Podcasts about a2a

Today’s headline news for Canadian IT solution providers: Kaseya MSP Success ecosystem: Kaseya has launched MSP Success, a unified growth initiative led by EVP of Channel Dan Tomaszewski and backed by a 140-person global team. The ecosystem consolidates three programs: MSP Success Digital Marketing (AI-powered lead generation, website, and SEO/AEO tools in Express and Pro tiers), MSP Success Peer (combining TruMethods Peer and Technology Marketing Toolkit into a single accountability network), and the Kaseya Community hub at MSPsuccess.com. The launch is framed around a finding from Kaseya’s own 2026 State of the MSP Report: 71% of MSPs say acquiring new customers is their single biggest challenge. Zscaler agentic AI security: Zscaler has announced major innovations to its Zero Trust Exchange platform at Zenith Live 2026, including three new capabilities for securing agentic AI: Zscaler AI Broker (securing MCP and A2A agent communications via an integrated Agent Registry), Zscaler Endpoint AI Security (detecting AI-related threats in browsers, plugins, and local tools), and Zscaler AI Access Graph (mapping identities, apps, and data sources in real time, powered by the Symmetry Systems acquisition). The company is positioning this as the industry’s first complete Zero Trust platform for Agentic AI. FlexPoint AI agents for MSPs: FlexPoint launched what it describes as the first AI-powered agents purpose-built for the MSP back-office, built into its AI-native accounts receivable platform. According to FlexPoint, the agents automate billing, collections, payment reconciliation, and client follow-up workflows, and are designed to integrate into existing MSP toolstacks without requiring additional administrative headcount. Kaseya State of the MSP Report context: The 2026 Kaseya State of the MSP Report finds 48% of MSPs rank AI as their top client need, while difficulty hiring skilled technicians has risen from 9% to 16% year over year, compounding the business development challenges MSP Success is designed to address. DTEX behavior intelligence: DTEX Systems has announced a new behavior intelligence tool built specifically for its partner ecosystem, using behavioral science and machine learning to flag anomalies that indicate potential insider risk or accidental data loss events. ConnectSecure Patch 360: ConnectSecure launched Patch 360, a centralized patch management platform purpose-built for MSPs, offering consolidated visibility across endpoints and third-party applications to streamline remediation workflows. Tumeryk and CSA AI Trust Score: Tumeryk has announced a collaboration with the Cloud Security Alliance on the RiskRubric v2 AI risk framework, now covering agentic AI and MCP servers, and has launched its AI Trust Score assessment service in beta. Read Full Transcript Welcome to The Buzz from ChannelBuzz.ca, I’m Robert Dutt, today is Wednesday, June 10, and here’s what’s happening in the channel today. Kaseya yesterday launched MSP Success, a unified growth ecosystem designed to tackle what its own research identifies as the managed service provider community’s single biggest problem. According to Kaseya’s 2026 State of the MSP Report, 71% of MSPs say acquiring new customers is their primary challenge. MSP Success is Kaseya’s answer – a three-pillar initiative that consolidates the company’s existing growth programs under one roof. The first pillar, MSP Success Digital Marketing, is a new platform offering conversion-focused websites, AI-powered search and answer engine optimization, local search visibility, automated lead generation, and access to a dedicated marketing specialist. The platform comes in Express and Pro tiers depending on scale. The second pillar, MSP Success Peer, unifies two programs Kaseya has operated separately until now – TruMethods Peer and Technology Marketing Toolkit – into a single global accountability network with quarterly in-person meetings across North America, EMEA, and APAC. The third pillar is the Kaseya Community hub at MSPsuccess.com, a centralized resource and learning portal. The initiative is led by Dan Tomaszewski, EVP of Channel, supported by a 140-person global team. In a sector where technical excellence is table stakes, this is a signal that Kaseya is investing meaningfully in the business side of running an MSP, not just the tooling. Zscaler yesterday used its Zenith Live 2026 conference in Las Vegas to announce what it describes as the industry’s first complete Zero Trust platform for Agentic AI. The announcement extends Zscaler’s Zero Trust Exchange to address a challenge traditional security tools were not designed to handle: autonomous AI agents that operate at machine speed, create ephemeral identities, and access sensitive data in ways that conventional perimeter and identity-based tools cannot fully see or control. The centerpiece of the announcement is Zscaler AI Broker, which secures agent-to-agent and MCP-based communications through an integrated Agent Registry that governs what each AI agent is permitted to access. Alongside that, Zscaler introduced Endpoint AI Security, targeting threats hidden in browsers, plugins, extensions, and local AI tools that many legacy endpoint products miss. A third new capability, AI Access Graph, powered by Zscaler’s earlier acquisition of Symmetry Systems, maps how identities, applications, and data sources connect across an enterprise to enable real-time policy enforcement and data lineage tracking. For MSSPs building managed AI security practices, this is a significant platform update from one of the key SASE and zero trust providers in the market. FlexPoint yesterday launched what it is positioning as the first AI-powered agents purpose-built for the MSP back-office. The company, which operates an AI-native accounts receivable platform for service providers, says the new agents are designed to automate the financial workflows that consume significant administrative time inside MSP operations – billing, collections, payment reconciliation, and client follow-up. According to FlexPoint, the agents integrate directly into existing MSP toolstacks and are designed to work without requiring dedicated back-office headcount. The core argument from FlexPoint is that MSP revenue growth often stalls not because of a shortage of clients, but because back-office operations don’t scale proportionally. That framing aligns with the theme emerging from Kaseya’s research and this morning’s news – that the constraint on MSP growth is increasingly on the business operations side, not the technical side. In Brief – Kaseya’s announcement follows its own 2026 State of the MSP Report, which also finds that 48% of MSPs rank AI as their top client need and that difficulty hiring skilled technicians has nearly doubled year-over-year. DTEX Systems announces a new behavior intelligence tool built for its partner ecosystem, designed to detect insider risk through behavioral analytics and machine learning anomaly detection. ConnectSecure launches Patch 360, a new patch management platform purpose-built for MSPs, offering a centralized view across endpoints and third-party applications. Tumeryk and the Cloud Security Alliance announce a collaboration on RiskRubric v2, an AI risk assessment framework that now covers agentic AI and MCP servers, with Tumeryk launching its AI Trust Score assessment service as part of the ecosystem. Later today on In The Channel, ESTI Consulting Services‘ Earl Gosick brings a Prairie data center perspective to a conversation about AI infrastructure, cyber resilience, and why the storage conversation is the one Canadian partners should be having right now. And if you haven’t heard it yet, yesterday’s episode features AWS Canada’s Martin Brazonet and CGI’s Dinesh Bhavsar on the launch of the AWS Partner Innovation Hub in Toronto – and why the gap between AI prototype and production is where the real partner opportunity sits. That’s how we’re seeing the headlines today. I’m Robert Dutt for ChannelBuzz.ca, thanks for listening. Have a great day.

In this episode of Data Driven, we're diving into the rapidly evolving world of agentic AI—where autonomous AI agents collaborate, communicate, and occasionally collide. Our guest, Vlad Luzin, co-founder and CTO of Band, joins us to explore the technical challenges and real-world implications of building collaboration layers for agents that act like distributed, non-deterministic microservices. We'll unpack the myths and realities surrounding orchestration, governance, and security, and discuss how enterprises can operationalize these agent ecosystems safely. Tune in as we share lessons learned, amusing engineering mishaps, and get a glimpse of what the future holds as agents become everyday colleagues in the digital enterprise.LinksVlad's LinkedIn Profile -https://www.linkedin.com/in/luzin/Watch this episode on YouTube -https://youtu.be/MZztFagEX_EBand Website -https://www.band.ai/Band Docs -https://docs.band.ai/Time Stamps00:00 Explaining orchestration in tech03:42 Understanding models and harnesses09:38 Misconceptions about A2A communication10:41 Understanding multi-agent systems16:18 Observability for distributed systems18:54 Agent communication and collaboration24:28 Unauthorized agent interactions25:49 Remote agent collaboration ideas28:54 How foundational AI models communicate33:20 Agent communication protocols overview35:39 Discussing tech standards and AI velocity40:53 Learning to Work with AI Agents42:41 Using Band AI tools

In this episode, Adam Maarec sits down with fintech thought leader Simon Taylor for a lively fireside chat focused on the rapidly evolving world of fintech, payments, and banking innovation. Adam, an experienced legal and regulatory advisor in financial services, and Simon, widely recognized for his writing, podcasts, and advisory work with fintechs, banks, VCs, and regulators, delve into some of the most relevant challenges and opportunities shaping the industry today. Together, they unpack the rise of agentic commerce and the impact of AI-driven financial tools, exploring how personal finance agents and large language models are beginning to reshape shopping, payments, and financial management. The conversation covers the complexities of liability and authentication when using AI agents, the evolving regulatory landscape in the US compared to the UK and EU, and the ongoing battle with AML (Anti-Money Laundering) risks, particularly in relation to stablecoins and open banking. Listeners will hear candid takes on the tension between innovation and risk management, the evolving payments ecosystem (including A2A and stablecoins), and the real-world implications for merchants, consumers, and regulators as the industry pushes into new territory. The episode also highlights real use cases and experiments currently unfolding in the market, such as the integration of platforms like Perplexity and Plaid for next-generation personal financial management, and the adoption of stablecoins in B2B payments across global markets. Adam and Simon provide a balanced view, separating hype from genuine progress, and invite listeners to stay attuned to the early signals that are likely to shape the future of digital finance. Consumer Finance Monitor is hosted by Alan Kaplinsky, Senior Counsel at Ballard Spahr, and the founder and former chair of the firm's Consumer Financial Services Group. We encourage listeners to subscribe to the podcast on their preferred platform for weekly insights into developments in the consumer finance industry. 

Well, we've entered the dead period for MN sports where it's the Twins - who might not be terrible - and no one else playing. BUT the World Cup is right around the corner. Does Scott know any players? Does Sam think the US have a chance? Come find out on this week's A2a.

Supplemental essays are one of the most overlooked parts of the PA school application. Discover how to write stronger responses, avoid common mistakes, and stand out to admissions committees.Supplemental Essay EditingApplication to Acceptance Course:

Our A2A Course is live and at 40% off until Friday, May 29th at 1pm ET. Visit https://focusnowtraining.com/a2a-course to sign up NOW!!Marcus Aurelius said it nearly two thousand years ago: we all love ourselves more than other people, but care more about their opinion than our own. On this episode of Men Talking Mindfulness, hosts Jon Macaskill and Will Schneider sit down with Andy Riise... army officer, mental performance coach for NFL athletes including the Chicago Bears, and host of the Skull Sessions podcast... to break down the approval trap and why it's quietly running most men's lives.Will lays the biological foundation. Fear of negative evaluation, FNE, is one of the most studied patterns in clinical psychology. Your brain processes social rejection through the same neural circuits it uses for physical pain. Getting dismissed in a meeting registers the same way getting punched does. That's evolutionary wiring, not weakness.The guys get into the spotlight effect (Cornell research showing people overestimate how much others notice them by roughly double), Andy's story of deliberately sitting with a different group at the West Point prep school mess hall, and Alyssa Liu's gold medal comeback after quitting figure skating to rediscover why she loved it in the first place.Jon, Will, and Andy walk through how FNE shows up in daily life: the yes-man pattern at work that stalls careers, the reassurance-seeking in relationships that erodes attraction, the Disney dad trap of buying approval instead of earning respect, and the deepest layer... the ghost. Most men are performing for one or two specific people from their past, and they've been doing it for decades.Andy teaches the BASS framework he uses with NFL athletes for real-time emotional regulation. Will adds a values audit and a spotlight effect experiment. And Jon talks about how purpose is the single biggest antidote to approval-seeking, which ties directly into the A2A (Awareness to Action) course launching through Focus Now Training.What you'll hear in this episode:Why social rejection activates the same brain circuits as physical painThe spotlight effect: half as many people are watching you as you thinkAndy's West Point mess hall story and why crossing social lines is the real macho moveAlyssa Liu's gold medal run and the next-play mindsetHow FNE shows up at work, in relationships, with kids, and in communityThe ghost concept: who you're still performing for decades laterBASS framework: Breathe, Accept, Separate, ShiftMotivational interviewing basics: OARS (Open questions, Affirmations, Reflective listening, Summarizing)Purpose as the antidote to approval-seekingAndy's podcast: Skull Sessions (available everywhere) Andy's TEDx talk: Fight to Win the War from WithinFull episode: https://pod.fo/e/3abd25Text MTM to 33777 for updates on new episodes, the A2A course, and resources from Focus Now Training.Jon's book, DIAL in Your Leadership: 4 Non-negotiables for Leading with Clarity, Trust, and Purpose, is available now on Amazon. https://a.co/d/0hYwI2SzFollow Men Talking Mindfulness, Jon Macaskill, and Will Schneider for more.Hosted on Ausha. See ausha.co/privacy-policy for more information.

What happens in the space between a trigger and your reaction? That gap — the one most people don't even know exists — is where everything changes. In this special episode, Will and Jon break down the concept live during the Awareness to Action (A2A) course launch webinar, walk the audience through a real-time breathwork exercise to experience the gap firsthand, and explain how training this skill can transform the way you lead, parent, and show up in every relationship.Whether you're a maxed-out leader running on fumes, someone searching for a change that actually sticks, or just going through a hard season, this one's for you.Sign up for the Awareness to Action (A2A) course: https://focusnowtraining.com/A2A-course Or text MTM to 33777Hosted on Ausha. See ausha.co/privacy-policy for more information.

Contributor: Travis Barlock, MD Educational Pearls:   Caffeine Geography and Types: Caffeine is found throughout the world and has evolved independently in various plants that are not evolutionarily related through direct lineage, but rather demonstrate convergent evolution (i.e. different species evolve the same traits).  These plants use caffeine as an insecticide.  Examples of caffeine sources include coffee, tea, yerba-mate, guaraná, cacao, and yaupon holly. Roughly 85% of Americans are estimated to consume caffeine daily.   Caffeine Pharmacology in Humans:  In humans, caffeine is a nonselective competitive antagonist (blocker) of adenosine receptors (A1 and A2A).  During waking hours, neuronal metabolic activity consumes ATP, and a byproduct of ATP hydrolysis is created: adenosine.  Adenosine proceeds to build a "sleep pressure".  Acting on A1 and A2A adenosine receptors to induce sleep (on A1, it suppresses neuronal "wakefulness" and on A2A it is believed to be an inducer of sleep).  Caffeine, by blocking those receptors, blunts sleep induction and feelings of being tired.  Caffeine has a half-life of around 6 hours, and a quarter life of approximately 12 hours, which is when the caffeine will off-load and adenosine can once again occupy those receptors, potentially causing a "crash".  Thus, for shift-workers, it is important to time caffeine intake roughly 10 hours before target bed time.  Caffeine exerts other effects on the body.  It is methylxanthine similar to theophylline, which works as a bronchodilator (via phosphodiesterase and adenosine pathways). Caffeine has clinical use to promote bronchodilation in pre-term infants.  Caffeine exerts diuretic effects as well (blocking proximal renal tubule reabsorption).  Recent ingestion of caffeine may blunt therapeutic use of adenosine in patients with SVT.  Key Takeaway? Caffeine exerts a wide variety of effects beyond making us feel more awake. It has cardiovascular, pulmonary, and renal implications in its pharmacodynamics.   References    Benarroch EE. Adenosine and its receptors: multiple modulatory functions and potential therapeutic targets for neurologic disease. Neurology. 2008;70(3):231-236. doi:10.1212/01.wnl.0000297939.18236.ec Mitchell DC, Knight CA, Hockenberry J, Teplansky R, Hartman TJ. Beverage caffeine intakes in the U.S. Food Chem Toxicol. 2014;63:136-142. doi:10.1016/j.fct.2013.10.042 Bruschettini M, Brattström P, Russo C, Onland W, Davis PG, Soll R. Caffeine dosing regimens in preterm infants with or at risk for apnea of prematurity - Bruschettini, M - 2023 | Cochrane Library. Accessed May 23, 2026. https://www.cochranelibrary.com/cdsr/doi/10.1002/14651858.CD013873.pub2/full?cookiesEnabled Huang R, O'Donnell AJ, Barboline JJ, Barkman TJ. Convergent evolution of caffeine in plants by co-option of exapted ancestral enzymes. Proc Natl Acad Sci U S A. 2016;113(38):10613-10618. doi:10.1073/pnas.1602575113 Cabalag MS, Taylor DM, Knott JC, Buntine P, Smit D, Meyer A. Recent caffeine ingestion reduces adenosine efficacy in the treatment of paroxysmal supraventricular tachycardia. Acad Emerg Med. 2010;17(1):44-49. doi:10.1111/j.1553-2712.2009.00616.x  Summarized by Dan Orbidan, OMS2 | Edited by Dan Orbidan & Ahmed Abdel-Hafiz, NREMT-P   Donate: https://emergencymedicalminute.org/donate/   Join our mailing list: http://eepurl.com/c9ouHf  

Feeling like you need perfect stats, thousands of PCE hours, and a flawless CASPA app to get into PA school? In this episode, we're breaking down why getting accepted is MORE about strategy, school matching, and building the strongest version of YOUR application — not being the “perfect” applicant.Application to Acceptance ENROLLING!! Inside A2A, we walk you through every step of creating your strongest, most competitive CASPA application!Every step of putting together your strongest, best PA school application:Choosing the right PA schools for YOU and YOUR stats (even if you have a low GPA or weakness)Writing your most compelling personal statementCASPA Experience Paragraphs Templates - plug-and-play templates to write strong experience paragraphs that highlight YOUNEW!! Personal Statement Theme + Outline Creator Tool - discover your strongest themes AND get an outline of exactly what to write unique to YOUInterview course + MMI + Traditional Q&A WorkbooksSupplemental essays, AI and technology essay, and life essayTemplates for emails of continued interest to PA schools, LORs and so much more!Direct access to us in a private A2A group for anything that comes up throughout your cycleJoin A2A hereKeep up the amazing work, future PA!Katie + Beth

Well, the Wild and the Wolves have bowed out in the second round. To very different reactions, and in very different ways, but the end came all the same. Where does each team go from here? Who is closer to getting over the hump? Who needs to take the big swing? All that and so much more on a return episode of A2a!

What are CAQs and why are they important to know about as a pre-Physician Assistant? We cover CAQs and how these relate to your future as a PA! Application to Acceptance Open for Enrollment!! Inside A2A, we walk you through every step of creating your strongest, most competitive CASPA application!Everything from:Choosing the right PA schools for YOU and YOUR stats (even if you have a low GPA or weakness)Writing your most compelling personal statementCASPA Experience Paragraphs Templates - plug-and-play templates to write strong experience paragraphs that highlight YOUNEW!! Personal Statement Theme + Outline Creator Tool - discover your strongest themes AND get an outline of exactly what to write unique to YOUInterview course + MMI + Traditional Q&A WorkbooksSupplemental essays, AI and technology essay, and life essay Templates for emails of continued interest to PA schools, LORs and so much more! Direct access to us in a private A2A group for anything that comes up throughout your cycleJoin A2A hereKeep up the amazing work, future PA!Beth + Katie

We are significantly closer to movie Her than we were just 6 months ago.Most coverage reads Google's last six months as a string of independent product updates. They aren't. Read together, they're the whole agentic-web stack closing one component at a time. Tuesday's Gemini Intelligence on Android announcement named the keystone - the first OS-level web-agent integration any company has built. Chrome auto-browse lands on Pixel 10 and Galaxy S26 in late June.This episode walks through the six-month assembly (Chrome auto-browse, AppFunctions, AI Mode in Chrome, "Ask Google", web.dev agent-friendly guidance, Gemma 4 + Gemini Nano 4, UCP, A2A, Gemini Intelligence Android, DeepMind AI Pointer), the durability question I can't fully answer yet (five-year moat or six-month head start before Apple closes it), and the audit any website needs to pass once an agent can operate it on a user's phone.Timestamps:00:00 - 10 Google moves in six months04:53 - Walking the six-month assembly, January through this week06:51 - The full stack: action, agent-to-app, transaction, identity, distribution, input09:01 - Late June: what changes for a salon owner with a booking website10:32 - The durability question: Apple's six-month gap, not a five-year moat15:47 - Machine-First Architecture: three visitor classes you have to design for16:19 - Google's seven rules. nohacks.co passed six. Tailwind 4 broke one.17:32 - The test you can run today: disable JavaScript, try to complete a booking20:53 - A few days to fix it. The cost of waiting is unknown.Weekly breakdown of how the agent-web is assembling, every Wednesday: https://nohacks.co/subscribeThe Machine-First Architecture framework: https://machinefirstarchitecture.comSources mentioned in this episode:DeepMind AI Pointer (May 13): https://deepmind.google/blog/ai-pointer/Gemini Intelligence Android (May 12): https://blog.google/products-and-platforms/platforms/android/gemini-intelligence/Chrome auto-browse preview (January): https://blog.google/products-and-platforms/products/chrome/gemini-3-auto-browse/AppFunctions for Android (February): https://developer.android.com/ai/appfunctionsGoogle web.dev - "Build agent-friendly websites" (April): https://web.dev/articles/agent-friendly-websitesUniversal Commerce Protocol: https://ucp.dev/Related reading on No Hacks:Selling to AI: The Complete Guide to Agentic Commerce - https://nohacks.co/blog/agentic-commerceGoogle's Agent-Friendly Checklist Has 7 Rules. Tailwind v4 Breaks One. - https://nohacks.co/blog/google-agent-friendly-checklistAmazon v. Perplexity: The CFAA Case That Decides Whether AI Agents Can Visit Your Website - https://nohacks.co/blog/amazon-perplexity-cfaa-agent-visitor-rightsNo Hacks is a podcast about web performance, technical SEO, and the agentic web. Hosted by Slobodan "Sani" Manic.

14/5 Si apre il vertice Trump-Xi. Il leader cinese: dobbiamo essere  partner non rivali. Che il 2026 sia un anno storico per relazioni sino-americane. Trump: il rapporto Usa-Cina sarà migliore che mai. Poi Xinuha riporta le parole di XI:  se Taiwan non sarà non gestita correttamente,   potrebbe portare a scontri o addirittura a un conflitto. Intanto i ministri degli esteri dei BRICS in India. Focus commercio: verso estensione tregua, Xi: risultato equilibrato. Reuters verso framework per ridurre dazi su 30mld di beni ciascuno. Brent e Wti risalgono: Opec tagliato domanda globale. IEA: scorte globali petrolio al minimo storico. Si apre l'era di Warsh confermato al senato, scarto più basso dal 1977: Treasury sfiora 4,5% dopo PPI sopra attese. In Asta 30 anni sopra 5% per la prima volta dal 2007. I Mercati ricalibrano le attese per la Fed. Cerebras, IPO dell'anno raccoglie 5,5mld dollari. Cisco vola nel pre-market, guidance vendite oltre attese. Alphabet, nuovi bond anche in yen per finanziare Capex AI. Il rally è sostenibile? Utili 1Q +28,7% per il settore Tech +52,5%. MS alza TP a 8000 punti sull'S&P500.  *** Questo episodio è offerto da Scalable Capital   Investire comporta rischi  Interesse p.a. lordo variabile su liquidità illimitata. Condizioni e distribuzione della liquidità su scalable.capital/conto-deposito-non-vincolato*** Asia listini misti, Cina in calo dopo aver toccato massimo dal 2021. Tech a pieno ritmo, in verde Kospi con SK Hynix che sfiora 1000mld dollari di capitalizzazione. TSMC mercato globale chip a 1.500 mld nel 2030. Focus su Softbank e Alibaba. Yuan: 11esima seduta in rialzo, non accadeva dal 2027 In Europa futures in verde. Lane (BCE): con shock esogeno risposta ottimale più contenuta. Ma necessario intervento attivo. Uk focus su Gilt, Steeting si candida alla premiership. Morgan Stanley alza le stime su MSCI Europe. BYD caccia a fabbriche inutilizzate in Europa, focus su Cassino e Mirafiori. Snam oltre le attese, vendita Bioenerys entro fine anno.Oggi conti: Acea, A2A, Ferrgamo. Learn more about your ad choices. Visit megaphone.fm/adchoices

Java 26 est là, GraalVM cartonne chez Trivago (43 à 12 réplicas !), OpenJDK interdit le code généré par LLM, Spring et Quarkus enchaînent les releases. Côté IA : ADK 1.0, A2A, Lyria 3 chante (mal ?), Yann LeCun lance Ami Labs et ses World Models. Mythos d'Anthropic fait trembler la sécu, Claude Code a leaké son source, et les git worktrees envahissent vos terminaux. Bonus : la mort annoncée de l'IDE, vagues de licenciement chez Oracle et Block, et nos voix toutes clonées. Bon week-ends de mai ! Enregistré le 7 mai 2026 Téléchargement de l'épisode LesCastCodeurs-Episode-340.mp3 ou en vidéo sur YouTube. News Langages Retour d'expérience d'une migration vers graalVM chez Trivago https://medium.com/graalvm/inside-trivagos-graalvm-migration-native-image-for-graphql-at-scale-912bca9df841 La passerelle GraphQL de Trivago (point d'entrée de tout le trafic vers 48 microservices) souffrait de pics de timeout au démarrage JVM Résultats spectaculaires après migration vers GraalVM Native Image : réduction des réplicas de 43 à 12, CPU de 15 à 5 cœurs, images Docker plus légères Obstacles techniques : incompatibilité Log4j → migration vers Logback, remplacement de Mockk par Testcontainers, compilation CI/CD très gourmande Netflix DGS et d'autres librairies manquaient de support GraalVM → l'équipe a contribué des correctifs upstream en open source Approche recommandée : commencer par les services les moins complexes, investir massivement dans les tests automatisés À la 14e migration, le processus était si rodé qu'il allait plus vite que la toute première tentative OpenJDK Interim Policy on Generative AI - https://openjdk.org/legal/ai OpenJDK adopte une politique intérimaire interdisant toute contribution incluant du contenu généré par des LLMs, modèles de diffusion ou systèmes deep-learning Le périmètre est large : code source, texte, images dans les dépôts Git, pull requests GitHub, emails, pages wiki et issues JBS Les contributeurs peuvent utiliser les outils d'IA de manière privée pour comprendre, déboguer et relire le code OpenJDK, mais ne peuvent pas contribuer le contenu généré Trois risques justifient cette politique : surcharge des relecteurs face au code plausible mais incorrect, risques de sûreté/sécurité pour une plateforme critique, et risques de propriété intellectuelle (l'OCA exige que les contributeurs possèdent les droits IP de leurs contributions) Même éditer partiellement du code AI-généré ne le rend pas acceptable à la contribution Oracle, sponsor corporatif d'OpenJDK, travaille sur une politique complète à soumettre au Governing Board GraalVM Native Image et la Closed-World Assumption en Java https://pvs-studio.com/en/blog/posts/java/1357/ Un bon article de rappel du contexte de closed world en Java GraalVM Native Image compile les applications Java en exécutables natifs statiques, sans JVM au runtime. La JVM fonctionne en monde ouvert : les classes sont chargées à la demande, les appels sont des références symboliques résolues dynamiquement. Native Image impose la "closed-world assumption" : tous les chemins d'exécution doivent être connus à la compilation. Les fonctionnalités dynamiques Java (réflexion, proxies, chargement de classes) créent des chemins cachés invisibles à l'analyse statique. C'est pourquoi Native Image exige des fichiers de configuration explicites pour la réflexion, les proxies, les ressources et la FFM API. L'article illustre le problème avec la Foreign Function & Memory API pour appeler printf natif : fonctionne sur JVM, échoue en Native Image sans config. Inclure tout le bytecode accessible serait inutilisable : binaire géant, compilation très lente, et la réflexion nécessite des métadonnées précises. La configuration n'est pas un défaut de conception mais une conséquence logique du passage du dynamique au statique. Java 26 : les nouveautés https://foojay.io/today/java-26-whats-new/ Java est le langage de la JVM, publié tous les 6 mois depuis Java 9 ; Java 26 est une version non-LTS avec 10 JEPs. JEP 500 : protection des champs final modifiés par réflexion profonde, avec des avertissements configurables. JEP 504 : suppression définitive de l'API Applet, plus supportée par les navigateurs. JEP 516 : le cache AOT (Project Leyden) fonctionne désormais avec n'importe quel garbage collector. JEP 517 : support HTTP/3 dans le client HTTP, HTTP/2 reste le défaut mais HTTP/3 est accessible à la demande. JEP 522 : amélioration du débit du GC G1 en réduisant la synchronisation entre threads applicatifs et threads GC. Nouveau support des UUIDv7 via UUID.ofEpochMillis(), naturellement triables et adaptés aux identifiants de bases de données. Process devient AutoCloseable, utilisable dans un try-with-resources. Aucune fonctionnalité en preview n'est graduée en standard ; Structured Concurrency en est à sa 6e preview. Librairies Guillaume a créé une petite librairie Java sans dépendance pour extraire le JSON d'une réponse d'un LLM un peu verbeux https://glaforge.dev/posts/2026/03/22/extracting-json-from-llm-chatter-with-jsonspotter/ Les LLM génèrent souvent du JSON, mais il est parfois entouré de bla-bla et/ou contient des erreurs (ex: commentaires, virgules finales) qui bloquent les parseurs JSON standards. Guillaume a créé une petite librairie légère sans dépendance pour localiser et extraire la structure la plus longue ressemblant à du JSON (même malformé) On peut ensuite passé cette chaîne à un parseur "lénient" (plus tolérant) comme Jackson pour ensuite avoir de bons vieux objets Java fortement typés Librairie dispo sur Maven Central ADK Java sort sa version 1.0 (Agent Development Kit par Google) https://developers.googleblog.com/announcing-adk-for-java-100-building-the-future-of-ai-agents-in-java/ ADK est un framework open source de Google pour créer des agents IA, initialement en Python, maintenant multi-langages (Python, Java, Go, Typescript). Nouvelles fonctionnalités majeures : Outils puissants : GoogleMapsTool, UrlContextTool, ContainerCodeExecutor, VertexAiCodeExecutor, abstraction ComputerUseTool. Architecture de plugins centralisée : Nouveau conteneur App pour gérer les Plugins à l'échelle de l'application (ex: LoggingPlugin, GlobalInstructionPlugin). Context engineering amélioré : Compaction d'événements pour gérer la taille des fenêtres de contexte (résumé et rétention). Human-in-the-Loop (HITL) : Supporte les workflows ToolConfirmation pour approbation humaine des actions d'agent. Services de session et de mémoire : Contrats clairs pour la gestion de l'état (InMemory, VertexAI, Firestore) et la mémoire à long terme. Support Agent2Agent (A2A) : Collaboration native entre agents distants de différents frameworks via le protocole A2A. Dans cet autre article, Guillaume partage comment il a développé l'application Comic Trip montrée dans la vidéo YouTube et qui utilise ADK 1.0 https://glaforge.dev/posts/2026/03/30/building-my-comic-trip-agent-with-adk-java-1-0/ Nouvelle version du SDK Java pour Agent2Agent Protocol, avec le support de la version 1.0 de la spécification https://medium.com/google-cloud/a2a-java-sdk-1-0-0-beta1-released-e83c414b34cc Alignement avec la version 1.0 de la spécification Nouveau groupId org.a2aproject.sdk et package org.a2aproject.sdk Protocoles de transport : support complet et équivalent pour JSON-RPC, gRPC et HTTP+JSON/REST. Gestion des erreurs : introduction de codes d'erreur et détails structurés pour une meilleure observabilité. Optimisation HTTP : ajout d'en-têtes de cache pour les métadonnées des agents (Agent Card). Flexibilité du client HTTP : support par défaut du JDK HttpClient, avec option Vert.x pour les environnements Quarkus. Nouvelles fonctionnalités techniques : méthode DataPart.fromJson() pour la création simplifiée d'objets depuis du JSON brut. Prochaines étapes (v1.0.0.GA) : support simultané des versions 1.0.0 et 0.3.0 du protocole pour assurer l'interopérabilité. JPA 4.0 Milestone 2 : nouvelles fonctionnalités pour Jakarta Persistence https://in.relation.to/2026/04/23/JPA-4-M2/ Jakarta Persistence (JPA) est la spécification standard Java pour le mapping objet-relationnel (ORM), implémentée notamment par Hibernate. JPA 4.0 M2 est la deuxième milestone de la prochaine version majeure de la spécification, annoncée par Gavin King. Construction de requêtes Criteria à partir de chaînes JPQL, offrant plus de flexibilité dans la composition dynamique des requêtes. Nouveaux types d'expressions spécialisés (TextExpression, NumericExpression) pour simplifier l'écriture des requêtes Criteria. Nouvelle interface FetchOption pour contrôler explicitement la stratégie de chargement des associations, dont un BatchSize intégré. Nouvelle annotation @EntityListener qui découple les classes entités de leurs listeners, supprimant les dépendances à la compilation. Les listeners peuvent cibler plusieurs types de callbacks et s'appliquer globalement à toute l'unité de persistance. Introduction de FlushModeType.EXPLICIT et QueryFlushMode pour un contrôle plus fin de la synchronisation avec la base de données. La méta-annotation @Discoverable permet de placer des annotations comme @NamedQuery sur n'importe quelle classe ou interface. Améliorations du DDL via @Index amélioré et clarifications de la spécification via la javadoc. Quarkus 3.35 : tree-shaking, PGO et AOT Semeru https://quarkus.io/blog/quarkus-3-35-released/ Quarkus est un framework Java cloud-natif optimisé pour GraalVM et HotSpot, conçu pour les microservices et les environnements conteneurisés. Nouveau JAR tree-shaking expérimental : analyse des dépendances à la compilation pour supprimer les classes inutilisées. Sur le CLI Quarkus, cela supprime plus de 6 000 classes et économise environ 18 Mo (39,5 %). Support du Profile-Guided Optimization (PGO) pour les builds natifs via quarkus.native.pgo.enabled=true. Le PGO est une fonctionnalité Oracle GraalVM, non disponible dans la Community Edition. Support de l'AOT IBM Semeru : le démarrage passe de ~380 ms à ~190 ms dans les premiers tests. Nouvelle extension quarkus-reactive-transactions : support de @Transactional pour les méthodes Hibernate Reactive retournant Uni. Configuration CORS dédiée pour l'interface de management, indépendante de l'interface HTTP principale. Les tests n'utilisent plus les System Properties pour la propagation de configuration, facilitant la parallélisation future. Le serializer jackson sans reflection n'est pas le default du aux retours de cas limites, encore du travail This Week in Spring - 21 avril 2026 https://spring.io/blog/2026/04/21/this-week-in-spring-april-21-2026 Spring Framework 6.2.18 et 7.0.7 corrigent trois failles de sécurité : DoS via fichiers multipart WebFlux, empoisonnement de cache de ressources statiques, et DoS sur Windows. Le support open source de Spring Framework 5.3.x et 6.1.x est terminé, la migration est recommandée. Spring Data 2026.0.0-RC1 introduit l'upsert (MERGE/INSERT ON CONFLICT) dans l'API Template de Spring Data Relational. Spring Data ajoute un RedisMessageSendingTemplate pour la cohérence avec les listeners Redis, et une optimisation de réinitialisation de caches en un seul appel. Spring AI introduit une Session API (série Agentic Patterns, partie 7) : architecture event-sourcée pour la mémoire des agents IA. La Session API supporte la compaction turn-safe, l'isolation de sous-agents en parallèle, et la persistence JDBC (PostgreSQL, MySQL, MariaDB, H2). Elle vise Spring AI 2.1 (novembre 2026) et remplacera à terme l'API ChatMemory. Spring Vault 4.1.0-RC1 et 4.0.2 sont disponibles. Netflix a présenté son usage de Java, Spring Boot et Spring AI dans une vidéo. This Week in Spring - 28 avril 2026 https://spring.io/blog/2026/04/28/this-week-in-spring-april-28-2026 Cette série hebdomadaire de Josh Long compile les nouveautés de l'écosystème Spring : articles, outils, podcasts et annonces de la communauté. Spring Boot 4 introduit un package natif de résilience org.springframework.resilience avec une nouvelle API de retry qui remplace les approches fragiles via Spring Retry ou Resilience4j. L'API retry native de Spring Boot 4 a des noms d'attributs et sémantiques différents des anciennes bibliothèques, rendant les tutoriels pré-2025 obsolètes et sources de bugs silencieux. Le SDK Spring AI pour Amazon Bedrock AgentCore est disponible en GA : il intègre les capacités AgentCore dans Spring AI via annotations et auto-configuration. Le SDK AgentCore gère automatiquement le contrat runtime AgentCore : endpoint /invocations, health check /ping, SSE avec backpressure. Il offre mémoire court terme (sliding window) et long terme (sémantique, préférences, résumé, épisodique), ainsi que des outils pour navigateur et exécution de code en sandbox. Un plugin Maven (Nullability Maven Plugin) simplifie l'intégration de JSpecify et NullAway pour enforcer la null-safety à la compilation dans les projets Java. Le plugin génère automatiquement les fichiers package-info.java par package et configure le compilateur pour traiter les violations de nullabilité comme des erreurs. Josh Long et Dr. Venkat Subramaniam ont co-présenté à Voxxed Days Amsterdam sur "Intelligent Kotlin", avec un épisode de podcast associé. Cloud Amazon S3 Files https://aws.amazon.com/about-aws/whats-new/2026/04/amazon-s3-files/ Amazon S3 Files est un nouveau service donnant un accès système de fichiers direct aux données stockées dans les buckets S3 Basé sur la technologie Amazon EFS, il supprime la barrière entre stockage objet et interface système de fichiers sans dupliquer les données Débit en lecture pouvant atteindre plusieurs téraoctets par seconde ; des milliers de ressources de calcul peuvent y accéder simultanément Les données restent accessibles via les deux interfaces : S3 API classique et système de fichiers standard, sans migration nécessaire Cas d'usage : agents IA pour la persistance de mémoire entre pipelines, équipes ML sans staging, simplification des data lakes Disponible dans 34 régions AWS Data et Intelligence Artificielle Comment générer de la musique et des clips audio en Java avec le modèle Lyria 3 https://glaforge.dev/posts/2026/03/25/generating-music-with-lyria-3-and-the-gemini-interactions-java-sdk/ Génération musicale avec Lyria 3 (DeepMind) et le SDK Java Gemini Interactions. Lyria 3 : modèle d'IA générative pour créer musique avec paroles ou pistes instrumentales. Utilisation via le SDK Java de l'API Gemini, nécessite une clé API Gemini. Deux versions de modèle Lyria 3 : lyria-3-clip-preview : Clips courts (30s), extraits. lyria-3-pro-preview : Chansons complètes (jusqu'à 3 min), structurées. Personnalisation via les prompts : Fournir ses propres paroles ou les faire générer. Contrôler la structure de la chanson ([Intro], [Verse], [Chorus], [Outro]). Générer des morceaux instrumentaux uniquement. Utiliser des images comme source d'inspiration (modèle multimodal). Sortie : Audio (MP3) et texte (paroles/structure) directement, sans décodage complexe. Facilite l'intégration de la génération musicale dans les applications Java. Les world model, la prochaine étape pour les IA https://www.lepoint.fr/sciences-nature/comment-le-commando-de-yann-le-cun-se-prepare-a-ringardiser-les-geants-mondiaux-de-lia-depuis-paris-OZVUWTDYBNE25C6WF44265ZQKE/ Yann LeCun a quitté Meta FAIR pour créer AMI Labs (Advanced Machine Intelligence) basée à Paris Sa thèse : les LLMs ne mèneront pas à l'intelligence générale, la vraie IA doit partir de la compréhension du monde physique AMI Labs a levé 1,03 milliard de dollars en seed (le plus grand seed round de l'histoire européenne) à 3,5 milliards de valorisation Les world models apprennent à prédire et comprendre la réalité physique plutôt qu'à prédire le prochain token d'une séquence Slogan d'AMI : "Real intelligence does not start in language. It starts in the world." Paris comme base stratégique pour challenger la Silicon Valley dans la prochaine rupture de l'IA Debezium 2026 : résultats du sondage communautaire https://debezium.io/blog/2026/04/27/debezium-2026-survey-results/ Debezium est un outil de Change Data Capture (CDC) open source qui capture les modifications de bases de données en temps réel pour les diffuser vers des systèmes comme Kafka. 98,6% des répondants utilisent Debezium activement ou prévoient de le faire dans l'année, avec 91,3% déjà en production. 63,8% des déploiements tournent sur Kubernetes, 60,9% utilisent Kafka Connect auto-géré, et 17,4% restent sur des VMs ou bare metal. Helm charts est l'approche dominante pour la gestion de configuration, souvent combiné avec GitOps, CI/CD, Ansible ou Terraform. PostgreSQL domine les connecteurs utilisés à 69,6%, suivi de MySQL (33,3%), SQL Server (29%) et Oracle (27,5%). Les volumes de changements capturés vont de 1-25 modifications par minute jusqu'à 1-2 millions par minute selon les environnements. Infinispan rejoint l'écosystème OGX comme fournisseur de stockage vectoriel https://infinispan.org/blog/2026/04/17/infinispan-joins-ogx-ecosystem OGX (anciennement Llama Stack) est un serveur API agentique open source pour construire des applications d'IA complètes. OGX compose des fournisseurs d'inférence, des stores vectoriels, des backends de sécurité, des runtimes d'outils et du stockage de fichiers en un seul serveur déployable. OGX se positionne comme une alternative à l'API OpenAI, déployable sur diverses infrastructures et modèles. OGX cible les workflows RAG (Retrieval-Augmented Generation) et les applications agentiques. Infinispan s'y intègre comme fournisseur de vector IO, apportant recherche vectorielle, par mots-clés et hybride. Je n'ai pas entendu parlé de ce renommage, vous le voyez dans vos deploiements ? Outillage cmux un nouveau terminal basé sur Ghostty spécialisé pour les coding agents https://cmux.com/ Application macOS native construite sur le moteur de rendu Ghostty (libghostty), offrant une accélération GPU pour une fluidité maximale Conçu spécifiquement pour le multitâche et les workflows assistés par IA, avec des onglets verticaux affichant la branche Git, le répertoire et les ports actifs Intègre des notifications qui illuminent les panneaux lorsqu'un agent IA (Claude Code, Codex, etc.) nécessite l'attention de l'utilisateur Propose un navigateur web intégré et scriptable qui peut être affiché en écran scindé à côté du terminal via une API Alternative moderne à tmux, ne nécessitant pas de fichiers de configuration complexes ou de préfixes de touches pour la gestion des vitres et des sessions Supporte nativement tous les agents de codage en ligne de commande et permet l'automatisation via une API socket et une interface CLI dédiée Git Worktree comme un chef https://www.metal3d.org/blog/2026/git-worktree-comme-un-chef/ Article par Patrice Ferlet Git Worktree: Travailler sur plusieurs branches simultanément via des répertoires distincts. Évite git stash ou clones multiples pour le changement de contexte rapide. Méthode "bare" (recommandée): Cloner le dépôt en mode bare (ex: .bare). Lier le dossier racine au dépôt bare via un fichier .git. Configurer le remote tracking pour voir toutes les branches distantes. Ajouter des worktrees pour chaque branche (git worktree add ). Avantages: Économie d'espace, source de vérité unique (un git fetch met tout à jour), hooks/configs partagés, sécurité. Conseils: Ne jamais faire de git checkout à l'intérieur d'un worktree. git fetch --all depuis n'importe quel worktree pour tout mettre à jour. git worktree add --detach pour tester des merges temporaires sans créer de branche. Supprimer: git worktree remove puis git worktree prune. Un script wtree est fourni pour automatiser l'initialisation du setup "bare". Améliore considérablement le workflow. L'IDE meurt et vite https://x.com/jdegoes/status/2036931874057314390?s=46&t=C18cckWlfukmsB_Fx0FfxQ Des leaders techniques prédisent la fin rapide de l'IDE traditionnel, remplacé par des interfaces conversationnelles agentiques Le changement de paradigme : le développeur n'écrit plus des lignes de code mais exprime son intention et supervise des agents autonomes Des outils comme Claude Code, Copilot et Cursor transforment déjà radicalement les workflows de développement quotidiens L'IDE centré sur l'éditeur de code perd sa raison d'être quand l'agent lit, modifie et structure le code de manière autonome La transition est comparable au passage du desktop au mobile : les pratiques établies depuis 30 ans remises en question en quelques mois Le source de Claude Code a leaké via probablement le codemap et un site decrit sont fonctionnement https://ccunpacked.dev/ Le 31 mars 2026, Anthropic a accidentellement inclus les sourcemaps dans un package npm de Claude Code, exposant ~512 000 lignes de TypeScript La fuite n'était pas un piratage mais une erreur humaine : un "*.map" oublié dans .npmignore Le site ccunpacked.dev a été lancé pour analyser et visualiser le code source décompressé Le code révèle un agent background permanent nommé "KAIROS", un mode furtif pour cacher les contributions des employés Anthropic à l'open source, et 44 feature flags cachés Une fonctionnalité inédite "Buddy" (animal de compagnie électronique dans le terminal) et un mode "dream" pour l'idéation continue ont été découverts Anthropic a confirmé : "Aucune donnée client sensible n'était impliquée. Erreur humaine dans le packaging de la release." Gemini CLI passe aux agents https://x.com/srithreepo/status/2039794081925382307?s=46&t=GLj1NFxZoCFCjw2oYpiJpw Gemini CLI, l'agent IA open source de Google pour le terminal, introduit des hooks dans sa boucle agentique Les hooks permettent d'exécuter des scripts automatiquement (scanners de sécurité, vérifications de conformité, logging) à chaque étape de l'agent Lancement de Gemini CLI GitHub Actions : un agent autonome pour les repositories qui peut exécuter des tâches de codage de routine Support des MCP servers pour étendre les capacités et des "Agent Skills" pour des workflows spécialisés Mode agent disponible dans VS Code et IntelliJ avec accès aux outils du système de fichiers et terminal Wispr, le speech to text en local sur macOS http://wispr.stormacq.com/ Wispr est une application macOS de dictée vocale entièrement locale, propulsée par Whisper (OpenAI) sur appareil, sans cloud ni tracking Sébastien Stormacq a développé Wispr en un jour et demi sans écrire une seule ligne de code, grâce à Kiro CLI (agent IA Amazon) Disponible en open source sur GitHub et via Homebrew Détection automatique de la langue, insertion du texte au curseur dans n'importe quelle application via un raccourci global En un mois : 19 releases incluant mode mains-libres, suppression des mots de remplissage, auto-envoi pour les chats, et un outil CLI Exemple concret de développement vibe coding produisant un outil de qualité production sans expertise Swift préalable Comment, Gordon, l'assistant spécialisé en Docker est né https://n9o.xyz/posts/202603-building-gordon/ Nuno Coração (n9o.xyz) détaille comment Gordon, l'assistant spécialisé Docker, a été construit sur docker-agent, le runtime d'agents IA open source de Docker écrit en Go Les agents sont définis en YAML déclaratif et distribués comme des artefacts OCI, sans mise à jour binaire nécessaire L'architecture initiale en essaim de 9 agents spécialisés a été abandonnée au profit d'un agent racine unique avec un prompt soigneusement conçu Le modèle utilisé est Claude Haiku 4.5, suffisant après optimisation des prompts Principe clé "show, then do" : toute action de l'agent nécessite une approbation explicite de l'utilisateur La description des outils impacte fortement la précision du LLM : ajouter des outils peut paradoxalement dégrader les performances existantes Le prompt est une spécification détaillée (identité, patterns d'accès fichiers, règles de sécurité) plutôt qu'une simple instruction IBM Bob https://bob.ibm.com/blog/announcing-ibm-bob-launch IBM Bob assistant IA d'IBM pour coder sur de vraies codebases (lancé avril 2026) 5 modes : Ask, Plan, Code, Advanced (MCP), Orchestrator Détecte la complexité du code en temps réel et propose des refactos Fait des revues de code automatiques sur tes branches/issues GitHub Permet d'écrire en langage naturel directement dans l'éditeur Fonctionne aussi en terminal/CLI et dans les pipelines CI/CD Sécurité : approbation manuelle, .bobignore, checkpoints, pas de training sur tes prompts How I use Claude - 50 tips pratiques https://www.youtube.com/watch?v=mZzhfPle9QU Staff Engineer Meta partage 50 tips après 6 mois d'utilisation intensive de Claude Code Basé sur ~12h/jour d'usage perso et professionnel Couvre tout : bases, workflows avancés, parallélisation Objectif : partager ce qu'il aurait voulu savoir dès le départ Méthodologies Quelqu'un rale sur la non soutenabilité des bases de code écritent avec des agents https://mariozechner.at/posts/2026-03-25-thoughts-on-slowing-the-fuck-down/ Mario Zechner estime que les agents IA font les mêmes erreurs répétitivement sans apprendre, accumulant la complexité à grande vitesse faute de bottlenecks humains Sans vision globale, les agents créent du cargo-cult : les "best practices" de l'industrie appliquées localement sans cohérence architecturale La croissance de la base de code dégrade la capacité des agents à retrouver le code existant → duplication et incohérences croissantes Il cite des pannes AWS et des initiatives qualité Microsoft comme signes préoccupants liés au code généré par IA Solution : réserver les agents aux tâches délimitées et évaluables, garder l'architecture, les APIs et les systèmes critiques écrits à la main Maintenir une revue de code rigoureuse et traiter les humains comme les gardiens finaux de la qualité On m'oblige à utiliser l'IA https://n.survol.fr/n/on-moblige-a-utiliser-lia Éric D. défend l'adoption obligatoire de l'IA comme décision stratégique légitime, comparable au choix du full remote ou de la stack technique Il distingue la décision stratégique (adoption IA) de la méthode d'accompagnement (qui reste collaborative et bienveillante) La compétence IA devient un critère de recrutement : chercher des candidats déjà curieux et explorateurs de ces outils L'alignement culturel sur les pratiques et outils est un prérequis à la cohésion d'équipe Le refus d'adopter certains outils stratégiques peut justifier de ne pas recruter un candidat autrement compétent Encore une metodo SPDD https://martinfowler.com/articles/structured-prompt-driven/ Problème : l'IA accélère le dev individuel mais amplifie ambiguïtés et incohérences à l'échelle d'une équipe. martinfowler SPDD : traiter les prompts comme des artefacts versionnés, révisables et réutilisables plutôt que des échanges jetables. martinfowler Canvas REASONS : 7 dimensions (Requirements, Entities, Approach, Structure, Operations, Norms, Safeguards) pour guider le LLM de l'intention à l'exécution. martinfowler Workflow en 6 étapes : exigences → analyse → contexte → prompt structuré → code → tests unitaires, chaque étape s'appuyant sur la précédente. martinfowler 3 compétences clés : abstraction d'abord, alignement de l'intention, revue itérative. martinfowler Limites : fort ROI sur du code métier complexe, peu adapté aux hotfixes urgents, scripts jetables ou travail créatif/visuel. m Sécurité Le projet Glasswing pour sécuriser les logiciels https://www.anthropic.com/glasswing Anthropic lance Glasswing, une initiative de cybersécurité utilisant Claude Mythos Preview pour identifier des vulnérabilités zero-day 12 partenaires fondateurs dont AWS, Apple, Cisco, CrowdStrike, Google, JPMorganChase, Linux Foundation, Microsoft et NVIDIA Anthropic investit 100 millions de dollars en crédits de modèle et 4 millions en dons aux organisations de sécurité open source Le modèle opère avec une autonomie substantielle, identifiant des milliers de vulnérabilités dans les OS, navigateurs et infrastructures critiques Plus de 40 organisations supplémentaires ont accès pour scanner et sécuriser leurs systèmes Objectif : donner l'avantage aux défenseurs avant que les techniques de hacking assistées par IA ne se généralisent chez les attaquants LinkedIn vous espionne https://frenchbreaches.com/blog/linkedin-est-accuse-de-fouiller-dans-votre-ordinateur-illegalement Scandale "BrowserGate" : LinkedIn injecte du JavaScript qui tente de détecter les extensions Chrome installées sur votre navigateur Le script analysé contient une liste codée en dur de 6 222 extensions Chrome avec identifiants et chemins de fichiers internes Croissance alarmante de la liste ciblée : 38 extensions en 2017 → 461 en 2024 → ~1 000 en mai 2025 → 6 222 début 2026 Les données collectées incluent aussi CPU, RAM, résolution d'écran, timezone et état batterie pour du fingerprinting Certaines extensions ciblées sont liées à la neurodivergence, aux pratiques religieuses ou aux opinions politiques → violation grave du RGPD LinkedIn défend que le scan vise uniquement à détecter les extensions qui pratiquent le scraping de données Post mortem de la supply chain attack sur la librairie NPM axios https://github.com/axios/axios/issues/10636 Le 31 mars 2026, deux versions malveillantes d'axios (1.14.1 et 0.30.4) ont été publiées via un compte mainteneur compromis Vecteur d'attaque : RAT installé via ingénierie sociale ciblée sur la machine personnelle du mainteneur principal La 2FA ne protège pas si la machine de l'utilisateur est compromise : l'attaquant contrôle tout et peut agir comme l'utilisateur Les packages malveillants injectaient plain-crypto-js@4.2.1, un cheval de Troie multi-plateforme (macOS, Windows, Linux) Détection communautaire en ~3 heures, suppression par npm, mesures correctives : rotation complète des credentials Changements préventifs : publication via OIDC, releases immuables, amélioration des pratiques GitHub Actions Passbolt un gestionnaire de mots de passe open source https://lesjoiesducode.fr/passbolt-gestionnaire-de-mots-de-passe-gratuit-open-source-que-votre-equipe-merite-vraiment Gestionnaire de mots de passe open source conçu pour le partage d'identifiants en équipe, utilisé par plus de 50 000 organisations Chiffrement individuel par utilisateur et par version de credential, pas de coffre-fort partagé — architecture zero-knowledge "Forward secrecy" : quand un membre quitte l'équipe, ses copies chiffrées sont automatiquement révoquées sans reset manuel Supporte TOTP, clés SSH, tokens API et champs personnalisés avec piste d'audit complète de tous les accès Édition communautaire entièrement gratuite avec utilisateurs illimités, auto-hébergeable ou cloud Chiffrement OpenPGP nécessitant passphrase + clé privée, avec tokens visuels anti-phishing Loi, société et organisation Anthropic fait un don d'1,5 millions de dollars à la fondation Apache https://news.apache.org/foundation/entry/the-apache-software-foundation-announces-1-5m-donation-from-anthropic Anthropic donne 1,5 million de dollars à l'ASF pour soutenir l'infrastructure, la sécurité et la communauté open source Vitaly Gudanets (CISO d'Anthropic) : "Soutenir l'ASF est un investissement direct dans la résilience et l'intégrité des systèmes dont dépend l'IA moderne" Les fonds financeront les systèmes de build, les processus de sécurité et les services aux projets Apache Ce don est le déclencheur de l'initiative IA responsable à 10 millions de dollars de l'ASF L'infrastructure Apache est invisible mais critique : des systèmes financiers aux plateformes de santé, elle sous-tend l'écosystème logiciel mondial L'ASF lance l'initiative IA responsable https://news.apache.org/foundation/entry/the-apache-software-foundation-launches-10m-responsible-ai-initiative-with-initial-1-75m-donation L'ASF lance une initiative pour une IA responsable dotée d'un budget de 10 millions de dollars sur 3 ans minimum Anthropic est le premier donateur avec 1,5 million de dollars ; Alpha-Omega contribue 250 000 dollars L'initiative fournit aux projets Apache un accès à des modèles IA pour l'expérimentation et la sécurité Elle soutient l'ensemble de la chaîne IA/ML : pipelines de données, infrastructure, frameworks de deep learning Des tracks de conférences, hackathons et bourses de voyage sont prévus pour élargir la communauté Les principes directeurs incluent la supervision humaine, l'intégrité des licences et la sécurité open source Oracle vire 30000 personnes https://rollingout.com/2026/03/31/oracle-slashes-30000-jobs-with-a-cold-6/ Oracle licencie 20 000 à 30 000 employés, 18% de ses effectifs mondiaux. Les salariés ont appris leur licenciement par un simple email à 6h du matin, sans aucun préavis. L'accès à tous les systèmes (Slack, Zoom, badges) a été coupé immédiatement après. But : libérer 8 à 10 milliards de dollars pour construire des centres de données IA. Oracle a déjà contracté 50 milliards de dettes en 2026 pour financer ses projets IA. Paradoxe : l'entreprise affiche un bénéfice record de 6,13 milliards, mais ses liquidités sont dans le rouge. L'action Oracle a perdu plus de la moitié de sa valeur depuis septembre 2025. Et si l'IA n'était qu'un prétexte pour licencier https://eventuallycoding.com/p/ia-licenciements-et-si-l-intelligence-artificielle-n-etait-qu-une-excuse Hugo Lassiège (eventuallycoding) estime que les entreprises utilisent l'IA comme narratif commode pour masquer des erreurs de gestion passées (Block a triplé ses effectifs post-COVID sans croissance des revenus correspondante) Moins de 1% des licenciements technologiques seraient réellement dus à des gains de productivité IA selon les analyses citées Mesurer la productivité des développeurs reste un problème non résolu, mais les entreprises affirment des gains d'efficacité sans preuves Des pressions économiques réelles (inflation, guerres commerciales, coûts énergétiques) sont masquées derrière le discours IA Les restructurations nécessaires sont présentées comme des transformations AI-driven positives pour rassurer les investisseurs Il y voit une fenêtre d'opportunité pour l'Europe pendant que les géants américains se restructurent GitHub Copilot va utiliser les interacitons pour entrainer ses modèles sauf si vous vous délistez https://github.blog/news-insights/company-news/updates-to-github-copilot-interaction-data-usage-policy/ À partir du 24 avril 2026, GitHub utilise par défaut les interactions des utilisateurs Copilot Free, Pro et Pro+ pour entraîner ses modèles Les données collectées incluent le code accepté ou modifié, les snippets envoyés, les noms de fichiers et structures de dépôts, et les retours utilisateurs Les utilisateurs Copilot Business, Enterprise et les dépôts d'entreprise sont exclus de cette collecte de données d'entraînement Opt-out disponible dans les paramètres GitHub > "Privacy" ; les préférences de désactivation préalables sont conservées automatiquement Objectif déclaré : améliorer la précision des modèles sur les langages et cas d'usage du monde réel Grosse percée de Claude Code dans les commits sur GitHub https://aifoc.us/damn-claude-thats-a-lot-of-commits/ Explosion de Claude Code : En six mois, Claude Code est passé de 0,7 % à 4,5 % de tous les commits publics sur GitHub, surpassant tous les autres outils d'IA combinés. Adoption massive des agents IA : Environ 5 % des commits publics sur GitHub sont désormais générés par des agents IA, un chiffre en croissance rapide depuis fin 2025. Domination des bots sur GitHub : Au-delà des commits, les outils d'IA sont omniprésents dans la gestion des pull requests et des problèmes (Copilot et CodeRabbit notamment). Limites méthodologiques : Les données ne concernent que les dépôts publics (les entreprises utilisent massivement des dépôts privés, invisibles ici). Le comptage dépend fortement de la visibilité des signatures (certains outils comme Claude marquent systématiquement leurs commits, d'autres non) L'API de recherche GitHub présente une fiabilité variable à cette échelle. Changement de paradigme : Le développement logiciel vit une transition majeure, comparable au passage du desktop au mobile. L'intégration des agents IA dans le cycle de production n'est plus une expérimentation, mais une réalité opérationnelle à grande échelle. Dysmaths une application pour aider à apprendre les mathématiques et la géométrie lorsque l'on souffre de dyspraxie, dysgraphie https://dysmaths.com/ Application web pour aider les élèves de collège et lycée souffrant de dysgraphie et dyspraxie à faire des maths et de la géométrie Outils de dessin à main levée, géométrie précise (compas, rapporteur, règle) et opérations structurées (fractions, racines, puissances, symboles mathématiques) Export PDF et PNG avec conservation fidèle de l'échelle pour l'impression et la soumission des exercices Options d'accessibilité : police OpenDyslexic, personnalisations d'interface, import d'images et de PDFs Répond à un besoin réel : les outils standards ne sont pas adaptés aux difficultés de coordination et d'organisation spatiale en mathématiques IA ou réalité ? Par Amistory https://www.youtube.com/watch?v=PPYdAhBBF2I L'IA génère des contenus (images, voix, vidéos) de plus en plus indétectables Les arnaques au clonage de voix et deepfakes sont en forte hausse Les faux contenus viraux manipulent l'opinion à grande échelle Le faux n'est plus un accident, c'est devenu un système organisé La société entre dans une ère de doute généralisé sur le réel Comment s'informer quand le réel lui-même peut être simulé ? Conférences La liste des conférences provenant de Developers Conferences Agenda/List par Aurélie Vache et contributeurs : 6-7 mai 2026 : Devoxx UK 2026 - London (UK) 12 mai 2026 : Lead Innovation Day - Leadership Edition - Paris (France) 12-13 mai 2026 : Lyon Craft - Lyon (France) 19 mai 2026 : La Product Conf Paris 2026 - Paris (France) 19-20 mai 2026 : Green Code Challenge - Paris (France) 21-22 mai 2026 : Flupa UX Days 2026 - Paris (France) 22 mai 2026 : AFUP Day 2026 Lille - Lille (France) 22 mai 2026 : AFUP Day 2026 Paris - Paris (France) 22 mai 2026 : AFUP Day 2026 Bordeaux - Bordeaux (France) 22 mai 2026 : AFUP Day 2026 Lyon - Lyon (France) 27 mai 2026 : aMP Day Strasbourg 2026 - Strasbourg (France) 28 mai 2026 : DevCon 27 : I.A. & Vibe Coding - Paris (France) 28 mai 2026 : Cloud Toulouse 2026 - Toulouse (France) 29 mai 2026 : NG Baguette Conf 2026 - Paris (France) 29 mai 2026 : Agile Tour Strasbourg 2026 - Strasbourg (France) 2-3 juin 2026 : Agile Tour Rennes 2026 - Rennes (France) 2-3 juin 2026 : OW2Con - Paris-Châtillon (France) 3 juin 2026 : IA–NA - La Rochelle (France) 4 juin 2026 : Workplace Intelligence Days - 1ère édition - Lyon (France) 5 juin 2026 : TechReady - Nantes (France) 5 juin 2026 : Fork it! - Rouen - Rouen (France) 6 juin 2026 : Polycloud - Montpellier (France) 9 juin 2026 : JFTL - Montrouge (France) 9 juin 2026 : C: - Caen (France) 9 juin 2026 : France API 2026 - Paris (France) 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) 25-26 juin 2026 : Agile Tour Toulouse 2026 - Toulouse (France) 27 juin 2026 : Asynconf - Paris (France) 2 juillet 2026 : Azur Tech Summer 2026 - Valbonne (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 : 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) 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) 12 octobre 2026 : Dev With AI - Paris (France) 27-29 octobre 2026 : Directions EMEA 2026 - Paris (France) 29-30 octobre 2026 : BDX I/O 2026 - Bordeaux (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) 27 novembre 2026 : DevFest Paris 2026 - Paris (France) 1-3 décembre 2026 : Apidays Paris - 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) 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/

Many applicants underestimate supplemental essays—this episode shows how to strengthen them, avoid common mistakes, and improve your chances of getting PA school interviews.Submit your strongest, best CASPA PA school application with Application to Acceptance!Inside A2A, we walk you through every step of creating your strongest, most competitive CASPA application!Everything from:Choosing the right PA schools for YOU and YOUR stats (even if you have a low GPA or weakness)Writing your most compelling personal statementCASPA Experience Paragraphs Templates - plug-and-play templates to write strong experience paragraphs that highlight YOUNEW!! Personal Statement Theme + Outline Creator Tool - discover your strongest themes AND get an outline of exactly what to write unique to YOUInterview course + MMI + Traditional Q&A WorkbooksSupplemental essays, AI and technology essay, and life essay Templates for emails of continued interest to PA schools, LORs and so much more! Direct access to us in a private A2A group for anything that comes up throughout your cycleJoin A2A NOWKeep up the amazing work, future PA!Katie + Beth

Normalmente, cari ascoltatori, nella nostra trasmissione parliamo di passato, spesso di presente per approfondire temi e questioni che ci vengono proposti dall’attualità. Oggi abbiamo scelto di parlarvi del futuro anche se di un futuro prossimo. In particolare il futuro della comunicazione d’impresa, da qui al 2025, tema di notevole interesse per i suoi risvolti anche di carattere socio-economico. Lo facciamo traendo spunto da un libro appena pubblicato da Egea dal titolo “I comunicatori del futuro, Business, Human, Tech: la Tavola delle Competenze 2035” con prefazione di Roberto Tasca, scritto da Alberto Mattiacci, docente alla Sapienza e alla Luiss Business School, e Carlotta Ventura, responsabile comunicazione di A2A e presidente di Amsa. Basandosi sui metodi dei "future studies", il libro - che contiene diversi saggi - poggia sul presupposto che in un ambiente sempre più saturo di contenuti, il comunicatore del futuro non sarà più un “produttore di contenuti”, ma un “architetto di senso” capace di unire tecnica, cultura e negoziazione. I professionisti e le aziende dovranno imparare a comunicare anche con le macchine, non solo con gli esseri umani. In linea con noi questa sera abbiamo uno dei due autori Carlotta Ventura.

Everything pre-PA students need to know about CASPA GPA — including how science and overall GPAs are calculated, what PA schools actually require, and how to strengthen your application before submitting.Application to Acceptance NOW ENROLLING!! Inside A2A, we walk you through every step of creating your strongest, most competitive CASPA application!Everything from:Choosing the right PA schools for YOU and YOUR stats (even if you have a low GPA or weakness)Writing your most compelling personal statementCASPA Experience Paragraphs Templates - plug-and-play templates to write strong experience paragraphs that highlight YOUNEW!! Personal Statement Theme + Outline Creator Tool - discover your strongest themes AND get an outline of exactly what to write unique to YOUInterview course + MMI + Traditional Q&A WorkbooksSupplemental essays, AI and technology essay, and life essay Templates for emails of continued interest to PA schools, LORs and so much more! Direct access to us in a private A2A group for anything that comes up throughout your cycleJoin A2A NOW! Keep up the amazing work, future PA!Beth + Katie

What happens when AI stops being a demo and becomes the operating layer of business?April 2026 marked a major shift in the global AI story — from autonomous agents and orchestration protocols to context engineering, compute races, regulation, and new business models. In this episode, we break down the biggest AI news from around the world and what it means for enterprises, technology leaders, and the future of work.• AI agents moved from experiments to real-world execution• MCP, A2A, and context engineering reshaped the AI stack• Compute, governance, and monetization became global battlegroundsYou can reach @Manjeet @Sesh @Lukas @RaghuWebsite @ XTraw AI

Milano chiude la settimana oltre i 48 mila punti, con A2A tra i titoli più comprati. Tuttavia, Estellantis e altri titoli come Moncler e Mediolanum registrano perdite significative. Learn more about your ad choices. Visit megaphone.fm/adchoices

The Wolves and the Wild have evened up the series at 1-1. Jaden McDaniels had some choice words for Denver, but was it blown a bit out of proportion? Plus, a closing Wrestlemania recap. All that and more on this week's A2a!

A real, unfiltered look at what PA school is actually like—from the workload and pressure to the surprises no one prepares you for before you apply.Application to Acceptance NOW ENROLLING!! Coaching starts April 21 so you're ready to submit when the new CASPA cycle opens!Inside A2A, we walk you through every step of creating your strongest, most competitive CASPA application!Everything from:Choosing the right PA schools for YOU and YOUR stats (even if you have a low GPA or weakness)Writing your most compelling personal statementCASPA Experience Paragraphs Templates - plug-and-play templates to write strong experience paragraphs that highlight YOUNEW!! Personal Statement Theme + Outline Creator Tool - discover your strongest themes AND get an outline of exactly what to write unique to YOUInterview course + MMI + Traditional Q&A WorkbooksSupplemental essays, AI and technology essay, and life essay Templates for emails of continued interest to PA schools, LORs and so much more! Direct access to us in a private A2A group for anything that comes up throughout your cycleJoin A2A NOW! See you inside A2A!Keep up the amazing work, future PA!Beth + Katie

Learn exactly what to do (and what to avoid) in the first 24 hours after CASPA opens so you can submit early and stand out!Application to Acceptance NOW ENROLLING!! Coaching starts April 21 so you're ready to submit when the new CASPA cycle opens!Inside A2A, we walk you through every step of creating your strongest, most competitive CASPA application!Everything from:Choosing the right PA schools for YOU and YOUR stats (even if you have a low GPA or weakness)Writing your most compelling personal statementCASPA Experience Paragraphs Templates - plug-and-play templates to write strong experience paragraphs that highlight YOUNEW!! Personal Statement Theme + Outline Creator Tool - discover your strongest themes AND get an outline of exactly what to write unique to YOUInterview course + MMI + Traditional Q&A WorkbooksSupplemental essays, AI and technology essay, and life essay Templates for emails of continued interest to PA schools, LORs and so much more! Direct access to us in a private A2A group for anything that comes up throughout your cycleJoin A2A NOW! Keep up the amazing work, future PA!Katie + Beth

Learn how to write a strong PA school personal statement by choosing the right themes, backing them with experiences, and clearly answering “Why do you want to be a PA?"Application to Acceptance NOW ENROLLING!! Coaching starts April 21 so you're ready to submit when the new CASPA cycle opens!Inside A2A, we walk you through every step of creating your strongest, most competitive CASPA application!Everything from:Choosing the right PA schools for YOU and YOUR stats (even if you have a low GPA or weakness)Writing your most compelling personal statementCASPA Experience Paragraphs Templates - plug-and-play templates to write strong experience paragraphs that highlight YOUNEW!! Personal Statement Theme + Outline Creator Tool - discover your strongest themes AND get an outline of exactly what to write unique to YOUInterview course + MMI + Traditional Q&A WorkbooksSupplemental essays, AI and technology essay, and life essay Templates for emails of continued interest to PA schools, LORs and so much more! Direct access to us in a private A2A group for anything that comes up throughout your cycleJoin A2A NOW! See you inside A2A!Keep up the amazing work, future PA!Katie + Beth

Two wonderful early April traditions - The Masters and the guys complaining about the start of another Twins season. Who will don the green jacket, and who are these guys coming out of the bullpen? All that and a Final Four breakdown on this week's A2a!

263: I sat down with Callan Faulkner to talk about what's actually working with AI right now and how it's changing the way we build and run businesses.(Show Notes: REtipster.com/263)A year ago, AI felt like a cool tool. Today, it's becoming the operating system behind everything. In this conversation, we break down how AI agents, automation, and custom-trained systems are replacing manual work and unlocking massive leverage.We also talk about what's overhyped, what still requires human judgment, and how real estate investors (especially land investors) can start using AI to gain a serious edge.If you're trying to scale your business, free up time, or just understand where things are going, this is a conversation you don't want to miss.

Executives from ServiceNow, TwelveLabs, and AWS share unfiltered lessons on organizational change, data strategy, and best practices for scaling AI products worldwide.Topics Include:Three panelists explore scaling and monetizing agentic AI products.ServiceNow built entirely new prompt engineering roles from scratch.Evaluations-first culture replaced traditional QA — a major mindset shift.TwelveLabs' "Tokens Never Sleep" initiative broke down team AI resistance.Unlimited token usage revealed how underused AI actually is.Rich: the competitive window for acting on AI is closing.ServiceNow's DART program governs customer data for evaluation only.Enterprise data governance is fundamentally different from consumer companies.Disorganized internal data breaks agentic systems — structure comes first.Your data, not your model, is your competitive advantage.Krish's surprise: enterprise governance made model training nearly impossible.Jae: powerful AI tools erode human opinions faster than expected.Rich: boardroom-to-shop-floor AI adoption is unlike any previous wave.Customers began favoring velocity after watching competitors win with it.ServiceNow shipped agents at 20% resolution — then iterated upward.Focus early agents on reversible, low-risk, two-way-door actions.AWS tracks internal AI adoption in a structured weekly mechanism.TwelveLabs' two models power sophisticated video RAG workflows at scale.A Hollywood studio cut full episodes to four minutes using them.Voice agent worked perfectly in demos — broke immediately in production.Customers now measure how fast a product is getting smarter.Future-proofing infrastructure is every product leader's top anxiety today.MCP and A2A enable message-passing — but deeper problems remain.Semantic mismatch, agent identity, and trace governance remain unsolved.Tiered autonomy, trust, and data foundations define who ultimately wins.Participants:Krish Ganapathy | VP, AI Science, Architecture and Tools, ServiceNowJae Lee | CEO & Co-Founder, TwelveLabsRich Geraffo | Vice President & Managing Director, North America, AWSModerator: Connie de Lange | Marketing Director, North America, AWSSee how Amazon Web Services gives you the freedom to migrate, innovate, and scale your software company at https://aws.amazon.com/isv/

“Getting it right means getting the right people, balance, structure, and authority—and everyone loving what they're doing.” – Mark ZookWelcome to episode 230 of The CUInsight Experience podcast with your hosts, Randy Smith, co-founder of CUInsight, and Jilly Nowacki, President and CEO of Humanidei.This episode is sponsored by Alacriti, a leading payments fintech helping credit unions modernize money movement. Alacriti enables real-time money movement experiences for loan payments, A2A transfers, digital disbursements, and bill pay. Through a single cloud-native platform that connects to RTP, FedNow, Fedwire, ACH, Visa Direct, and Zelle, credit unions can progressively modernize without overhauling legacy systems. Learn more at alacriti.com!In this new 2026 season, Jilly and I will have conversations centered around leadership, credit unions, and living our best lives. We will have some of the most respected leaders from around credit unions who we are grateful to call friends join us in the discussion from time to time too.Join us for this episode as we welcome Mark Zook, President and CEO of Maps Credit Union. He joins us to discuss something that many leaders experience but rarely say out loud: the fact that real growth often begins after you become the CEO. Mark stepped into the CEO role internally and has continued to evolve as a leader via years of work both inside his organization and across the credit union movement!Listen in as Mark shares what it was like moving into the CEO seat after seventeen years at Maps, believing himself to be prepared only to quickly realize how wrong that he had been. His first months in the role happened during the chaos of the Great Recession, which forced him and his newly assembled executive team to come together quickly, make difficult decisions, and build resilience in real time—all early challenges which shaped how he approaches leadership today!We also spend some time talking about one of the biggest transitions leaders face: shifting from being the person who gets things done to the person who empowers others to do the work. Mark reflects on how his “builder” mindset had to evolve once he became CEO. Instead of being the one executing, he instead had to learn how to listen, support, and guide the people around him.Throughout our conversation, we also touch upon the role that mentors play in leadership growth, with Mark reflecting on the major influence that former Maps CEO Dan Penn had on him, having pushed him into opportunities long before he felt ready. That spirit of curiosity and experimentation has shaped a lot of Maps' culture—from launching organizations that benefit the industry and even to entering newly emerging areas such as cannabis banking. We also talk about the value of iteration in leadership and how ideas rarely start fully formed. Hear how many of the initiatives that began as small experiments at Maps have grown into major organizations serving credit unions nationwide.Along the way, Mark shares lessons about risk, resilience, and the importance of building strong teams. If you have ever wondered what leadership growth looks like after the promotion, our conversation with Mark Zook offers an honest and thoughtful perspective!Find the full show notes on cuinsight.com.Connect with Mark:Mark Zook, President/CEO of Maps Credit UnionSend us Fan Mail

In this episode of Next in Media, I sit down with Adam Roodman, General Manager of Yahoo DSP, to talk about how Yahoo has quietly built one of the most compelling demand side platforms in the market. Adam walks through Yahoo's positioning in the ongoing DSP wars, why their identity graph and ConnectID solution give advertisers an edge in a world of increasing signal loss, and how the platform's deep roots in connected TV and live sports are creating new opportunities for performance marketers. We also get into Yahoo's massive supply path optimization efforts and why having fewer, higher quality paths to inventory is becoming a real differentiator. Adam and I also dig into the rapidly evolving world of agentic AI in advertising and what it actually means today versus the hype. He shares Yahoo's perspective on the protocol debate between A2A and MCP, why data quality and content accuracy are table stakes for AI agents, and how Yahoo is building an "AI librarian" function to ensure agents can operate with the right context. We also explore how CTV inventory has exploded on the platform, why live sports are changing the addressable advertising landscape, and Adam's take on whether AI will truly reduce headcount or just shift how teams operate. __________________________________________________ Key Highlights  

“Creating space isn't accidental, but an actual decision that must be made every day.” - Jilly NowackiWelcome to episode 229 of The CUInsight Experience podcast with your hosts, Randy Smith, co-founder of CUInsight, and Jilly Nowacki, President and CEO of Humanidei.This episode is sponsored by Alacriti, a leading payments fintech helping credit unions modernize money movement. Alacriti enables real-time money movement experiences for loan payments, A2A transfers, digital disbursements, and bill pay. Through a single cloud-native platform that connects to RTP, FedNow, Fedwire, ACH, Visa Direct, and Zelle, credit unions can progressively modernize without overhauling legacy systems. Learn more at alacriti.com!In this new 2026 season, Jilly and I will have conversations centered around leadership, credit unions, and living our best lives. We will have some of the most respected leaders from around credit unions who we are grateful to call friends join us in the discussion from time to time too.Join us for this episode as we discuss something that is seemingly simple but surprisingly difficult for leaders to do: creating space—space for the work that actually matters, space for the people who matter most, and space to think without your calendar screaming at you! Between emails, notifications, and endless meetings, it's so easy to let the urgent take control over what's truly important, and we're sharing how we intentionally carve out the time, energy, and focus to prevent that from happening.Tune in as we discuss why leadership isn't just about doing more but is also about choosing what to give your attention to. Jilly shares why protecting your energy matters just as much as protecting your time, and we explore how easy it is to let the squeaky wheel hijack your focus. We talk about strategies like the urgent-important matrix and service level agreements, but also the subtler art of saying “no” without feeling guilty. Learning to resist comparison and focusing on your organization's mission instead of someone else's success can make a bigger difference than people realize.We also talk about the seasons of life and work, and how priorities shift over time. We reflect on moving from constant networking to more meaningful conversations, and we share how integrating personal and professional life helps with alignment and with what matters most! We also both share how we try to honor our natural rhythms, protect uninterrupted time for reflection, and avoid letting the “urgent” distract from the work that has the most impact.By the end of this episode, expect to hear how intentional space—not just busy schedules or productivity hacks—creates clarity, energy, and better decisions! We are sharing honest experiences, practical habits, and a few birthday weekend laughs along the way! Find the full show notes on cuinsight.com.Subscribe on: Apple Podcasts and SpotifyBooks mentioned on The CUInsight Experience podcast: Book ListSend a text

An airhacks.fm conversation with Daniel Terhorst-North (@tastapod.com) about: first computer experience with the ZX81 and its 1K memory, the 1K chess game on ZX81, the ZX Spectrum with 16K and later 48K memory, the Amstrad 128K, typing in game listings from computer magazines, Dan's brother John hacking ZX spectrum games using a hardware freeze device and memory peeking/poking, cracking game encryption and copy protection on 8-bit tape cassette games, the arms race between game publishers and hackers, cracking the Star Wars game security before its release, ZX Spectrum fan sites and retro gaming communities, classic games including 3D Monster Maze and Manic Miner and Jet Set Willy, sprite graphics innovation on the Z80 chip, first internship at Domark publishing Empire Strikes Back on ZX Spectrum and Commodore 64, second internship at IBM Hursley Park working on CICS in PL/1 and Rexx, the contrast between casual game studio culture and IBM corporate culture in the 1980s, IBM's role as a founding partner of J2EE Enterprise Java, JMS wrapping MQ Series, the reliability of MQ Series compared to later messaging technologies, finding and reporting a concurrency bug in MQ Series with JUnit tests and IBM's rapid response with an emergency patch, IBM alphaWorks portal and experimental technologies, IBM Aglets mobile Java agent framework compared to modern A2A agent protocols, Jini and JavaSpaces from Sun Microsystems with leasing and self-healing, JXTA peer-to-peer technology, IBM Jikes Compiler performance compared to javac, IBM's own JVM, JVM running on Palm Pilot around 1999, VisualAge for Java as a port of VisualAge for SmallTalk with its image-based architecture and no file system exposure, Java's coupling of class and package names to files and directories as a design weakness, the difficulty of refactoring without IDE support, Eclipse as the first IDE with proper refactoring, NetBeans IDE performance compared to Visual Studio Code, third internship writing X-ray machine control software in Turbo Pascal doing digital image processing, the pace of technological innovation slowing from kaikaku (abrupt change) to kaizen (continuous improvement), Douglas Adams quote about technology perception by age, DEC Alpha 64-bit Unix performance, commodity Linux hardware replacing exotic RISC machines, Apple M series chips rediscovering RISC Architecture and system-on-chip design, innovation fatigue and signal-to-noise ratio in modern tech, LLMs and the trillion-dollar bet on the wrong technology, electric cars as an example of ongoing innovation, Tailwind CSS shutting down due to AI-generated code replacing paid expertise, Stack Overflow in trouble due to AI summarization, open source innovation continuing with tools like Astral's uv replacing the python toolchain, cross-community collaboration between rust and Python and Ruby ecosystems, first graduate job at Crossfield (Fuji/DuPont joint venture) doing electronic pre-press and color transformation through 4D CMYK color cubes, writing a TIFF decoder from scratch in C, Raster Image Processor technology and its connection to Adobe, transition from C++ to Java feeling quirky, joining ThoughtWorks in 2002 for enterprise Java work Daniel Terhorst-North on twitter: @tastapod.com

“As women, we have a lot of work to do—and that work is something we have to continue to be impatient about.” – Tansley StearnsWelcome to episode 228 of The CUInsight Experience podcast with your hosts, Randy Smith, co-founder of CUInsight, and Jilly Nowacki, President and CEO of Humanidei.This episode is sponsored by Alacriti, a leading payments fintech helping credit unions modernize money movement. Alacriti enables real-time money movement experiences for loan payments, A2A transfers, digital disbursements, and bill pay. Through a single cloud-native platform that connects to RTP, FedNow, Fedwire, ACH, Visa Direct, and Zelle, credit unions can progressively modernize without overhauling legacy systems. Learn more at alacriti.com!In this new 2026 season, Jill and I will have conversations centered around leadership, credit unions, and living our best lives. We will have some of the most respected leaders from around credit unions who we are grateful to call friends join us in the discussion from time to time too.Join us for this episode as we welcome Tansley Stearns back to the show. Tansley is the President & CEO of orsa credit union, and she helps challenge us to think about leadership from the inside out, sharing a candid conversation about what it actually takes to become the kind of leader you're proud to be, not just the one who looks impressive on paper.We talk with Tansley about a defining moment during COVID that reshaped how she thinks about people, trust, and growth and how, from that experience, came her powerful framework of “cushions and wings,” or the idea that leaders must first create safety, care, and trust before asking people to stretch, innovate, and take risks. Without the cushion, the wings can do real harm. That idea really sets the tone for our discussion on authenticity, emotional honesty, and the responsibility that leaders carry when people are watching everything that they do.Tansley shares what it's meant for her life and journey as a leader to let go of people-pleasing, borrowed identities, and the masks she once wore to fit into rooms that didn't always feel like home. We explore how embracing who she truly is—laughter, emotions, bold dreams, and all—has made her a more effective and trusted leader, and she also opens up about her uncompromising standards: no “brilliant jerks,” no behavior that harms people, and no shrinking herself to make others feel more comfortable.We also reflect on the mentors who have shaped us, the feedback that changed us, and the responsibility that we now have to show up for the next generation of leaders. We talk about values, joy, growth, and why leadership is ultimately about people, not metrics. This episode is for anyone who's questioning who they're becoming at work, who feels the weight of trying to belong, or who wants to lead with courage, care, and clarity, with Tansley reminding us that authenticity isn't a destination but a practice! Enjoy our conversation with Tansley Stearns!Find the full show notes on cuinsight.com.Connect with Tansley:Tansley Stearns, President & CEO of orsa credit unionorsacu.org Tansley: LinkedInorsa credit union: LinkedIn | Facebook | Send a text

An airhacks.fm conversation with Kabir Khan (@kabirkhan) about: Discussion about the A2A (Agent-to-Agent) protocol initiated by Google and donated to the Linux Foundation, the A2A Java SDK reference implementation using quarkus, the Java SDK development accepted by Google, comparison of python and Java expressiveness and coding practices, the concept of an agent as a stateful process versus a tool as a stateless function call, the agent card as a JSON document advertising capabilities including supported protocols and descriptions and input/output modes and examples, the three wire protocols supported: JSON RPC and HTTP+JSON (REST) and grpc, the proto file becoming the single source of truth for the upcoming 1.0 spec, the facade/adapter pattern for the unified client across protocols, the agent executor interface with request context and event queue parameters, the distinction between simple message interactions and long-running multi-turn tasks, tasks as Java Records containing conversation history with messages and artifacts, message parts including text parts and data parts and file parts, task lifecycle with task IDs and context IDs for stateful conversations, the event queue as internal plumbing for propagating task updates, the separation between spec package (wire protocol entities) and server package (implementation details), the task store as a CRUD interface with in-memory default and database-backed implementations in extras, replicated queue manager using microprofile reactive messaging with Kafka for kubernetes environments, building A2A agents without any LLM involvement for simple use cases like backup systems, the role of LLMs in creating prompts from task messages and context, the agentic loop and the challenge of deciding when an agent's work is complete, the relationship between MCP (Model Context Protocol) for tool access and A2A for agent-to-agent communication, the possibility of wrapping agent calls as MCP tools, memory management considerations with short-term and long-term memory and prompt size affecting LLM quality, the distinction between the bare reference implementation and Quarkus-specific enhancements like annotations and dependency injection, upcoming 1.0 release with standardized Java records for all API classes and improved JavaDoc, protocol extensions including the agent payment protocol and GUI snippet extensions using template engines, authentication support with OAuth2 tokens and API keys and bearer tokens, the authenticated agent card containing more information than the public agent card, authorization hooks being discussed for task-level access control, the API and SPI segregation suggestion for better clarity between spec and implementation Kabir Khan on twitter: @kabirkhan

Rassegna stampa economico-finanziaria del 21 febbraio 2026, strutturata per macro-temi e basata sulle principali testate giornalistiche nazionali.Investimenti e MercatiTestate coinvolte: Il Sole 24 Ore / Milano Finanza / la Repubblica / il Giornale / Corriere della Sera * Borse Europee in rialzo: Reazione positiva alla sentenza della Corte Suprema USA che ha dichiarato illegittimi i dazi di Trump. Piazza Affari è risultata la migliore in Europa con un incremento del +1,48%. Altri listini: Parigi +1,39%, Francoforte +0,96%, Madrid +0,90% e Londra +0,59%. * Andamento Wall Street: Reazione più cauta a New York; l'indice S&P 500 ha registrato un +0,6%, il Nasdaq +0,9% e il Dow Jones +0,49%. * Materie Prime e Valute: L'oro ha raggiunto un nuovo record a 5.117 dollari l'oncia (+2,4%). L'euro si è rafforzato sul dollaro a quota 1,1786 (+0,13%). * Corsa Globale all'IA: Gli investimenti globali in Intelligenza Artificiale per il 2026 vedono gli USA in testa con circa 700 miliardi di $ ( Alphabet, Microsoft, Meta e Amazon). La Cina punta a un mercato da 1.400 miliardi di $ entro il 2030. L'Europa appare in ritardo con una spesa prevista di soli 10,6 miliardi di € per infrastrutture cloud sovrane. * Export Italiano: Nel 2025 l'export ha raggiunto un valore record di 643 miliardi di € (+3,3%). Gli USA rappresentano il secondo partner commerciale con una quota del 10,4% (69,6 miliardi di €). Industria e BusinessTestate coinvolte: la Repubblica / Corriere della Sera / il Giornale / La Stampa * Crisi dei Dazi USA: La Corte Suprema ha annullato dazi che avevano generato entrate per 133,5 miliardi di $, definendoli illegali poiché non autorizzati dal Congresso. Trump ha però già annunciato una nuova tariffa globale del 10% per 150 giorni basata sulla "Section 122" del Trade Act del 1974. * Settore Agroalimentare: L'export vinicolo italiano negli USA vale il 24% del totale del settore. Nonostante il successo del Prosecco, si registra un calo generale del comparto negli USA stimato al -10% in quantità e -4,5% in valore. * Settore Farmaceutico: Comparto resiliente, ha registrato una crescita dell'export del +28,5% nel 2025, fondamentale per mantenere in attivo la bilancia commerciale verso gli Stati Uniti. * Piani Industriali negli USA: Stellantis ha confermato investimenti per 13 miliardi di $ per aumentare la produzione del 50% (5.000 nuovi posti). Prysmian ha acquisito Channell per 950 milioni di $. * Nomine e Media: Dimissioni di Paolo Petrecca dalla direzione di Rai Sport; direzione affidata ad interim a Marco Lollobrigida.Fisco, Normativa e ManovraTestate coinvolte: Il Sole 24 Ore / la Repubblica / Corriere della Sera * Pagella UPB sulla Manovra 2026: L'Ufficio Parlamentare di Bilancio segnala benefici netti per le famiglie per 20,1 miliardi di € nel triennio 2026-2028. Al contrario, a imprese e autonomi viene chiesto un contributo di 9,1 miliardi di €. * KPI Deficit: La manovra comporta un aumento del deficit rispetto al tendenziale di 0,8 miliardi nel 2026, 5,7 miliardi nel 2027 e 6,8 miliardi nel 2028. * Decreto Milleproroghe: Chiusa la discussione alla Camera con la richiesta di fiducia; confermato lo stop alla proroga del credito d'imposta per la carta editoriale e il rinvio della tassa di 2 € sui mini-pacchi extra-UE. * Giustizia Tributaria: Dal 2 maggio 2026 scatterà il giudice monocratico per le liti fiscali fino a 10.000 € per accelerare lo smaltimento dell'arretrato. * Sanità Integrativa: Nuova riforma organica (DL 19/2026) che affida la vigilanza alla Covip per un settore che conta oltre 15 milioni di iscritti.Banche e CreditoTestate coinvolte: la Repubblica / Il Sole 24 Ore * Fattore Borsa: I titoli bancari hanno guidato il rialzo di Piazza Affari insieme alle assicurazioni (Unipol), grazie agli ottimi conti del 2025. * BCE e "Fattore Lagarde": Incertezza sui mercati legata alle possibili dimissioni della presidente Lagarde; la volatilità rimane il termometro principale per la politica monetaria.Energia e GeopoliticaTestate coinvolte: la Repubblica / La Stampa / Il Messaggero * Decreto Bollette: Il governo stima un risparmio lordo di 7,5 miliardi di € per famiglie e imprese tramite la sterilizzazione dei costi ETS e oneri gas. Tuttavia, l'aumento dell'Irap del 2% per i produttori energetici (impatto di 1 miliardo di €) rischia di essere traslato sui prezzi finali. * Tensioni in Confindustria: Elettricità Futura (guidata da Edison e A2A) minaccia l'uscita da Confindustria per divergenze insanabili sul Decreto Bollette. * Scenario USA-Iran: Indiscrezioni su un possibile "attacco limitato" degli USA contro l'Iran per bloccare il programma nucleare. Parallelamente, Teheran avrebbe offerto accesso ai giacimenti di gas in cambio di velivoli civili americani.Lavoro e FormazioneTestate coinvolte: Il Sole 24 Ore / Corriere della Sera / La Stampa * Turn-over nella PA: Prevista l'uscita di 1 milione di dipendenti pubblici nei prossimi 6 anni a causa della "gobba demografica" (il 30% della forza lavoro attuale). * IA e Competenze: A Torino è stato presentato il piano strategico 2026-2030 dell'Istituto Italiano di IA (AI4I), con l'obiettivo di superare i 10 milioni di € di ricavi esterni e attivare 30 laboratori.Executive Takeaway (Insight per C-Suite) * Resilienza Export: Nonostante le barriere doganali e l'incertezza politica negli USA, l'export italiano verso Washington ha retto (69,6 mld € nel 2025), trainato dalla farmaceutica (+28,5%). La diversificazione dei mercati (Mercosur, India) resta la priorità strategica per mitigare il rischio Trump. * Dicotomia Fiscale: La manovra 2026 favorisce i consumi delle famiglie (20 mld €) ma drena risorse dal sistema produttivo e dagli autonomi (9,1 mld €). Le aziende devono monitorare attentamente la sostenibilità strutturale di questi interventi nel lungo periodo (post-2029). * Energy Risk: Il beneficio del Decreto Bollette (stimato in un -10/15% sui prezzi all'ingrosso) potrebbe essere annullato dal recupero marginale delle utility colpite dall'extra-Irap e dalla volatilità dei certificati ETS. * Lavoro nella PA: La massiccia ondata di pensionamenti nella PA (1 mln in 6 anni) apre opportunità per fornitori di servizi digitali e consulenza per la gestione della transizione e del reclutamento. * Sovranità Tecnologica: L'IA sta passando da ambito sperimentale a infrastruttura critica. Per le imprese italiane, la sfida non è solo l'adozione individuale, ma l'integrazione di filiera per non subire la leadership tecnologica di USA e Cina.

The Super Bowl has come and gone and what a game it was, we guess? The guys break it all down, and try to be a bit more entertaining than the game itself. The NBA trade deadline also passes. But most importantly the Winter Olympics are here and everyone's favorite 4 year sport, curling, is back in action. Don't miss this A2a!

Rassegna stampa economico-finanziaria del 20 febbraio 2026, strutturata per macro-temi e basata sulle principali testate giornalistiche nazionali.Investimenti, Mercati e InnovazioneTestate: Il Sole 24 Ore / Milano Finanza / La Repubblica * Iperammortamento 4.0: La Legge di Bilancio 2026 reintroduce la maggiorazione del costo di acquisizione per beni strumentali 4.0 e impianti FER nel triennio 2026-2028. La norma prevede tre scaglioni: 180% fino a 2,5 milioni €, 100% tra 2,5 e 10 milioni € e 50% tra 10 e 20 milioni €. * Intelligenza Artificiale e Industria: Debutta a Torino "Officine d'Intelligenza", primo Forum Nazionale sull'AI per l'industria. L'Istituto Italiano di IA (AI4I) ha siglato oltre 30 accordi nel 2025 e punta ad avere 70 ricercatori entro fine 2026. La piattaforma SUK per le PMI conta già 92 produttori e 124 soluzioni. * Editoria e Credito d'Imposta: Saltata nel decreto Milleproroghe l'agevolazione per l'acquisto della carta nel triennio 2026-2028. Il settore editoriale contesta la scelta, definita uno "schiaffo" a un comparto strategico.Energia e UtilityTestate: La Repubblica / Il Sole 24 Ore / Libero / Milano Finanza * Decreto Bollette e Mercato: Il provvedimento punta a un beneficio netto di 900 milioni € per gli utenti finali tramite lo spostamento dei costi di trasporto del gas (operazione da 700 milioni €/anno). * Impatto sulle Utility: Piazza Affari reagisce negativamente al decreto con perdite per i titoli energetici: Enel -3,59%, A2a -2,21%, Erg -3,29%, Italgas -1,37%. * Ets e Irap: Il governo aumenta l'Irap di 2 punti percentuali per due anni per chi produce e vende energia. La sospensione degli Ets (sistema scambio emissioni) potrebbe ridurre il costo dell'elettricità fino a 30 €/MWh, con benefici stimati in 3 miliardi €, ma l'efficacia è sospesa in attesa del via libera UE. * Spalma Incentivi: La riforma dei vecchi incentivi (Conti Energia I-IV) coinvolge 54.419 impianti per 13,3 GW di capacità. Il piano prevede un taglio degli oneri di sistema di 2 miliardi € nel 2028-2029.Fisco e NormativaTestate: Corriere della Sera / Il Sole 24 Ore / Il Messaggero * Rottamazione Quater: Salta nel Milleproroghe la riapertura dei termini per chi non ha pagato la rata del 30 novembre 2025. La Lega annuncia la ripresentazione della misura in un futuro decreto fiscale bis. * Bonus Occupazione: Prorogati i bonus per giovani e Zes Unica fino al 30 aprile 2026, ma con decontribuzione che scende al 70% se non c'è incremento occupazionale netto. Il bonus donne è confermato al 100% fino al 31 dicembre 2026. * Tassazione E-commerce: Ipotesi di rinvio per la tassa da 2 € sui piccoli pacchi extra-UE, in attesa della norma UE da 3 € prevista per l'1 luglio.Banche e Governance EuropeaTestate: Il Messaggero / La Repubblica / Il Sole 24 Ore * Valzer alla BCE: Rumors su dimissioni anticipate di Christine Lagarde (scadenza naturale 31 ottobre 2027) per possibili candidature politiche in Francia. * Nomine UE: Italia "sottopesata" nella mappa delle Authority europee: su oltre 30 agenzie, Roma non ne ospita nessuna di rilievo. La Germania ospita la BCE e l'AMLA a Francoforte. * Comitato Produttività: Polemica per lo scioglimento del board di esperti da parte del presidente CNEL Brunetta, che ha trasformato l'ente in un organismo interno, contravvenendo alle richieste UE di indipendenza.Geopolitica e DifesaTestate: Corriere della Sera / Il Foglio / TPI * Ultimatum USA all'Iran: Donald Trump concede 10-15 giorni a Teheran per un accordo sul nucleare prima di valutare un attacco militare. Gli USA schierano una "big armada" con oltre 100 caccia e 2 portaerei (Uss Lincoln e Uss Gerald Ford). * Risiko delle Basi: Gli USA contano 750 basi in 80 Paesi e una spesa militare di 900 miliardi $ per il 2025. La Cina ha 2 basi oltremare (Gibuti e Cambogia) ma punta a espandersi in Africa e nel Golfo di Guinea. * Tensioni Italia-Francia: Scontro diplomatico tra Meloni e Macron dopo l'omicidio di un militante a Lione. A rischio il clima del vertice bilaterale di Tolosa previsto per il 9 aprile.Sport Business e MediaTestate: Corriere della Sera / La Repubblica / Il Fatto Quotidiano * Rai Sport: Si dimette il direttore Paolo Petrecca dopo le polemiche per la telecronaca olimpica. L'interim va a Marco Lollobrigida. * Costi TV: Polemica sulla nuova striscia di Tommaso Cerno su Rai 2: costo stimato di 11.000 € a puntata per circa 4 minuti di trasmissione (60.000 € al mese). * Buco Olimpico: Il bilancio di Milano-Cortina 2026 registra un passivo previsionale di circa 100 milioni €. La Fondazione ha accumulato debiti verso il CIP per 4,46 milioni € (2024-2025) e verso il CONI per 12 milioni € (2025).Lavoro e FormazioneTestate: La Repubblica / Il Messaggero / Il Sole 24 Ore * AI e Occupazione: Secondo Stefano Scarpetta (OCSE), l'IA è complementare per 3 lavoratori su 5. Il 56% degli adulti usa già ChatGPT a tre anni dal lancio. * Sicurezza e Organici: Allarme del Comandante Generale dei Carabinieri Luongo: mancano forze  militari a causa del blocco del turnover. In arrivo la "denuncia di smarrimento digitale" per recuperare 1 milione di ore-lavoro. * Crisi Piccoli Comuni: Negli enti sotto i 5.000 abitanti, i dipendenti sono calati del 13,9% in 10 anni, mentre il part-time è raddoppiato raggiungendo il 29,1%.Executive Takeaway (Insight per C-Suite) * Incertezza Energetica: Il Decreto Bollette riduce i margini delle utility nel breve periodo e sposta i benefici per i consumatori al 2027, subordinandoli a una complessa trattativa con la Commissione UE sulla normativa Ets. * Transizione 4.0: Il ritorno all'iperammortamento (fino al 180%) offre una finestra di pianificazione triennale, ma l'assenza dei decreti attuativi e l'incertezza sul cloud computing frenano l'immediata operatività degli investimenti. * Rischio Geopolitico: L'ultimatum USA all'Iran (scadenza inizio marzo) e l'imponente dispiegamento navale nel Golfo aumentano la volatilità dei mercati energetici e richiedono piani di contingency per le supply chain globali. * Skill Gap Digitale: La barriera all'adozione dell'IA non è più il costo tecnologico ma la carenza di competenze; le aziende devono investire in formazione per rendere il capitale umano complementare agli algoritmi. * Efficienza PA: La carenza di personale nelle forze dell'ordine e nei piccoli comuni spinge verso una digitalizzazione forzata dei processi amministrativi per garantire la continuità dei servizi.

Confused about whether your volunteer hours “count”? Here's what PA schools actually care about—and what matters more than the setting.___________________________________Inside Application to Acceptance (A2A), we walk you step-by-step through building your strongest CASPA application.Exactly how to put together your BEST, PA School interview-worthy app!How to write your personal statement to stand outCreating your best CASPA experience paragraphsHow to choose schools that will love you and your stats (even if you have a low GPA)If you're applying this cycle and want to do it right the first time, join A2A here!Keep up the awesome work, future PA!Katie + Beth

Rassegna stampa economico-finanziaria del 15 febbraio 2026, strutturata per macro-temi e basata sulle principali testate giornalistiche nazionali.Investimenti e MercatiTestate: Il Messaggero, La Repubblica, Corriere della Sera * Economia G7 in stallo: L'Italia e gli USA sono gli unici Paesi del G7 a mostrare una crescita significativa nel 2025. Il reddito reale delle famiglie italiane è aumentato dell'1,7% nel terzo trimestre 2025, a fronte di cali in Francia (-0,3%) e Regno Unito (-0,8%). * Export italiano: L'Italia si conferma il quarto esportatore mondiale, superando il Giappone. Tuttavia, pesano le carenze logistiche e la mancata partecipazione ai progetti infrastrutturali paneuropei come la strategia dei "Tre Mari". * Borsa e Utility: I titoli energetici hanno subito forti perdite a causa dei timori sul Decreto Bollette: Enel ha perso circa il 4,5% di capitalizzazione, A2A quasi il 6%. * Vigilanza Risparmio: La BCE propone una supervisione europea comune sui grandi gestori patrimoniali (10-15 operatori transfrontalieri), con l'affidamento all'Esma del coordinamento della vigilanza.Industria e AutomotiveTestate: Corriere della Sera, Il Sole 24 Ore * Competitività Energetica: Confindustria lancia l'allarme sui costi dell'energia che frenano gli investimenti delle multinazionali in Italia. * Settore Agricolo: Coldiretti contesta la possibile riduzione retroattiva dei prezzi minimi garantiti sulle bioenergie (biogas), definendoli strumenti indispensabili per la sostenibilità degli impianti. * Olimpiadi Milano-Cortina 2026: A metà evento sono stati venduti quasi 1,3 milioni di biglietti, con un'occupazione degli spalti superiore all'85%. Il target di ricavi dal ticketing è fissato oltre i 200 milioni di €.Fisco e NormativaTestate: Il Sole 24 Ore, La Stampa * Concordato Fiscale 2026-2027: Il Governo lavora a nuovi incentivi per sedurre i 2,2 milioni di Partite IVA rimaste fuori dalla prima edizione. L'obiettivo è ampliare la fascia di reddito soggetta all'aliquota IRPEF del 33% fino a 60.000 € (attuale soglia 50.000 €). * Lotta all'Evasione: Nel 2024 il recupero ha superato il record di 31 miliardi di €. Resta però un tax gap stimato di 90 miliardi di €, IVA esclusa. * Rottamazione Quinquies: Fissata la scadenza del 30 aprile per aderire alla sanatoria delle cartelle relative al periodo 2000-2023. Si stima un incasso di 13 miliardi di € in dieci anni.Banche e CreditoTestate: Il Messaggero, La Stampa * Liquidità BCE: Mossa dell'Eurotower per rafforzare l'Euro fornendo liquidità a tutte le banche centrali per fronteggiare la volatilità dei mercati. * Extra-profitti: Il vice-premier Salvini torna a proporre l'uso di una parte degli utili bancari (stimati in 28 miliardi di € nel 2025) per ridurre le bollette di luce e gas.Energia e GeopoliticaTestate: Corriere della Sera, La Repubblica, Il Messaggero * Decreto Energia: Atteso in CdM mercoledì 18 febbraio. Previsto un bonus una tantum di 90 € per le fasce fragili (stanziamento di 315 milioni di €). * Nodo ETS: Il Governo punta a sterilizzare l'impatto dei costi della CO2 (ETS) sul prezzo dell'energia, con un potenziale risparmio fino a 30 €/MWh, ma la misura rischia il veto di Bruxelles. * Relazioni USA-UE: La Premier Meloni conferma la partecipazione dell'Italia come osservatore al Board per Gaza alla Casa Bianca. Restano tensioni sulla cultura "MAGA" e sui possibili dazi americani.Sport Business & MediaTestate: Corriere della Sera, La Repubblica * Caos RAI Sport: Auro Bulbarelli sostituirà il direttore Paolo Petrecca per la telecronaca della cerimonia di chiusura delle Olimpiadi (22 febbraio) dopo le gaffe dell'inaugurazione. * Gestione Rai: Faro del CdA sulle spese di RaiSport, con collaborazioni esterne salite da 1,7 a 2,3 milioni di € nel 2025.Lavoro, Formazione e SanitàTestate: Il Sole 24 Ore, La Stampa * Riforma Istituti Tecnici: Al via da settembre 2026 i nuovi moduli basati sul PNRR, con focus su economia e tecnologia-ambiente. Coinvolgeranno oltre 835.000 studenti. * Liste d'Attesa Sanità: Lanciata la Piattaforma Nazionale di monitoraggio. Emerse criticità estreme: fino a 800 giorni per alcuni esami. In Italia circa 6 milioni di persone hanno rinunciato a curarsi per i tempi lunghi.Executive Takeaway (Insight C-Suite) * Resilienza Italiana: L'Italia guida la crescita reale del G7 post-inflazione (+7,5% potere d'acquisto pro capite dal 2022), unico Paese con surplus primario, ma la crescita è legata all'aumento record dell'occupazione piuttosto che alla produttività di sistema. * Rischio Regolatorio Energetico: Il tentativo di modificare unilateralmente il meccanismo ETS per abbassare i prezzi elettrici (-30 €/MWh) crea instabilità per gli investitori "green" (85 miliardi previsti nel triennio) e apre un conflitto normativo con la Commissione UE. * Referendum Giustizia (22-23 marzo): La separazione delle carriere è percepita dal mercato come un fattore di velocizzazione della giustizia, ma l'incertezza sull'esito (testa a testa nei sondaggi) e la forte opposizione dell'ANM segnalano un possibile stallo delle riforme istituzionali. * Autonomia Strategica UE: La transizione verso l'autonomia produttiva (es. semiconduttori e lanci spaziali) è ritenuta urgente per mitigare la volatilità geopolitica, ma comporta costi operativi elevati nel breve periodo che potrebbero erodere la competitività delle manifatture. * Digitalizzazione Fiscale: L'Agenzia delle Entrate punta sull'interoperabilità di 200 banche dati e IA per superare il record di recupero evasione, offrendo alle imprese "stabilità per due anni" tramite il concordato biennale.

“Don't lose that zeal and passion, but don't trade on the cheapest human emotions—fear and contempt.” – Scott SimpsonWelcome to episode 227 of The CUInsight Experience podcast with your hosts, Randy Smith, co-founder of CUInsight, and Jilly Nowacki, President and CEO of Humanidei.This episode is sponsored by Alacriti, a leading payments fintech helping credit unions modernize money movement. Alacriti enables real-time money movement experiences for loan payments, A2A transfers, digital disbursements, and bill pay. Through a single cloud-native platform that connects to RTP, FedNow, Fedwire, ACH, Visa Direct, and Zelle, credit unions can progressively modernize without overhauling legacy systems. Learn more at alacriti.com!In this new 2026 season, Jilly and I will have conversations centered around leadership, credit unions, and living our best lives. We will have some of the most respected leaders from around credit unions who we are grateful to call friends join us in the discussion from time to time too.For this episode, we are joined by Scott Simpson, President/CEO of America's Credit Unions. Listen in this episode as we step away from job titles and LinkedIn headlines to talk about the moments that shape a career—the quiet hinge points, the unexpected invitations, and the decisions that feel terrifying in real time but obvious in hindsight. We talk with Scott about the “green light” moments that changed everything: being pulled into politics by a friend, stepping into the middle of a high-stakes bank–credit union fight, and then finally receiving one of the most surprising career taps imaginable—being told to apply for a CEO role he never expected to be offered! What followed wasn't just a promotion but a defining lesson in humility, courage, and emotional discipline.One of the most powerful parts of our conversation with Scott is the story that he shares about the leader he unintentionally jumped over and the grace that man showed in response. That choice, Scott tells us, didn't just transform a working relationship; it reshaped his entire career, and we reflect on what it means to name the elephant in the room, ask “Are we okay?” after hard decisions, and lead from empathy rather than ego.Scott also opens up about balancing youthful confidence with seasoned wisdom, resisting the pull toward fear or contempt, and learning to keep “motoring” even when the road ahead feels unclear. From Utah to California to Washington, D.C., his journey shows how small rooms and overlooked moments can ripple across an entire industry, so, for anyone feeling impatient, stuck, or hungry for what's next, this episode offers something more meaningful than a career checklist. It's a reminder that growth doesn't come from chasing status but rather from executing where you stand, lifting your part of the piano, and trusting that the road will bend when it's time! Enjoy our conversation with Scott Simpson!Find the full show notes on cuinsight.com.Subscribe on: Apple Podcasts and SpotifyConnect with James:Scott Simpson, President/CEO of America's Credit Unionsamericascreditunions.orgScott: LinSend a text

Two topics dominate today's show: the NBA Trade Deadline and a possible Giannis trade, and then Super Bowl LX. Come find out who might go where and what it means for the NBA. Who do the guys think is going to take home the Lombardi? The color of the gatorade bath? Length of the National Anthem? All that, and so much more on a packed A2a.

An airhacks.fm conversation with Kabir Khan (@kabirkhan) about: first computer was a ZX Spectrum 48K with rubber keys, playing Bomb Jack as a memorable early game, growing up in Norway near Oslo with lots of outdoor activities including skiing and swimming in warm fjords, discovering multimedia kiosks at Tower Records in Piccadilly Circus as career inspiration, writing a Java applet dissertation visualizing Motorola 68000 CPU instruction processing with animations, early programming in Basic on the ZX spectrum including a hardcoded cookbook application, learning Pascal and the revelation of understanding what files actually are, first job writing an HTTP server in C++ on Windows NT using Winsock, implementing Real-Time Protocol streaming for multimedia content, working at a consultancy learning multiple programming languages including Active Server Pages ASP and Microsoft Transaction Server MTS, going freelance and building a Java-based exhibition industry booking system, using JBoss with EJB3 for the second version of the exhibition system, getting JBoss support and being impressed by their expertise, contributing to JBoss Mail and JBoss AOP as open source contributions, meeting Sacha Labourey at a JBoss partner event in Norway who advised focusing on AOP, joining JBoss in September 2004 when the company had only about 50 people, meeting Marc Fleury and having pizza at his house in Atlanta, the Red Hat acquisition of JBoss in 2006, leading the JBoss AOP project and standardizing interceptor chains, working on the JBoss microcontainer for JBoss 5 which was over-engineered and slow, joining the team that rethought the server architecture leading to Wildfly, working on WildFly core server management and domain management, the recent move of the runtimes division from Red Hat to IBM, current work on Agent-to-Agent (A2A) protocol, quarkus being the Java reference implementation for the A2A specification published by Google, Agent-to-Agent Protocol as a standardized protocol for agent-to-agent communication using JSON-RPC REST and grpc, agent cards as capability advertisements similar to business cards, benefits of smaller specialized agents over monolithic AI applications including better traceability smaller context windows and flexibility with different LLMs, comparison of agent architecture to microservices where smaller agents are preferable unlike traditional services where monoliths can be better, upcoming episode planned to deep-dive into A2A with Quarkus and opentelemetry for agent traceability Kabir Khan on twitter: @kabirkhan

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“When someone joins an organization, you're not just buying into the work; you're buying into the leader too.” - Jilly NowackiWelcome to episode 225 of The CUInsight Experience podcast with your hosts, Randy Smith, co-founder of CUInsight, and Jilly Nowacki, President and CEO of Humanidei.This episode is sponsored by Alacriti, a leading payments fintech helping credit unions modernize money movement. Alacriti enables real-time money movement experiences for loan payments, A2A transfers, digital disbursements, and bill pay. Through a single cloud-native platform that connects to RTP, FedNow, Fedwire, ACH, Visa Direct, and Zelle, credit unions can progressively modernize without overhauling legacy systems. Learn more at alacriti.comIn this new 2026 season, Jilly and I will have conversations centered around leadership, credit unions, and living our best lives. We will have some of the most respected leaders from around credit unions who we are grateful to call friends join us in the discussion from time to time too.Following up on the first episode of the new 2026 season, we reflect on what leadership really looks like when you're living it and not just reading about it. Early on for both of us, building something from nothing made every decision very personal. People weren't just joining a company; they were trusting in us and the vision that we brought, and Jilly shares her own experience founding Humanidei and leading leagues, and we both explore the idea that when you hire someone, they're buying into more than just the work; they're buying into you as a leader and the philosophy that you bring. That alignment, we have found, can make all the difference in long-term growth and culture.We talk about the joy and the challenge of watching people grow. From employees stepping into new roles, achieving personal milestones, or moving on to other leadership positions, seeing that impact has been one of the most rewarding parts of our careers, yet it's easy to overlook these moments in the day-to-day hustle, and we explore why it's so important to recognize and nurture those “rock stars” and high-potential performers while gracefully letting go of those who unfortunately are not fully invested.We also dive into the weight of leadership, the balance between people and numbers, and how survival phases can make it especially difficult to hold onto joy. Both of us share personal lessons about the seasons of leadership and how knowing where to contribute at your highest value and building meaningful relationships inside and outside the organization can sustain inspiration over the long haul.By the end of our discussion, we land on one key truth: leadership isn't measured by metrics alone. It's measured by the people whose lives you have touched and the culture that you have fostered. We encourage leaders, whether you're a year into the role or decades in, to pause and ask yourself: who has grown because of your leadership? For us, that reflection is often the most rewarding part - and the part that makes us smile!Find the full show notes on cuinsight.com.Subscribe on: Apple Podcasts and SpotifyBooks mentioned on The CUInsight Experience podcast: Book ListSend us a text

“Purpose makes leadership feel worth it.” - Randy SmithWelcome to episode 225 of The CUInsight Experience podcast with your hosts, Randy Smith, co-founder of CUInsight, and Jill Nowacki, President and CEO of Humanidei.This episode is sponsored by Alacriti, a leading payments fintech helping credit unions modernize money movement. Alacriti enables real-time money movement experiences for loan payments, A2A transfers, digital disbursements, and bill pay. Through a single cloud-native platform that connects to RTP, FedNow, Fedwire, ACH, Visa Direct, and Zelle, credit unions can progressively modernize without overhauling legacy systems. Learn more at alacriti.com!In this new 2026 season, Jill and I will have conversations centered around leadership, credit unions, and living our best lives. We will have some of the most respected leaders from around credit unions who we are grateful to call friends join us in the discussion from time to time too.We open this season with a clear intention: leadership that feels meaningful, sustainable, and human, and we are much less focused on fixing what's broken and more on naming what helps leaders feel grounded, energized, and aligned with why they do the work in the first place.Purpose is ultimately the throughline, and Jill shares why it continues to matter so deeply to her, not just as a concept but as something that directly shapes well-being, motivation, and joy at work. From leadership teams to individuals feeling stuck, burned out, or in transition, she reflects on how a lack of purpose shows up in mental health, engagement, and fulfillment, with the question not being just how leaders define purpose for themselves but also how they help their teams understand the value of what they contribute every day.We also add another lens: purpose as the difference between motion and direction; running fast doesn't help if you're headed the wrong way. Together, we explore what it looks like to slow down just enough to make sure that the work is worth doing—especially after years marked by urgency, disruption, and constant change. Our conversation also touches on what leaders are grappling with right now. While AI and technology continue to evolve, Jill observes a noticeable shift as 2026 begins: less panic, more curiosity, and a renewed focus on staying human-centered while using new tools appropriately.You will also get a preview of what's ahead this season, including conversations about career-defining moments, celebrating wins, building legacy, staying grounded, and finding joy in watching others succeed. Thanks for tuning in, and we hope that you enjoy this first episode of a new season of the show! Find the full show notes on cuinsight.com.Subscribe on: Apple Podcasts and SpotifyBooks mentioned on The CUInsight Experience podcast: Book ListPrevious guest mentioned in this episode: Tracie Kenyon (episodes 12 & 20Send us a text

As we conclude the Wild Card round of the NFL playoffs, coaches are fired, trade talks are heating up, and games came down to the wire. The guys break that all down plus take a quick glimpse at the Wolves, Gophers, and so much more on this week's A2a.

What if account-to-account payments felt as dependable as swiping a card? We sit down with Keith Raphael, Co-founder and CEO of Straddle, to explore how a trust-first approach can transform ACH, RTP, and FedNow into fast, reliable options that product teams and finance leaders can actually count on. Keith's journey from hardcore compliance to building a unified API offers a rare, inside look at what it takes to replace “file uploads and hope” with identity-led orchestration and clear, real-time visibility.We unpack the core idea that money moves at the speed of trust and how the lack of a strong identity layer has kept A2A stuck in 1970s-era uncertainty. Keith explains how Straddle combines KYC, fraud detection, open banking connectivity, tokenization, and multi-rail routing to solve the “where is my money” gap for subscriptions, stored-value wallets, remittances, marketplaces, and B2B flows. We also dig into US-specific headwinds: no regulatory mandate for open banking or instant payments, incumbent pricing strategies that protect debit economics, and the resulting friction for adopters.From the rise of platforms and embedded finance to direct-to-rail integrations and the cautious reality of stablecoins, Keith lays out a pragmatic roadmap for scaling bank payments without sacrificing compliance or customer trust. The lesson from Stripe and Square still stands (simplicity wins) but it now applies to ACH, RTP, and FedNow. 

The Wild made one of the biggest blockbuster trades in recent NHL memory, and haven't lost a game since. JJ McCarthy is starting to show something, has he turned it around? Plus, it was John Cena's final match and the guys discuss if it went the way they expected and felt like it should have. All that and more on a fresh A2a!

If you run a small or mid-sized retail business and feel stuck between legacy tools and rising customer expectations, this conversation is your playbook for breaking through. We sit down with Unzer CEO Robert Bueninck to unpack how bundling software and payments helps merchants deliver seamless experiences across in-store and online without enterprise budgets or heavyweight integrations.Robert traces his journey from early Klarna days to leading Unzer's “payments and beyond” ecosystem, and lays out why the mid-market is the most underserved (and most promising) space in European commerce. We dive into the practical ways software plus payments drives real outcomes: faster onboarding, unified reporting, and simpler support when QR ordering, click-and-collect, or in-store returns marry e-commerce and POS. He explains Unzer's focus on food services, beauty, and apparel, and how a clear build-partner boundary keeps products sharp while letting merchants scale when complexity grows.We also dig into Europe's unique payments fabric. Alternative payment methods and account-to-account rails already dominate online checkout in markets like the Netherlands and Belgium, changing merchant economics with lower cost and instant funds. BNPL fills the buyer-protection gap, while policymakers push toward a pan-European A2A framework and greater vendor independence. Robert separates hype from habit on agentic commerce and stablecoins, arguing that adoption only happens when the new flow truly makes life easier for shoppers and staff and that's where the mid-market wins.Looking ahead, Robert outlines Unzer's growth bets: expand combined software and payments across core markets, bring all products to all regions, and help “make Germany digital” as a foundation for broader European reach.  If you care about SMB retail, omnichannel checkout, A2A payments, BNPL, and the future of European payments infrastructure, you'll find plenty to act on here.

New PA schools are launching—meaning more seats, more opportunities, and more chances to get accepted! Yay! In this episode, we drop the new PA programs just opened and what to consider before applying!>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>Create your most competitive application in Application to Acceptance Course - where we walk you step-by-step to create your strongest, most competitive PA school application!

Maribel Lopez reports live from AWS re:Invent 2025 in Las Vegas, unpacking why the AI experimentation phase is officially over. With statistics that say 95% of AI projects are failing and enterprise budgets tightening, 2026 demands production-quality AI—not more proof-of-concepts. This episode explores the critical shift from building agents to deploying them safely at scale.Key ThemesThe Reality Check (2025 Recap)MIT study reveals 95% AI project failure rateMcKinsey and BCG document widespread implementation strugglesBoard-level AI initiatives now demand real ROI, not just innovation theaterThe POC gold rush is over—experimentation budgets are drying upAgentic AI Grows Up The conversation has evolved from "can we build agents?" to "can we trust them in production?" Three critical roadblocks:Security & Orchestration: How agents interact without creating vulnerabilitiesPolicy & Governance: Preventing rogue agents and establishing guardrailsObservability: Real-time monitoring to ensure agents perform as intendedAWS re:Invent 2025 HighlightsAgent Core ImprovementsEnhanced policy frameworks defining agent boundaries and permissionsHuman-in-the-loop controls for high-stakes decisionsBetter cross-stack orchestration for multi-agent workflowsThe Discoverability ProblemAWS Marketplace now features natural language searchUpload requirements documents instead of filling rigid formsAI-suggested prompts help non-technical users navigate complex decisionsSmarter filtering for nuanced needs (performance vs. cost vs. compliance)The Full-Stack MaturityRecognition that AI "takes a village"—no single vendor owns the entire stackGrowing emphasis on open standards (A2A, MCP) for SaaS integrationTools designed for all skill levels, not just data scientistsKey TakeawayEnterprise AI in 2026 isn't about doing more—it's about doing it right. The winners will be organizations that prioritize governance, observability, and practical deployment over flashy demos.Host: Maribel LopezRecorded: AWS re:Invent, Las Vegas, December 2025Follow-up: Stay tuned for next week's deep-dive episode with demos and vendor interviews

Did you know you can buy inventory RIGHT ON AMAZON and flip it RIGHT BACK ON AMAZON? It's 100% within policy (when done properly) and there are countless ASINs (products) you can do this with profitably. Today's guest is doing this model at scale - set do to seven figures in total sales this year alone using A2A strategies - and his margins are fantastic!   Also - the course that teaches these strategies is on sale through mid-November 2025 at ProvenAmazonCourse.com/a2a   Stick around after the episode for a session with Cindy Smith from ECaccounting.com to discuss how to make sure your e-commerce accountant more than pays for themselves in saved money, time, and the discovery of untapped opportunities!   Watch this episode on our YouTube channel here: https://youtu.be/SiR7ab8eeoc   Show note LINKS:   Talk to Cindy and her team about getting your numbers straight! ECaccounting.com Proven Accounting Training - The module Cindy created inside the ProvenAmazonCourse.com training library. Learn to do it yourself the RIGHT way!   ProvenAmazonCourse.com/a2a Check out this course! Send-the-light.com The ministry Ryan spoke about in this episode!   https://www.facebook.com/groups/mysilentteam - Join 82,000 + Facebook members from around the world who are using the internet creatively every day to launch and grow multiple income streams through our exciting PROVEN strategies! There's no support community like this one anywhere else in the world!   SilentJim.com/bookacall - Schedule a FREE, customized and insightful consultation with my team or me (Jim) to discuss your e-commerce goals and options.   ProvenAmazonCourse.com - The comprehensive course that contains ALL our Amazon training modules, recorded events and a steady stream of latest cutting edge training including of course the most popular starting point, the REPLENS selling model. The PAC is updated free for life!   Today's guest: Ryan Otwell