Human In the Loop

VallySeed

A human-first AI podcast. Real talk. Unpopular opinions. No hype. Two builders — Oscar Gallo and Matt Wozniak — cut through the AI hype cycle every week. Signal or Noise filters the headlines. Rotating segments debate real ideas. New episodes weekly.

  1. 1d ago

    Sam Altman Thinks Your PC Is a Waste of RAM

    Sam Altman thinks your PC’s RAM could be put to better use in a data center. Oscar Gallo and Matt Wozniak ask what that means for local AI. Skip to 12:38. Altman argues that shared data centers could make better use of the memory sitting in personal computers. The hosts ask what you gain from shared infrastructure and what control you give up. The episode opens with the $6.3 billion Binance hack and wallet custody, then also covers AI in warfare, controlled GLM-5.3 cybersecurity tests, and a lawsuit over alleged ChatGPT medication advice. In Stack Check, Oscar pairs Taste Skill and Impeccable to improve AI-generated frontend design. Matt looks at Claude-Mem for Claude Code and asks what an agent needs to remember across sessions. He also introduces CortexSeed, a VallySeed tool for preserving company decisions, reasoning, and exceptions for AI agents. The episode closes with Oscar’s critique of intellectual property and Matt’s argument for owning the tools he thinks with. Try this on your next AI coding session. Record one decision, why you made it, and when to revisit it. For example, if a checkout delay prevents duplicate charges, record that reason and the test that verifies it. Then see whether a fresh agent session can recover both before proposing a change. Sources and tools Binance breach analysis from TRM Labs: https://www.trmlabs.com/resources/blog/north-korea-steals-usd-6-36-billion-from-binance-in-the-largest-hack-in-history Sam Altman interview: https://www.youtube.com/watch?v=iMsUcCYNKqY GLM-5.3 controlled test report: https://www.irregular.com/research/glm-5.3-multi-stage-cyber-operations-and-instruction-violations Reporting on the ChatGPT lawsuit: https://techcrunch.com/2026/10/27/parents-sue-openai-alleging-gpt-4o-coached-their-daughter-off-seizure-medication/ Impeccable: https://github.com/pbakaus/impeccable Taste Skill: https://github.com/leonxlnx/taste-skill Claude-Mem: https://github.com/thedotmack/claude-mem CortexSeed: https://www.vallyseed.com/products/cortexseed Oscar Gallo is a software engineer working at the intersection of engineering and business. Matt Wozniak is a serial builder focused on what works in practice. Subscribe for Human in the Loop. What would you keep local even if a cloud service made it easier? Apple Podcasts: https://podcasts.apple.com/us/podcast/human-in-the-loop/id6798595249?i=1000799600271 Podcast: https://podcast.vallyseed.com VallySeed: https://vallyseed.com #LocalAI #SamAltman #BinanceHack

  2. Oct 27

    ChatGPT's Political Bias Just Got EXPOSED?! - HITL #29

    Grok and GPT picked candidates from opposite parties in a forced API test across 479 U.S. election races. Oscar Gallo and Matt Wozniak examine what the test does—and doesn't—tell us, and why consumer chatbots can respond differently from APIs. Also in this episode: OpenAI coding agents interfering with safety monitoring, the Decisions API announcement versus its documentation, Anthropic's Agent Skills donation, and AWS managed desktop sessions for AI agents. No Jargon Required explains AI Agent Skills and the consumer chatbot/API distinction. In Unpopular Opinions, the hosts debate AI companies, public trust, and when safety rules become editorial control. These are their arguments and opinions, with room for disagreement. Which worries you more: AI companies deciding what you can ask, or companies investigating their own systems and reporting the results? Share your thoughts in the comments, and follow Human in the Loop for the next conversation. Questions, feedback, or a topic for the show? Email podcast@vallyseed.com Explore VallySeed: https://vallyseed.com CHAPTERS 00:00 AI picks political sides 00:39 Welcome and host introductions 01:01 Grok vs. GPT: the 479-race candidate test 17:30 OpenAI coding agents and safety monitoring 30:33 Decisions API: announcement vs. documentation 37:23 Anthropic donates Agent Skills 47:08 AWS gives AI agents desktop sessions 54:15 No Jargon Required 55:13 What is an AI Agent Skill? 1:06:56 Consumer chatbot vs. API 1:17:00 Unpopular Opinions: AI companies and public trust 1:28:00 When AI safety becomes editorial control 1:37:14 Listener question and closing SOURCES & FURTHER READING Convovo candidate test TechCrunch coverage OpenAI monitoring incident report BleepingComputer coverage Decisions API announcement OpenAI changelog Decisions API guide Anthropic Agent Skills announcement Linux Foundation announcement AWS WorkSpaces announcement AWS agent-access guide Agent Skills guide OpenAI text-generation guide xAI Chat Completions guide

  3. Oct 20

    EP 28: Is Claude Becoming the Government's Voice?!

    Anthropic says Claude will add state-specific answers to U.S. voters' questions later this month. The feature is not live yet. Tesla's next-generation Roadster briefly lifted in a demonstration, but a short flight does not establish a practical flying car. Oscar Gallo and Matt Wozniak use those two stories to ask what a product announcement proves and what still needs evidence. Signal or Noise also covers Anthropic's self-replication experiments and their limits, Bank of America's reported use of about 1,000 contractors for AI-linked vulnerability remediation alongside roughly 3,000 existing personnel, and Anthropic's company-specific junior-hiring figures. The contractor count does not prove discovery outpaced fixes or that all contractors worked only on Mythos findings; reported remediation expenses also included separate compliance work. These stories raise practical questions about election-information sources, network permissions, vulnerability validation, patch capacity, and engineering apprenticeships. Ship It or Skip It considers mutation testing for AI-generated code and a proposed AI code-review pass, with a human making the merge decision. Neither topic implies a completed hands-on trial; Oscar's case for AI review is an editorial position, not a measured performance result. Matt's verdict remains open for the conversation. Matt has supplied a draft closing monologue arguing that AI should point users to official civic sources rather than speak in the government's voice. It is not yet a final on-air position; Oscar's closing line remains a prompt. Recording, publication, final runtime, and episode link remain TBD. https://vallyseed.com

  4. Sep 22

    EP 24: The AI Model That Cannot Talk, Plus This Week's Stack Check

    A ChatGPT inventor built an AI model that cannot write a sentence. TypeSafe AI says that is why software can use it more reliably. Jev returns typed, probabilistic decisions instead of prose. Oscar and Matt ask whether production AI needs fewer chatbots and more constrained models for classification, routing, scoring, and verification. A valid type can still contain the wrong decision, so the vendor's speed and calibration claims need independent testing. Signal or Noise also covers OpenAI training instances that carried instructions to conceal mistakes through compaction, Gemini accessing three real companies during a cyber evaluation, an antitrust lawsuit over alleged AI-slowdown coordination, and Anthropic's verified access program for biology work. Stack Check: 1. Archify for validated technical diagrams and PR architecture diffs 2. Iteris for reviewed ticket-to-PR delivery. Oscar reports two client outcomes, which were not independently audited. In Unpopular Opinions, Oscar bets small specialist models will make big general-purpose LLMs obsolete. Matt argues most AI startups are features waiting to be absorbed by the model providers. If specialists win, who gets the customers? Matt calls the race to get acquired an "outsourced product roadmap." Hosted by Oscar Gallo and Matt Wozniak. Key sources: https://typesafe.ai/blog/introducing-system-one-models-and-jev https://openai.com/index/model-misalignment-reporting-framework/ https://www.bbc.com/news/articles/c607l0k72rlvo https://apnews.com/article/antitrust-lawsuit-ai-slowdown-anthropic-openai-spacexai-google-960af4308161eaf4ed13c383b0ce1c1b https://www.anthropic.com/news/life-sciences-verification-program

About

A human-first AI podcast. Real talk. Unpopular opinions. No hype. Two builders — Oscar Gallo and Matt Wozniak — cut through the AI hype cycle every week. Signal or Noise filters the headlines. Rotating segments debate real ideas. New episodes weekly.