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We're joined by droqen (The End of Gameplay, Starseed Pilgrim), Darius Kazemi (Tiny Subversions, Harvard Applied Social Media Lab), and Tara Macalister (mathematician, composer) to discuss Vertex Dispenser, the second game in our year-long exploration of the work of Michael Brough. Next Month: Kompendium Audio edited by Dylan Shumway. Discussed in this episode: Vertex Dispenser https://store.steampowered.com/app/102400/Vertex_Dispenser/ Michael Brough's Website https://www.smestorp.com/ Four color theorem https://en.wikipedia.org/wiki/Four_color_theorem Graph coloring https://en.wikipedia.org/wiki/Graph_coloring Starcraft II https://starcraft2.blizzard.com/en-us/ Splatoon https://splatoon.nintendo.com/ Dota 2 https://www.dota2.com/home Droqen's rare color graph/explanation https://discord.com/channels/690388280767807518/1442554518092120186/1465039921147412510 lots of michael brough games https://smestorp.itch.io/lots-of-michael-brough-games The Sense of Connectedness https://forums.tigsource.com/index.php?topic=16151.0 Kompendium https://mightyvision.blogspot.com/2012/06/kompendium.html The End of Gameplay https://droqen.itch.io/the-end-of-gameplay Utopia Clicker https://tinysubversions.com/game/utopia/ A Jackpot of Skulls https://brainfruit.studio/games/jackpot _update() Jam https://adamatomic.itch.io/update-jam https://secretlives.games/ https://discord.gg/tslog https://www.patreon.com/tslog https://www.youtube.com/eggplantshow
Episode: 00302 Released on January 19, 2026 Description: Artificial intelligence is everywhere but to what degree? Andreas Olligschlaeger returns to Analyst Talk for a deep dive into AI in law enforcement analysis. We break down what AI really is (and isn't), explore graph databases, anomaly detection, and Graph RAG, and discuss how analysts can use AI without replacing human judgment. The conversation also tackles ethics, explainability, and why validation and transparency matter more than ever. This episode is a must-listen for analysts trying to separate real capability from AI hype.
Submit your CPR Report here. Get a call from Dr. Zeeshan or Nurse Brittany fill out form here!https://docs.google.com/forms/d/e/1FAIpQLSeAO_cq5OE6ONYgDFSz0HHrUqKt2Nk1JfC-3D7eXUl8LlzGdg/viewformOur February course is $149.99 JOIN ASAP!~https://nclexhighyield.com/collections/february-coursesOur Self-Paced Online Videos are on sale for $44.99 and has updated notes, videos, and practice questions! You can join at https://nclexhighyieldcourse.com/p/full-nclex-course7
Juan and Tim rant about Context Graphs and categorizations of how companies work with data.See omnystudio.com/listener for privacy information.
My guests today are Animesh Koratana and Jamin Ball. Animesh is the founder and CEO of our portfolio company PlayerZero, which is building AI production engineers that operate complex enterprise software autonomously - resolving production incidents, catching defects before release, and building durable models of how systems actually behave.Jamin is a partner at Altimeter Capital and the writer behind Clouded Judgement, a Substack where he analyzes emerging trends in enterprise software. Jamin recently sparked a debate with an essay titled “Long Live Systems of Record.” His core argument is that while agents are changing how software is used and where value accrues, they still depend on ground truth. Systems of record won't disappear so much as get pushed down the stack as new agent-native interfaces emerge on top.My partner Jaya and I felt compelled to respond, with Animesh contributing insights based on what he's seeing on the ground as he builds PlayerZero. From our perspective, the missing layer is what happens inside the workflow itself: the judgment, exceptions, and reasoning that agents and humans apply as work gets done. We call these decision traces, and we believe the context graph they form over time will become the most valuable asset for companies building and deploying AI systems.It's a genuine debate - and one that's only going to matter more as agents move from demos to production.Looking forward to keeping the conversation going!Chapters00:00 Why Jamin's essay sparked debate00:35 Jamin's thesis: why agents need ground truth02:00 Animesh on why context graphs become the new source of leverage07:58 What current systems of record miss08:28 PlayerZero's perspective: context graphs in practice10:00 How context graphs could change org structures11:10 How to capture decision traces without forcing humans to log it?14:35 Which systems of record are most at risk17:04 Two workflows ripe for disruption: GTM and software development22:31 Animesh on where context graphs can add most value 28:50 Why context graphs create durability vs short-lived point solutions30:00 Will context graphs be verticalized or universal?34:00 Bear case: do context graphs fail like semantic layers?43:27 2026 predictions: big AI IPOs, world models, enterprise agent adoption45:00 Hot takes: point solutions die; AI job-loss discourse hits a fever pitch47:30 Jevons paradox: why agents create more work, not less
Tim and Juan chat with Tony Baer and Matt Housley, hosts of the “It’s About Data” podcast about what are the trends they are seeing with the start of 2026. We talked about AI magical thinking, Agentic architectures, Graphs, careers and much more. See omnystudio.com/listener for privacy information.
This is the takeaway episode about the chat that Tim and Juan have with Tony Baer and Matt Housley, hosts of the “It’s About Data” podcast about what are the trends they are seeing with the start of 2026. We talked about AI magical thinking, Agentic architectures, Graphs, careers and much more.See omnystudio.com/listener for privacy information.
Join Sean White and Aaron Nichols as they turn the world of solar energy upside down with humor, stories, and a fresh take on education. Discover why facts and graphs aren't enough, and how laughter and creativity can make even the most technical topics memorable. From fake ads to satirical brainstorms, this episode proves that learning about solar can be fun, engaging, and unforgettable. Tune in for a brighter perspective! Topics Covered Sitcom = Situation Comedy Making Boring Stuff Fun Graphs & Acronyms Exact Solar This Week in Solar Substack www.exactsolar.substack.com The Modern Mythmaker www.themodernmythmaker.substack.com Podbean Colbert Report Solyndra Fake Advertisement Big Oil Beverly Hillbillies YouTube Channel Repurposing Reach out to Aaron Nichols here: LinkedIn: www.linkedin.com/in/aaron-nichols Substack: www.exactsolar.substack.com Learn more at www.solarSEAN.com and be sure to get NABCEP certified by taking Sean's classes at www.heatspring.com/sean www.solarsean.com/pvip www.solarsean.com/esip
For episode 234, we're excited to welcome Yaniv Tal, a legendary builder who has helped shape the foundations of Web3 as we know it. Yaniv is the co-founder and former CEO of The Graph, one of the most critical pieces of decentralized infrastructure in the ecosystem, powering tens of thousands of applications across Web3. Today, he's building Geo, a project focused not on scaling transactions, but on rebuilding trust, knowledge, and coordination on the internet itself.In today's episode you'll learn:
Graphs and charts: One dealt with the average life span. I still have 17 years left according to statistical data. Another dealt with how much time we have left after arriving at age 65 to enjoy good health.
We're a week into 2026 and the optimism is still flowing! But that doesn't stop us hearing about all the binging and gains you had over the festive period. Plus, joining gyms, chocolate oranges, mixing Marmite with avocado and clothes not fitting. NOTE: there is more Easter chat in this episode than you'd expect from a January podcast.Send us a voicenote: 07468 286104 If you'd like to mark your weight loss with our exclusive certificates, get Extra Portions of this podcast and win CASH PRIZES go to patreon.com/noshameinagain or find us on the Patreon app. Hosted on Acast. See acast.com/privacy for more information.
The AI Breakdown: Daily Artificial Intelligence News and Discussions
Why “context graphs” have suddenly become one of the most important ideas in enterprise AI, and what they reveal about why agents fail or succeed at real work. This episode explains the core idea behind context graphs, how they differ from systems of record and knowledge graphs, and why capturing decision traces — the why, not just the what — may be the key to scalable autonomy inside organizations. In the headlines: AI wearables make another run at relevance, China reports early success using AI for cancer detection, X faces global backlash over Grok moderation failures, and Yann LeCun publicly breaks with Meta's AI strategy. Brought to you by:KPMG – Discover how AI is transforming possibility into reality. Tune into the new KPMG 'You Can with AI' podcast and unlock insights that will inform smarter decisions inside your enterprise. Listen now and start shaping your future with every episode. https://www.kpmg.us/AIpodcastsZencoder - From vibe coding to AI-first engineering - http://zencoder.ai/zenflowRobots & Pencils - Cloud-native AI solutions that power results https://robotsandpencils.com/The Agent Readiness Audit from Superintelligent - Go to https://besuper.ai/ to request your company's agent readiness score.The AI Daily Brief helps you understand the most important news and discussions in AI. Subscribe to the podcast version of The AI Daily Brief wherever you listen: https://pod.link/1680633614Interested in sponsoring the show? sponsors@aidailybrief.ai
Tots TURNT: We have an update on the final push for Tots TURNT. Shout outs to everyone that has donated. Corey's Angels Live: We must continue our watch of the best show on the Internet, Corey's Angels Live. This is a complete disaster. Special Guests: Fred Durst is in the building and Gerard McMahon, all the celebs! THE BEAR!, FUCK YOU, WATCH THIS!, THE KINKS!, FATHER CHRISTMAS!, SENTIENT NECK PUSSY!, AI!, ROAST!, TOTS TURNT!, DONATIONS!, SUPPORT!, COREY'S ANGELS LIVE!, COMMENTS!, CHAT!, SCROLLING!, DAISY DE LA HOYA!, HATERS!, TROLLS!, MODELS!, MERCH!, MONOLOGUE!, HOWARD STERN!, ROAST!, MICHAEL JACKSON!, SURGERY!, PHILIP SEYMOUR HOFFMAN!, LOVE OR POOP!, VOTES!, GRAPH!, GUY ON THE BOARDS!, TRYOUTS!, HATERS!, FRED DURST!, CRY LITTLE SISTER!, GERARD MCMAHON!, MICHAEL SCOTT!, SCUMBAG JOSH!, SUPERCHATS!, JAMESONANDJACK!, JUSTIN BIEBER!, PHILIP SEYMOUR HOFFMAN!, OVERDOSE!, BILL SHYTE!, FASHION SHOW!, ROCK OF LOVE!, DAISY OF LOVE!, SCIENCE!, BEANIE!, FISHERMAN HAT!, COOCOO!, AMERICA'S GOT TALENT!, BOOGIE DOWN!, PERFECT ENDING! You can find the videos from this episode at our Discord RIGHT HERE!
What happens when the person preaching on Sunday morning believes something completely different than the folks sitting in the pews? Well friends, that's exactly what we're digging into today. My buddy Ryan Burge brought the graphs—including some brand new data that hasn't even dropped on his Substack yet—and let me tell you, it's a real deal predicament for Mainline Protestantism. Turns out about 60-70% of mainline clergy identify as liberal, but only about 25% of the people in the pews do. That's not a gap, that's a canyon. We're talking ELCA, UCC, PCUSA, Episcopalians—the whole crew. And look, Ryan and I are both mainline folks, so we're not throwing rocks across the river here. We're throwing rocks at our own faces. We get into why this disconnect exists, what the "silver tsunami" of aging Boomers means for these congregations, and why young progressive folks aren't joining our churches even though we thought we built them a home. It's honest, it's a little uncomfortable, and yeah, we also talk about Zion Williamson and Christmas movies because that's just how we roll. If you want to go deeper on where American religion is headed, join me and Ryan along with Tony Jones for our upcoming class The Rise of the Nones this January at www.AmericanNones.com. Come on. You can WATCH the conversation and see the graphs on YouTube Dr. Ryan Burge is a professor of practice at the Danforth Center on Religion and Politics at Washington University in St. Louis. He is the author or co-author of four books including The Nones, The American Religious Landscape, and The Great Dechurching. He has written for the New York Times, the Wall Street Journal and POLITICO. He has also appeared on 60 Minutes, where Anderson Cooper called him, “one of the leading data analysts of religion and politics in the United States.” Previous Visits from Ryan Burge Gen Z Revival?: The Next Chapter in American Religious Life The 2024 Election & Religion Post-Mortem Distrust & Denominations Trust, Religion, & a Functioning Democracy What it's like to close a church The Future of Christian Education & Ministry in Charts The Sky is Falling & the Charts are Popping! Graphs about Religion & Politics w/ Spicy Banter a Year in Religion (in Graphs) Evangelical Jews, Educated Church-Goers, & other bits of dizzying data 5 Religion Graphs w/ a side of Hot Takes Myths about Religion & Politics Join us at Theology Beer Camp, October 8-10, in Kansas City! UPCOMING ONLINE CLASS: The Rise of the Nones One-third of Americans now claim no religious affiliation. That's 100 million people. But here's what most church leaders get wrong: they're not all the same. Some still believe in God. Some are actively searching. Some are quietly indifferent. Some think religion is harmful. Ryan Burge & Tony Jones have conducted the first large-scale survey of American "Nones", which reveals 4 distinct categories—each requiring a different approach. Understanding the difference could transform everything from your ministry to your own spiritual quest. Get info & join the donation-based class (including 0) here. This podcast is a Homebrewed Christianity production. Follow the Homebrewed Christianity, Theology Nerd Throwdown, & The Rise of Bonhoeffer podcasts for more theological goodness for your earbuds. Join over 75,000 other people by joining our Substack - Process This! Get instant access to over 50 classes at www.TheologyClass.com Follow the podcast, drop a review, send feedback/questions or become a member of the HBC Community. Learn more about your ad choices. Visit megaphone.fm/adchoices
UK Property Market Weekly Update - Week 49, 2025 I look at the UK property market in the ‘UK Property Market Stats Show“ for the week ending Sunday 14th December 2025 with the brilliant Adam Lawrence, the founder of Propenomix YouTube https://youtu.be/9vDevQx9wEY ✅ New Listings * 16.2k new properties came to market this week, down as expected from 19.4k last week. * 2025 weekly average: 34.1k. * 9 year week 49 average : 19.5k * Year-to-date (YTD): 1.669m new listings, 0.1% below than 2024 YTD (1.670m) and 7% above the 2017–19 average (1.559m) ✅ Price Reductions * 9.1k reductions this week, lower than last week's at 12.8k (Estate Agents seem to forget they can reduce houses prices after the first week in November!). 23.2k is the average weekly number of reductions for 2025. * 8.8% of resi homes for sale were reduced in November. Compared to Oct 12.8%, Sept 14.1%, August 11.1%, July 14.1% in July and 14% in June. * 2025 average still remains at 12.8%, versus the five-year long-term average of 10.74%. ✅ Sales Agreed * 17.2k homes sold subject to contract this week, down expectedly from 18.5k last week. * Week 49 average (for last 9 years) : 18.7k * 2025 weekly average : 25.3k. * YTD: 1.238m gross sales, which is 2.3% ahead of 2024 (1.211m) and 11.4% above the 2017–19 average (1.111m). * Some will note Gross Sales in Q4 were higher - this was the first time buyers were buying homes to beat the March 2025 stamp duty deadline ✅ Price Diff between Listings & Sales * Average Asking Price of listings last week £403k * Average asking price of Sales Agreed (SSTC) last week was £352k * A 14.6% difference (long term 9 year average is 16% to 17%). ✅ Sell-Through Rate * 13.5% of homes on agents' books went SSTC in November. Down from 15% in October, 14.1% in Sept, 14.5% in Aug, 15.4% in July, 15.3% in June, and 16.1% in May. * Pre-Covid average: 15.5%. ✅ Fall-Throughs * 4,783 fall-throughs last week (pipeline of 482k home Sold STC). * Weekly average for 2025: 6,100. * Fall-through rate: 25.8%, slightly up from 24.9% last week. * Long-term average: 24.2% (post-Truss chaos saw levels exceed 40%). ✅ Net Sales * 12.9k net sales this week, down expectedly from 13.7k last week. * Nine-year Week 49 average: 13.9k. * Weekly average for 2025: 19.2k. * YTD: 942k, which is 1.9% ahead of 2024 (924k) and 8.4% above 2017–19 (868k). ✅ Probability of Selling (% that Exchange vs withdrawal) * November Stats : 55.2% of homes that left agents' books exchanged & completed in November. (Note this figure will change throughout the month as more November stats come in). * October 53.3% / September: 53.1% / August :55.8% / July: 50.9% / June: 51.3% / May: 51.7% / April: 53.2%. ✅ Stock Levels * 678k homes on the market on the 1st of December, down from 742k on 1st of November. December '25 is identical to December '24. * 482k homes in sales pipeline on the 1st December, almost identical than 12 months ago. ✅ House Prices (£/sq.ft) * November 2025 agreed sales averaged £342.27 per sq.ft. 0.7% higher than 12 months ago and 12.6% than 5 years ago. The £/sqft at sale agreed matches the HM Land Registry Index with a 98% accuracy, 5 months in advance. That is why it is so important. November figures will follow in next weeks show. ✅ UK Rental Market Overview * Average Rent in November - £1,792 pcm - compared to £1,798 in Nov 2024 and £1,405 in Oct 2017. * Available Rental Properties in November '25 - 321k compared to 300k in November '24. * Notable increase of 22.8% more rental homes in Outer London than 12 months ago, yet a 3.7% decrease in Inner London - Not sure why ✅ Graphs https://we.tl/t-i2gNxxE5mz
The late Robert Solow was a giant among economists. When he was 98 years old he told Steve about cracking German codes in World War II, why it's so hard to reduce inequality, and how his field lost its way. SOURCES:Robert Solow, professor emeritus of economics at the Massachusetts Institute of Technology. RESOURCES:"Secrecy, Cigars, and a Venetian Wedding: How the P.G.A. Tour Made a Deal with Saudi Arabia," by Alan Blinder, Lauren Hirsch, Kevin Draper, and Kate Kelly (The New York Times, 2023)."Global Assessment of Environmental-Economic Accounting and Supporting Statistics: 2020," by United Nations Committee of Experts on Environmental-Economic Accounting (2021)."Where Modern Macroeconomics Went Wrong," by Joseph E. Stiglitz (Oxford Review of Economic Policy, 2015)."As Inequality Grows, So Does the Political Influence of the Rich," (The Economist, 2018)."Big Bang Financial Deregulation and Income Inequality: Evidence From U.K. and Japan," by Daniel Waldenstrom and Julia Tanndal (VoxEU, 2016)."The Fall And Rise Of U.S. Inequality, In 2 Graphs," by Quoctrung Bui (Planet Money, 2015).Nobel Prize Biographical, by Robert Solow (1987).Principles of Political Economy, by John Stuart Mills (1848). EXTRAS:"Is Economic Growth the Wrong Goal? (Update)," by Freakonomics Radio (2023). Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.
UK Property Market Weekly Update - Week 48, 2025 I look at the UK property market in the ‘UK Property Market Stats Show“ for the week ending Sunday 7th December 2025 with the brilliant Toby Martin from ‘We Are Unchained' YouTube https://youtu.be/yiu-A9bWAD4 ✅ New Listings * 19.4k new properties came to market this week, down as expected from 22.7k last week. * 2025 weekly average: 34.4k. * 9 year week 48 average : 22.8k * Year-to-date (YTD): 1.652m new listings, 0.2% higher than 2024 YTD (1.649m) and 7.7% above the 2017–19 average (1.534m) ✅ Price Reductions * 12.8k reductions this week, lower than last week's at 13.2k (Estate Agents seem to forget they can reduce houses prices after the first week in November!). 23.2k is the average weekly number of reductions for 2025. * 8.8% of resi homes for sale were reduced in November. Compared to Oct 12.8%, Sept 14.1%, August 11.1%, July 14.1% in July and 14% in June. * 2025 average still remains at 12.8%, versus the five-year long-term average of 10.74%. ✅ Sales Agreed * 18.5k homes sold subject to contract this week, down expectedly from 20.3k last week. * Week 48 average (for last 9 years) : 20.6k * 2025 weekly average : 25.4k. * YTD: 1.221m gross sales, which is 2.6% ahead of 2024 (1.190m) and 11.6% above the 2017–19 average (1.094m). * Some will note Gross Sales in Q4 were higher - this was the first time buyers were buying homes to beat the March 2025 stamp duty deadline ✅ Price Diff between Listings & Sales * Average Asking Price of listings last week £406k * Average asking price of Sales Agreed (SSTC) last week was £352k * A 15.3% difference (long term 9 year average is 16% to 17%). ✅ Sell-Through Rate * 13.5% of homes on agents' books went SSTC in November. Down from 15% in October, 14.1% in Sept, 14.5% in Aug, 15.4% in July, 15.3% in June, and 16.1% in May. * Pre-Covid average: 15.5%. ✅ Fall-Throughs * 4,783 fall-throughs last week (pipeline of 482k home Sold STC). * Weekly average for 2025: 6,100. * Fall-through rate: 25.8%, slightly up from 24.9% last week. * Long-term average: 24.2% (post-Truss chaos saw levels exceed 40%). ✅ Net Sales * 13.7k net sales this week, down expectedly from 15.2k last week. * Nine-year Week 48 average: 15.4k. * Weekly average for 2025: 19.3k. * YTD: 929k, which is 2.2% ahead of 2024 (909k) and 8.6% above 2017–19 (855k). ✅ Probability of Selling (% that Exchange vs withdrawal) * November Stats : 54.3% of homes that left agents' books exchanged & completed in November. (Note this figure will change throughout the month as more November stats come in). (65.3k exchanges & 55k withdrawals as at 8th Dec 2025) * October 53.3% / September: 53.1% / August :55.8% / July: 50.9% / June: 51.3% / May: 51.7% / April: 53.2%. ✅ Stock Levels * 678k homes on the market on the 1st of December, down from 742k on 1st of November. December '25 is identical to December '24. * 482k homes in sales pipeline on the 1st December, almost identical than 12 months ago. * ✅ House Prices (£/sq.ft) * November 2025 agreed sales averaged £342.27 per sq.ft. 0.7% higher than 12 months ago and 12.6% than 5 years ago. The £/sqft at sale agreed matches the HM Land Registry Index with a 98% accuracy, 5 months in advance. That is why it is so important. November figures will follow in next weeks show. ✅ UK Rental Market Overview * Average Rent in November - £1,791 pcm - compared to £1,785 in Nov 2024 and £1,557 in Oct 2017. * Available Rental Properties in November '25 - 321k compared to 300k in November '24. * Notable increase of 22.8% more rental homes in Outer London than 12 months ago, yet a 3.7% decrease in Inner London - Not sure why ✅ Graphs https://we.tl/t-KxpRzfwuvw
In this sponsored Soap Box edition of the Risky Business podcast, Patrick Gray chats with Jared Atkinson, CTO of SpecterOps, about BloodHound OpenGraph. OpenGraph enumerates attack paths across platforms and services, not just your primary directories. A compromised GitHub account to on-prem AD compromise attack path? It's a thing, and OpenGraph will find it. Cross-platform attack path enumeration! So good! This episode is also available on Youtube. Show notes
Ich lese einen Choose-Your-Own-Adventure-Roman und mache mir Gedanken über die Struktur der Erzählung. Sie lässt sich als azyklischer gerichteter Graph abbilden und diese wiederum werden auch in der Kausalitätstheorie die ganze Zeit benutzt.
Join the Refrigeration Mentor Hub here Learn more about Refrigeration Mentor Customized Technical Training Programs at www.refrigerationmentor.com/courses This episode is another of our "Morning Coffee" sessions with longtime refrigeration professionals Andrew Freeburg and Erik Holland, diving deep into trend graphs and CO2 refrigeration system troubleshooting. We cover understanding and reading trend graphs, practical tips for locating and analyzing system inefficiencies, and the procedures for fine-tuning refrigeration systems. We also discuss gas coolers, the impact of ambient temperature on system performance, and effective strategies for maintaining system stability in cold climates. Interested in joining the next Morning Coffee live? Join our FREE Refrigeration Mentor Community today. In this episode, we cover: -Understanding trend graphs -Comparing graphs on E2 systems -Trend graph analysis -Graphing techniques on E2 systems -Analyzing CO2 system graphs -System fine-tuning -Creating work and building credibility -Advanced graph analysis and troubleshooting -High pressure valve and bypass valve correlation -Gas cooler and system stability -System oscillations and expansion valves -Gas cooler maintenance -High pressure valve control -Fan control strategies -Troubleshooting fan and gas cooler issues -Winter challenges in CO2 systems -Heat reclaim and system efficiency Helpful Links and Resources: Episode 287. CO2 Experts: Using Trend Graphs to Troubleshoot CO2 Systems with Andrew Freeburg Episode 144. Troubleshooting CO2 High Pressure Valves Using Trend Graphs with the CAREL Boss System Episode 350. Supermarket Refrigeration Tips and Tricks with Robert Ochs
In this special 200th episode of Reclaim Your Rise, I sit down with Risely coaching alum Layne—an ICU nurse practitioner who has lived with type 1 diabetes for over 30 years—to explore a struggle I know so many in our community quietly carry: the weight of comparison, perfectionism, and those triggering “perfect” flat-line graphs. Even with an A1C of 5.8, Layne shares how she felt mentally drained from micromanaging every detail of her diabetes and questioning whether true freedom and stable numbers could ever exist together. She opens up about the years when flat graphs came only from restriction, and how that left her wondering if peace was possible without losing herself again. In our conversation, Layne reflects on how she learned to redefine progress, shift her mindset, and rebuild trust with her body in a way that finally brought her steadier days and more ease. I'm so excited for you to hear this honest, raw, and deeply relatable story. And to celebrate episode 200, I'm hosting a special giveaway for the community—details are inside!
Day & Ben analyze 6 different heart rate graphs from the athletes we coach.» Watch on YouTube: https://youtu.be/ibpFvGpzIqs» View All Episodes: https://zoarfitness.com/podcast/» Hire a Coach: https://www.zoarfitness.com/coach/» Shop Programs: https://www.zoarfitness.com/product-category/downloads/» Follow ZOAR Fitness on Instagram: https://www.instagram.com/zoarfitness/Support the show
Sherif Mansour, Head of AI at Atlassian, discusses bridging AI agents with massive-scale enterprise software deployment, drawing insights from Atlassian's millions of non-technical users. He shares his framework for avoiding "AI Slop" using Taste, Knowledge, and Workflow, and explains Atlassian's "Teamwork Graph" for complex enterprise queries beyond RAG. The conversation also explores the evolving relationship between AI and UI, and the shift from humans as workers to architects of AI-driven processes. This episode offers practical wisdom for both AI engineers and business leaders navigating the future of AI-enabled organizations. Sponsors: Framer: Framer is the all-in-one tool to design, iterate, and publish stunning websites with powerful AI features. Start creating for free and use code COGNITIVE to get one free month of Framer Pro at https://framer.com/design Tasklet: Tasklet is an AI agent that automates your work 24/7; just describe what you want in plain English and it gets the job done. Try it for free and use code COGREV for 50% off your first month at https://tasklet.ai Shopify: Shopify powers millions of businesses worldwide, handling 10% of U.S. e-commerce. With hundreds of templates, AI tools for product descriptions, and seamless marketing campaign creation, it's like having a design studio and marketing team in one. Start your $1/month trial today at https://shopify.com/cognitive PRODUCED BY: https://aipodcast.ing CHAPTERS: (00:00) About the Episode (03:56) Atlassian's AI Vision (08:27) Trust, Authenticity, and Slop (14:10) Taste, Knowledge, and Workflow (Part 1) (17:33) Sponsors: Framer | Tasklet (20:14) Taste, Knowledge, and Workflow (Part 2) (Part 1) (29:51) Sponsor: Shopify (31:47) Taste, Knowledge, and Workflow (Part 2) (Part 2) (31:48) Technicals: RAG vs. Graphs (40:48) Forgetting, Cost, and Optimization (52:28) The Model Commoditization Debate (55:12) The Future of AI Interfaces (01:02:44) How AI Changes SaaS (01:09:43) Debating the One-Person Unicorn (01:16:17) Becoming a Workflow Architect (01:21:39) The Browser for Work (01:33:23) How Leaders Drive Adoption (01:39:26) Conclusion: Just Go Tinker (01:40:08) Outro SOCIAL LINKS: Website: https://www.cognitiverevolution.ai Twitter (Podcast): https://x.com/cogrev_podcast Twitter (Nathan): https://x.com/labenz LinkedIn: https://linkedin.com/in/nathanlabenz/ Youtube: https://youtube.com/@CognitiveRevolutionPodcast Apple: https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431 Spotify: https://open.spotify.com/show/6yHyok3M3BjqzR0VB5MSyk
Unify your security data and use AI to reason over your entire digital estate with Microsoft Sentinel. See how threats evolve in real time, map attack paths, and understand which assets are most at risk. Visualize relationships across users, devices, and resources to pinpoint vulnerabilities and focus your response where it matters most. Using natural language, you can investigate faster. Ask questions, get context, and act on insights without writing complex queries. Build and extend your own identity graphs to include multicloud systems like Salesforce, enriching your view of risk. Vandana Mahtani, Microsoft Sentinel Principal PM, shares how to detect, investigate, and disrupt threats in one connected experience with Microsoft Sentinel. You can find more info on custom graphs: https://aka.ms/sentinel/graph/ignite and sign-up for preview at: https://aka.ms/sentinel/graph/customsignup ► QUICK LINKS: 00:00 - Microsoft Sentinel SIEM and AI-ready security platform 01:37 - Blast radius integration 02:34 - Investigate using AI with the Sentinel MCP server 03:40 - Advanced hunting 04:53 - Custom graphs 07:07 - Build your own custom graph 08:51 - Wrap up ► Link References For more information, visit https://aka.ms/sentinelplatform Custom graph public preview signup at https://aka.ms/sentinel/graph/customsignup ► Unfamiliar with Microsoft Mechanics? As Microsoft's official video series for IT, you can watch and share valuable content and demos of current and upcoming tech from the people who build it at Microsoft. • Subscribe to our YouTube: https://www.youtube.com/c/MicrosoftMechanicsSeries • Talk with other IT Pros, join us on the Microsoft Tech Community: https://techcommunity.microsoft.com/t5/microsoft-mechanics-blog/bg-p/MicrosoftMechanicsBlog • Watch or listen from anywhere, subscribe to our podcast: https://microsoftmechanics.libsyn.com/podcast ► Keep getting this insider knowledge, join us on social: • Follow us on Twitter: https://twitter.com/MSFTMechanics • Share knowledge on LinkedIn: https://www.linkedin.com/company/microsoft-mechanics/ • Enjoy us on Instagram: https://www.instagram.com/msftmechanics/ • Loosen up with us on TikTok: https://www.tiktok.com/@msftmechanics
All links and images can be found on CISO Series. This week's episode is hosted by David Spark, producer of CISO Series and Andy Ellis (@csoandy), principal of Duha. Joining them is our sponsored guest, Nathan Hunstad, director, security, Vanta. In this episode: Metrics that matter Testing for real AI as an assistant Intelligence without context Huge thanks to our sponsor, Vanta Vanta automates key areas of your GRC program—including compliance, risk, and customer trust—and streamlines the way you manage information. A recent IDC analysis found that compliance teams using Vanta are 129% more productive. Get back time to focus on strengthening security and scaling your business at vanta.com/ciso
Show DescriptionWhat do Balatro streamers do when the game is over, Random in CSS is so hot right now, Dave has a better idea for charts and graphs that would change the world, Quiet UI follow up, Dave tries vibe coding a tennis app and doesn't completely John McEnroe his laptop, Chris wonders about better cursor UI on the web, and debating affordances vs conventions. Listen on WebsiteWatch on YouTubeLinks Jynxzi - Twitch BALL x PIT on Steam Could Open Graph Just Be a CSS Media Type? | Scott Jehl, Web Designer/Developer https://webawesome.com Podcast Awesome Quiet UI A Beautiful Site Eleventy is a simpler static site generator Don't use custom CSS mouse cursors – Eric Bailey Home | Rach Smith's digital garden The Two Button Problem – Frontend Masters Blog SponsorstldrawHave you ever wanted to build an app that works kinda like Miro or Figma, that has a zoomable infinite canvas, that's multiplayer, and really good, but you also want to build it in React with normal React components on the canvas? Good news! tldraw is the world's first, best, and only SDK for building infinite canvas apps in React. tldraw takes care of all the canvas complexities — things like the camera, selection logic, and undo redo — so that you can focus on building the features that matter to your users. It's easy to use with plenty of examples and starter kits, including a kit where you can use AI to create things on the canvas. Get started for free at tldraw.dev/shoptalk, or run npm create tldraw to spin up a starter kit.
This episode is going to get weird. This season, we are considering the Alaska State Motto – “North to the Future” as a model for a positive imagining of Anchorage's future. On this episode, AnchorED City Podcast host Joel Kiekintveld interviews himself about the future of religion in Anchorage. We want to hear your positive vision of the future! Record a voice memo on your phone of your positive vision for Anchorage's future and send the audio file to anchorageutc@gmail.com. Please put in the subject line of your email “North to the Future – My Vision.” https://www.facebook.com/akReclaim @akReclaim #anchoredcity https://anchorageutc.org https://www.facebook.com/AnchorageUTC @AnchorageUTC Resources Used To Make This Episode: https://www.christiannewswire.com/over-45000-individuals-in-the-most-unchurched-region-in-america-to-hear-about-jesus-at-the-pdx-crusade/ https://www.pewresearch.org/religion/2025/02/26/decline-of-christianity-in-the-us-has-slowed-may-have-leveled-off/ https://www.pewresearch.org/religious-landscape-study/metro-area/portland-vancouver-or-wa/ https://www.pewresearch.org/religious-landscape-study/region/united-states/ https://www.pewresearch.org/religious-landscape-study/state/alaska/ https://www.oca.org/parishes/oca-ak-eklsnc https://www.stseraphim.org/radonitsa-the-orthodox-rejoicing-day-for-the-dead/ https://www.adn.com/alaska-life/2023/10/29/anchorages-oldest-building-a-russian-orthodox-church-gets-new-life-in-restoration-project/ Smith, Gregory A. “Religious ‘nones' in America: Who They Are and What They Believe.” Pew Research Center, January 24, 2024. https://www.pewresearch.org/religion/2024/01/24/religious-nones-in-america-who-they-are-and-what-they-believe/. See: Smith, Gregory A. “Has the Rise of Religious ‘nones' Come to an End in the U.S.?” Pew Research Center, January 24, 2024. https://www.pewresearch.org/short-reads/2024/01/24/has-the-rise-of-religious-nones-come-to-an-end-in-the-us/. “Religious Change in America.” PRRI, May 15, 2025. https://www.prri.org/research/religious-change-in-america/#:~:text=Slightly%20more%20than%20three%20in,sexual%20abuse%20scandals%20(31%25). Jones, Jeffrey M. “U.S. Church Membership Falls below Majority for First Time.” Gallup.com, March 26, 2025. https://news.gallup.com/poll/341963/church-membership-falls-below-majority-first-time.aspx. Earls, Aaron. “Small Churches Continue Growing-but in Number, Not Size.” Lifeway Research, August 21, 2024. https://research.lifeway.com/2021/10/20/small-churches-continue-growing-but-in-number-not-size/. Burge, Ryan. “Is Anyone Going to Church More Now than They Used To?” Graphs about Religion, November 2, 2023. https://www.graphsaboutreligion.com/p/is-anyone-going-to-church-more-now. Kiekintveld, J.S., 2019. Join Me in the Commons: Towards a Contextual Urban Ministry Education Model for Anchorage, Alaska (Doctoral dissertation, University of Pretoria (South Africa)) - https://repository.up.ac.za/items/1627110e-393d-4b3b-abc2-5389ddd94f91
Sponsors: The Clergy Confessions Podcast (www.clergyconfessions.com); Gardner-Webb University School of Divinity (www.gardner-webb.edu); Baptist Seminary of Kentucky (www.bsk.edu); Baylor's Garland School of Social Work; The Community Transformation Center at Palm Beach Atlantic University (www.pbactc.org); The Center for Congregational Health (healthychurch.org); and The Baptist House of Studies at Union Presbyterian Seminary (www.upsem.edu/). Join the listener community at www.classy.org/campaign/podcast-…r-support/c251116. Music from HookSounds.com.
Parker joins The Grum to talk some numbers!
What if your security team never missed a single alert and actually had time to think strategically? In this episode, Ahmed Achchak, CEO and Co-Founder of Qevlar AI, reveals how autonomous SOCs are reshaping security operations worldwide. From tackling alert fatigue to empowering analysts with intelligent AI-driven investigations, Ahmed shares the inside story of building a system that can act on threats faster than any human alone. Learn how Qevlar's innovative approach is giving organizations clarity, control, and measurable ROI while freeing security teams to focus on what truly matters. Impactful Moments 00:00 - Introduction 01:30 - Founding Qevlar AI by chance 03:30 - Inefficiency of current SOCs 05:00 - Augmenting analysts, not replacing them 08:00 - AI investigating alerts at scale 11:30 - How autonomous agents handle phishing 14:30 - Why tackling all alerts maximizes ROI 17:30 - Graph technology as investigation backbone 25:00 - Limitations and randomness of LLMs 30:30 - Advice for testing AI in SOCs Links Connect with our guest Ahmed on LinkedIn: https://www.linkedin.com/in/ahmed-achchak-872554109/ Check out Qevlar's website: https://www.qevlar.com/ Check out our upcoming events: https://www.hackervalley.com/livestreams Join our creative mastermind and stand out as a cybersecurity professional: https://www.patreon.com/hackervalleystudio Love Hacker Valley Studio? Pick up some swag: https://store.hackervalley.com Continue the conversation by joining our Discord: https://hackervalley.com/discord Become a sponsor of the show to amplify your brand: https://hackervalley.com/work-with-us/
For episode 625 of the BlockHash Podcast, host Brandon Zemp is joined by Rodrigo Coelho, CEO of Edge & Node. Autonomous agents across blockchain ecosystems are beginning to transact, communicate, and collaborate independently, yet there is no standardized way to manage agent to agent interactions (payments).Edge & Node, the founding team behind The Graph, is solving this problem by providing the missing management layer, Ampersend. Ampersend extends Coinbase's x402 payment protocol and Google's A2A communication standard with observability, automation, and compliance-ready controls.The result is an operational system where developers, startups, and enterprises can see how agents interact, set policies, manage budgets, and ensure reliability. Ampersend also aligns with Ethereum's emerging ERC-8004 agent discovery standard. ⏳ Timestamps: (0:00) Introduction(1:15) Who is Rodrigo Coelho?(8:57) What is Edge & Node?(10:10) What is Ampersend?(12:35) What will the Agentic economy look like?(18:53) Scaling the Agentic economy(25:42) Neo Robots(26:43) Importance of Agentic verifiability(28:00) Ampersend launch(30:10) Edge & Node roadmap for 2026(32:47) Edge & Node website, socials & community
Katy Haynes reflects on enjoying her time parenting her young son.
Il y a deux ans, après le premier épisode de Podcast tourné avec Charles Le Menestrel, repreneur de la marque Ollech and Wajs, sa passion et la sincérité de ses propos m'avaient tellement touché qu'à l'issue de cette rencontre, je lui avais commandé une montre... Après hésitations, mon choix s'était porté sur la fameuse OW Ocean Graph, une plongeuse à part, digne héritière d'une montre légendaire, l'iconique Caribbean 1000 Ocean Graph. Or, maintenant, c'est l'heure du bilan ! Bilan de deux années pendant lesquelles j'ai beaucoup porté cette montre. Qu'est-ce qui à l'époque m'avait poussé à prendre ce modèle en particulier ? Et surtout, qu'est-ce que j'en pense deux ans après, une fois que la lune de miel est passée....quelles sont ses qualités mais aussi ses points à améliorer ? En bref, est-ce que la rachèterais encore aujourd'hui... D'autant qu'OW vient de sortir l'Ocean Graph Mark 2, une version modifiée et bonifiée de cette montre déjà plutôt bien née. Donc, une occasion rêvée de les comparer et de dire en toute connaissance de causes si la nouvelle fait mieux que l'ancienne. Qu'est-ce qui a réellement changé ? Qu'apporte-elle de plus ? Et surtout, est-ce une simple évolution ou une refonte complète ? Je sais que vous êtes nombreux à vous pencher sur les OW, donc ça devrait vous intéresser... Mais dans cet épisode, en plus de tester cette nouvelle Ocean Graph, je vous propose de revenir sur les origines de ce modèle et de vérifier si l'adn est bien respecté. Bonjour à tous et bienvenue sur DM&V, j'espère que vous allez pour le mieux. sachez tout d'abord que cet épisode est, comme d'habitude, disponible en version audio sur toutes les plateformes de podcast mais également en vidéo sur ma chaine Youtube Des Montres & Vous. Si vous aimez la chaine et son contenu, N'hésitez pas à liker, à vous abonner et à activer les notifications pour ne rien louper et pour aider DM&V à progresser. Bonne écoute ! Liens utiles : Pour rejoindre Le Cercle, mon canal WhatsApp : https://whatsapp.com/channel/F96PntzE... Episode #39 Le fascinant retour d'Ollech & Wajs raconté par son repreneur https://smartlink.ausha.co/des-montres-et-vous/39-le-fascinant-retour-d-ollech-wajs-raconte-par-son-repreneur Episode #123 Du vrai Swiss Made à -2000€ : Mythe ou réalité ? https://youtu.be/kg63A3CSGoI?si=Go_KurcBv-X_v6RV Hébergé par Ausha. Visitez ausha.co/politique-de-confidentialite pour plus d'informations.
Grant explains how, once again, we've reached the Stats and Graphs portion of the week- and how the Packers are the ultimate eye test team. Callers continue to chime in on Matt LaFleur. Mike Clemens talks Packers, and Michael McCleary joins from Badgers Extra to talk Badger basketball. See omnystudio.com/listener for privacy information.
This is the latest in a series of essays on AI Scaling. You can find the others on my site. Summary: RL-training for LLMs scales surprisingly poorly. Most of its gains are from allowing LLMs to productively use longer chains of thought, allowing them to think longer about a problem. There is some improvement for a fixed length of answer, but not enough to drive AI progress. Given the scaling up of pre-training compute also stalled, we'll see less AI progress via compute scaling than you might have thought, and more of it will come from inference scaling (which has different effects on the world). That lengthens timelines and affects strategies for AI governance and safety. The current era of improving AI capabilities using reinforcement learning (from verifiable rewards) involves two key types of scaling: Scaling the amount of compute used for RL during training Scaling [...] ---Outline:(09:12) How do these compare to pre-training scaling?(13:42) Conclusion --- First published: October 22nd, 2025 Source: https://forum.effectivealtruism.org/posts/TysuCdgwDnQjH3LyY/how-well-does-rl-scale --- Narrated by TYPE III AUDIO. ---Images from the article:Apple Podcasts and Spotify do not show images in the episode description. Try Pocket Casts, or another podcast app.
Warner Bros. Discovery is for sale, but most prospective buyers only want pieces of it. Tall subs, max output, lots of graphs, and more! The post AV Rant #990: Interpreting Graphs appeared first on AV Rant.
Warner Bros. Discovery is for sale, but most prospective buyers only want pieces of it. Tall subs, max output, lots of graphs, and more! The post AV Rant #990: Interpreting Graphs appeared first on AV Rant.
Ben Criddle talks BYU sports every weekday from 2 to 6 pm.Today's Co-Hosts: Ben Criddle (@criddlebenjamin)Subscribe to the Cougar Sports with Ben Criddle podcast:Apple Podcasts: https://itunes.apple.com/us/podcast/cougar-sports-with-ben-criddle/id99676
Summary As part of our ongoing work to study how to best frame EA, we experimentally tested different phrases and sentences that CEA were considering using on effectivealtruism.org. Doing Good Better taglines We observed a consistent pattern where taglines that included the phrase ‘do[ing] good better' received less support from respondents and inspired less interest in learning about EA. We replicated these results in a second experiment, where we confirmed that taglines referring to “do[ing] good better” performed less well than those referring to “do[ing] the most good”. Nouns and sentences Nouns: The effect of using different nouns to refer to EA was small, but referring to EA as a ‘philosophy' or ‘movement' inspired the most curiosity compared to options including ‘project' and ‘research field'. Sentences: “Find the most effective ways to do good with your time, money, and career” and “Effective altruism asks the question of how we [...] ---Outline:(00:12) Summary(01:23) Method(02:18) Taglines (Study 1)(03:40) Doing Good Better replication (Study 2)(05:23) Sentences (Study 1)(06:45) Nouns (Study 1)(07:41) Effectiveness focus(07:55) Conclusion(08:56) Acknowledgments --- First published: October 27th, 2025 Source: https://forum.effectivealtruism.org/posts/Y6zMpdwkkAQ8rF56w/framing-ea-doing-good-better-did-worse --- Narrated by TYPE III AUDIO. ---Images from the article:Apple Podcasts and Spotify do not show images in the episode description. Try Pocket Casts, or another podcast app.
Voices is a new mini-series from Humanitarian AI Today. In daily five-minute flashpods we pass the mic to humanitarian experts and technology pioneers, to hear about new projects, events, and perspectives on topics of importance to the humanitarian community. In this flashpod, Neha Bajwa, Vice President of Product Marketing at Neo4j, joins Humanitarian AI Today producer Brent Phillips to discuss Neo4j's major plans to support agentic AI systems that will directly benefit nonprofits and humanitarian organizations. Neo4j is the world's leading graph intelligence platform for AI systems, and the company's two new tools, Neo4j Aura Agent and the Model Context Protocol Server for Neo4j, will address critical development obstacles and help organizations rapidly build, test, and deploy AI agents. They also discuss Neo4j's Graphs for Good program and Neo4j's upcoming “NODES” developer conference, which is the biggest graph community gathering dedicated to applications, data intelligence, knowledge graphs, and AI. Substack notes: https://humanitarianaitoday.substack.com/p/neha-bajwa-from-neo4j-unveils-new
Scott and Jenny name and define the blood sugar “shapes” seen on CGM graphs—bell curves, spikes, plateaus, roller coasters—to create a shared language for understanding glucose patterns. Free Juicebox Community (non Facebook) Type 1 Diabetes Pro Tips - THE PODCAST Eversense CGM Medtronic Diabetes Tandem Mobi ** twiist AID System Drink AG1.com/Juicebox Use code JUICEBOX to save 40% at Cozy Earth CONTOUR NextGen smart meter and CONTOUR DIABETES app Dexcom G7 Go tubeless with Omnipod 5 or Omnipod DASH * Get your supplies from US MED or call 888-721-1514 Touched By Type 1 Take the T1DExchange survey Apple Podcasts> Subscribe to the podcast today! The podcast is available on Spotify, Google Play, iHeartRadio, Radio Public, Amazon Music and all Android devices The Juicebox Podcast is a free show, but if you'd like to support the podcast directly, you can make a gift here or buy me a coffee. Thank you! *The Pod has an IP28 rating for up to 25 feet for 60 minutes. The Omnipod 5 Controller is not waterproof. ** t:slim X2 or Tandem Mobi w/ Control-IQ+ technology (7.9 or newer). RX ONLY. Indicated for patients with type 1 diabetes, 2 years and older. BOXED WARNING:Control-IQ+ technology should not be used by people under age 2, or who use less than 5 units of insulin/day, or who weigh less than 20 lbs. Safety info: tandemdiabetes.com/safetyinfo Disclaimer - Nothing you hear on the Juicebox Podcast or read on Arden's Day is intended as medical advice. You should always consult a physician before making changes to your health plan. If the podcast has helped you to live better with type 1 please tell someone else how to find it!
With his remarkable fantasy series, DIE, returning, Kieron Gillen checks in to talk about the newly titled, DIE: LOADED.But that's not all: Kieron also digs in on THE POWER FANTASY (39:59) with the third arc having just begun.DIE: LOADED #1 Final Order Cutoff (FOC): October 20DIE: LOADED #1 On Shelves: November 12THE POWER FANTASY Vol. #1 & 2: In Stores Note
Episode Description: Max and Molly suspect that Mr. Avogadro's student book club may be a front for Mole recruitment. Using Math to calculate reading goals, averages, and even a new “Suspicion Number” system inspired by mathematician Paul Erdős, they try to narrow down suspects. But when they overhear Mr. A and Mr. Z talking about “burrows” and “alternate history,” the mystery deepens. Math Concepts: Division with remainders; Multiplication to find daily/weekly totals;; Application of averages;Fractions/percentages; Graph theory-inspired reasoningHistory/Geography Concepts: Misconceptions about animals (bats and moles' eyesight/echolocation); Introduction to mathematician Paul Erdős and the Erdős Number System; Literature reference: A Wrinkle in Time by Madeleine L'Engle
Network automation has a data problem. Traditional tools may hit limitations when managing complex infrastructure relationships. We explore how OpsMill’s InfraHub uses graph databases and temporal versioning to create what our guest calls “the knowledge graph of infrastructure” – enabling true version control at the database level while maintaining the flexibility to model anything from... Read more »
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During the IT Press Tour, I had the pleasure of speaking with Weimo Liu, CEO and co-founder of PuppyGraph, and hearing firsthand how his team is rethinking graph technology for the enterprise. In this episode of Tech Talks Daily, Weimo joins me to share the story behind PuppyGraph's “zero ETL” approach, which lets organizations query their existing data as a graph without ever moving or duplicating it. We discuss why graph databases, despite their promise, have struggled with mainstream adoption, often because of complex pipelines and heavy infrastructure requirements. Weimo explains how PuppyGraph borrows from his time at TigerGraph and Google's F1 engine to build something new: a distributed query engine that maps tables into a logical graph and delivers subsecond performance on massive datasets. That shift opens the door for use cases in cybersecurity, fraud detection, and AI-driven applications where latency and accuracy matter most. We also unpack the developer experience. Instead of rewriting schemas or reloading data every time requirements change, PuppyGraph allows teams to define nodes and edges directly from existing tables. That design lowers the barrier for SQL-focused teams and accelerates time to value. Weimo even touches on the role of graph in reducing AI hallucinations, showing how structured relationships can make enterprise AI systems more reliable. What struck me most in our conversation is how PuppyGraph's playful branding belies its serious engineering depth. Behind the “puppy” name lies a distributed engine built to scale with today's data volumes, backed by strong early adoption and a team that listens closely to customer needs. Whether you're exploring graph for cybersecurity, AI chatbots, or supply chain analytics, this discussion offers a glimpse of how the next generation of graph tech might finally break free from its niche and go mainstream. ********* Visit the Sponsor of Tech Talks Network: Land your first job in tech in 6 months as a Software QA Engineering Bootcamp with Careerist https://crst.co/OGCLA