Acquisition Means for JavaScript Runtimes 09:00 – Open Source Funding, Independence, and New Exit Models 14:30 – Zig Leaves GitHub: AI-First Platforms and OSS Friction 20:30 – GitHub, Copilot, and Developer Experience Tradeoffs 24:30 – npm Security, Supply Chain Attacks, and Trust at Scale 31:00 – Are We Too Dependent on Big Tech Platforms? 36:30 – AI Infrastructure Costs and the Sustainability Question 43:00 – Small Models, Local AI, and the Future of Inference 50:30 – Hot Takes: Subscriptions, Burnout, and Developer Frustration 58:30 – Security Alerts, Tooling Wins, and Final Thoughts Special Guest: Jack Herrington.

Mind Architect
Branding Personal Conștient. Cum Te Poziționezi, Diferențiezi și Comunici Public (S13Ep11)

Mind Architect

Play Episode Listen Later Dec 29, 2025 111:59


Crezi că brandingul personal e doar pentru influenceri sau antreprenori? Gândește-te din nou! Din momentul în care interacționezi cu cineva, live sau online, începi să construiești percepții în mintea lor. Întrebarea nu e dacă ai sau nu un brand personal, ci dacă îl gestionezi conștient sau îl lași la voia întâmplării. CE VEI DESCOPERI ÎN ACEST EPISOD:Cum definim brand-ul personalCum funcționează poziționarea: intersecția dintre ADN-ul tău Vocațional și nevoile piețeiDiferențierea care te face distinct în mintea publicului țintăRegula celor 3 C în comunicare: Claritate, Consistență, ConsecvențăOwned Media vs Borrowed Media - unde și cum să îți construiești prezența digitalăTrăsături universal valoroase susținute de cercetarePrimii pași practici pentru cineva care pornește de la zero (cu buget limitat)Cum să folosești AI-ul inteligent pentru clarificare, marketing și comunicareCum să gestionezi perioadele "low" în comunicare și impulsul de a posta constantINFORMAȚII CHEIE DIN EPISOD:Cele 3 elemente ale încrederii (studiu pe 87.000 de lideri): Relații pozitive, Bună judecată/Competență, Consecvență Trăsăturile carismei (Olivia Fox Cabane): Prezență, Putere, Căldură Primii pași concreți:Descoperă-ți ADN-ul vocațional (talente + pasiuni + valori + motivații)Creează-ți owned mediaClarifică publicul țintăAlege 2-3 canale de comunicare aliniate cu personalitatea taComunică cu claritate, consistență și consecvențăPENTRU CINE ESTE EPISODUL:Antreprenori și soloprenori care vor să își crească vizibilitatea și să atragă clienții potrivițiFreelanceri care vor să se diferențieze într-o piață competitivăAngajați care își doresc evoluție în carieră sau tranziție profesionalăProfesioniști din orice domeniu care vor să fie recunoscuți pentru expertiza lorPersoane la început de drum în business sau carieră care vor să construiască corect de la startAcest episod este produs și distribuit cu susținerea E.ON Energie România.

Syntax - Tasty Web Development Treats
966: A Look Back at Web Dev in 2025

Syntax - Tasty Web Development Treats

Play Episode Listen Later Dec 24, 2025 56:26


Wes and Scott revisit their 2025 web development predictions, grading hits and misses across AI, browsers, frameworks, CSS, and tooling. From Temporal and AI coding agents to React, Vite, and vanilla CSS, they reflect on what actually changed, what stalled, and what it all means heading into 2026. Show Notes 00:00 Welcome to Syntax! 866: 2025 Web Development Predictions 01:26 Temporal API will ship in the browser 03:33 On-device AI becomes common 06:14 WebGPU unlocks fast local machine learning TypeGPU 07:10 Models will plateau 10:32 Is there an actual use case for video and photo gen AI? 13:27 Text to UI tools get really good 16:25 Framework choice will matter less 18:53 Web components in Standard Stack, Web Awesome takes off 21:37 AI browsers and Copilot Workspace-style tools will become normal 22:56 AI browsera will become inevitable, OpenAI will launch a browser 27:51 Relative color will feel fully “safe to use” 29:02 Vanilla CSS will make a comeback 30:33 Brought to you by Sentry.io 30:58 CSS mixins and functions spec solidifies CSS Custom Functions and Mixins Module Level 1 33:25 Container style queries will ship everywhere CSS if statements 35:40 Vertical centering jokes will stubbornly persist 36:20 VS Code will reach feature parity with Cursor 38:47 More VS Code forks will appear 39:46 React Compiler drops Babel 40:34 React server components will pop 42:17 Remix re-emerges as something new 43:17 React Native will have its time 44:21 TanStack Start and Tanstack will pop 45:46 SvelteKit gets more granular data loading 46:06 Local first apps will take off 46:43 Bun keeps doing “wild but loved” non-standard features, Bun will launch a platform-as-a-service 48:22 Vite stays king 51:07 Laravel will release a CMS 52:44 Sick Picks + Shameless Plugs Sick Picks Scott: DARKBEAM Flashlight UV Black Light Wes: WOOZOO Fan Hit us up on Socials! Syntax: X Instagram Tiktok LinkedIn Threads Wes: X Instagram Tiktok LinkedIn Threads Scott: X Instagram Tiktok LinkedIn Threads Randy: X Instagram YouTube Threads

The Lupe and Royce Show
Trill in Real Time: Inside the Making of TrillStatik 5

The Lupe and Royce Show

Play Episode Listen Later Dec 13, 2025 70:03


This week on Unglossy, we get rare, front-row access to hip-hop happening in real time. Tom and Jeffrey go full fly-on-the-wall as Bun B and Statik Selektah build TrillStatik 5 from scratch—live, unannounced, and completely unscripted—during Art Basel weekend in Miami.From surprise guests walking straight off the street into the booth, to verses written, recorded, and sequenced on the spot, this episode pulls back the curtain on what creative chaos looks like when mastery meets momentum. Bun breaks down the pressure of rapping on every track, the communal energy of artists who simply love to rap, and why TrillStatik is about execution, not exploitation.You'll hear stories involving Tony Sunshine, Termanology, Robb Banks, Bone Crusher, and a legendary Busta Rhymes phone call that turned into a masterclass in respect, legacy, and bars. No rollouts. No safety nets. Just craft, competition, and culture—captured as it happens.If you've ever wondered how real hip-hop gets made when the clock is ticking and the mic is hot, this one's for you. This is Unglossy."Unglossy" is produced and distributed by Merrick Studio and hosted by Bun B, Tom Frank and Jeffrey Sledge. Tune in to hear this thought-provoking discussion on Apple Podcasts, Spotify, YouTube, or wherever you catch your podcasts. Follow us on Instagram @UnglossyPod to join the conversation  and check out all our episodes at https://wearemerrickstudios.com/unglossy-pod.Send us a textSupport the show