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Signal or Noise
We run through the week's AI headlines and make the call: is this actual signal worth paying attention to, or just noise clogging the timeline?
A human-first AI podcast.
Real talk. Unpopular opinions. No hype. Two builders cut through the AI hype cycle every week — and call it like it is.
Hosted by Oscar Gallo & Matt Wozniak
Now playing · Latest episode
Ep 21: Frontier AI WITHOUT Nvidia, Ox Alpha was Chinese all along
EP 21 · September 1, 2026 · 85 min
We’re the humans in the loop.
In machine learning, “human in the loop” means a human who provides oversight and feedback in an automated system. That’s the lens of this show: AI is powerful, but humans aren’t leaving the loop. Not yet. Maybe not ever.
This isn’t another “AI is going to change everything” podcast. It’s for builders, operators, and the AI-curious who are tired of breathless hype, doomerism, and surface-level news recaps with no original thought.
What’s in each episode
Every week: one fixed, one rotating.
ROTATING
Ship It or Skip It
A real use case or product idea lands on the table. We debate whether it's worth building now or if the tech isn't there yet.
ROTATING
Explain It to My Client
Take a complex AI concept and explain it the way you'd actually explain it to a non-technical stakeholder. No jargon allowed.
ROTATING
Stack Check
One tool, library, or workflow change we actually adopted this week. No sponsorship energy. Just what's in the trenches.
Oscar Gallo
AI Engineer & Entrepreneur
AI Engineer and entrepreneur. He lives in the intersection of engineering and businesses.
Matt Wozniak
Serial Builder & Relentless Executor
Serial Builder and relentless executor. He comes from the lens of what works and what doesn't.
Previously
The World Cup Is Secretly Run by AI
EP 11Jun 23, 2026 · 104 minShip It or Skip It
Last week the US government gave Anthropic's best model a 72-hour public life, then switched it off for every foreign national on earth. This week, three Chinese labs shipped models that beat almost everything in the open, handed over the weights, and charged a tenth of the price. We figure out which of those two plays ends with the whole world building on your stack.
Welcome to Human In the Loop, a weekly podcast where two builders cut through the AI hype cycle. No breathless hype. No doomerism. No surface-level recaps.
Signal or Noise
The week’s AI headlines, filtered.
- SIGNALFIFA is running the 2026 World Cup on AI, the biggest live deployment on earth
An Intelligent Command Center in Miami tied to digital twins of all 16 stadiums, Football AI Pro built with Lenovo on FIFA's own Football Language Model and handed to all 48 teams, 1,248 player avatars from one-second scans, and Gemini drawing up tactics for Argentina, Brazil, and France. Multi-vendor, multi-model, real-time, under a five-second latency budget — the reference architecture nobody asked for.
- SIGNALChina's open-weight wave: GLM-5.2 and Kimi K2.7 Code land
Z.ai's GLM-5.2 tops the open-weight leaderboard with a 1M-token window and MIT weights; Moonshot's Kimi K2.7 Code ships open and tuned for agentic coding. Chinese labs now hold four of the top five open-weight spots at a fraction of Western pricing. The model you self-host is the only one Commerce can't switch off.
- SIGNALAnthropic's Fable 5 and Mythos 5 are still dark a week after the export ban
A full week after the June 12 Commerce directive, both models stay suspended for foreign nationals with no end date. Anthropic published its defense on June 16, arguing a recall over a narrow jailbreak would halt every frontier deployment. This was the closed-frontier fire drill, and most teams failed it.
- SIGNALNoam Shazeer leaves Google for OpenAI
The co-author of "Attention Is All You Need" is gone again, two years after Google paid a reported $2.7B to bring him back into DeepMind. When models converge, talent is the only moat left — and the gravity just pulled toward OpenAI.
- NOISEThe International AI Safety Report 2026 drops
A government-commissioned synthesis meant to set a shared baseline regulators reference, landing the same month the EU AI Act becomes fully applicable. It doesn't regulate anything — it's the document the regulations will point at. Noise for builders, for now.
Ship It or Skip It
Two real ideas from this year's agent discourse, steelman versus pushback.
AI governance layer for the agents your employees already run
The referee between an employee's agent and the action — block the refund agent pushing $40k against a $500 policy before it fires. Own the rules engine, not the dashboard.
Vertical AI harnesses, one trade at a time
Stop selling a chat box, sell the opinionated rig for one trade like marketing or video. Brief in, on-brand output out. Win the domain by being the tool people open every morning, not the model underneath.
Hot takes
Two opinions, no disclaimers.
Oscar“The most important AI lab of 2026 might not be American, and most US builders are too proud to notice.”
Matt“A free model is only free if you own the GPUs, the ops team, and the eval harness to babysit it.”
Sources referenced
- PCMag, inside FIFA's secret AI command center
- Lenovo, AI solutions to power FIFA World Cup 2026
- AkitaOnRails, Kimi 2.7 Code, GLM 5.2, MiniMax M3 local benchmark
- LLM-Stats, Kimi K2.7 Code benchmarks and pricing
- Anthropic, statement on the Fable 5 and Mythos 5 suspension
- Fortune, Anthropic disables Fable and Mythos after US bars foreign access
- CNBC, Google Gemini co-lead Noam Shazeer leaves for OpenAI
- AI Governance Institute, weekly roundup (Safety Report 2026)
- Microsoft, introducing the Agent Governance Toolkit
- Cloud Security Alliance, from guardrails to governance
- GeekWire, the rise of vertical AI agents
- Zapier, the best AI video generators in 2026
EP 10Jun 16, 2026 · 66 minStack Check
Anthropic shipped the most powerful AI ever released to the public on June 9. By June 12 the US government made them pull it back from every foreign national on earth, including Anthropic's own engineers. The most capable model on the planet had a 72-hour public life. We unpack who actually won that week, because it was not the people who got the model.
Welcome to Human In the Loop, a weekly podcast where two builders cut through the AI hype cycle. No breathless hype. No doomerism. No surface-level recaps.
Signal or Noise
The week’s AI headlines, filtered.
- SIGNALAnthropic releases Claude Fable 5 and Mythos 5 at half the old frontier price, then calls for a global AI pause five days earlier. We read the contradiction.
- SIGNALThe Trump administration places Fable 5 and Mythos 5 under export controls after a company jailbreaks Mythos. Anthropic disables access for all customers worldwide to comply, then disputes the order.
- NOISEOpenAI files confidentially for its IPO at a reported $730 to $850 billion, one week after Anthropic filed at $965 billion. Two unprofitable labs, public markets, same week.
- SIGNALOpenAI wires its models and Codex into Oracle Universal Credits, deleting the procurement step for every Oracle enterprise customer.
Stack Check
AI agents in production: the three layers you actually need to run an agent unattended.
Claude Agent SDK
The agent loop you do not have to write.
LangGraph plus LangSmith
Orchestration you can audit.
Temporal
Durable execution so a crash is not a restart.
Hot takes
Two opinions, no disclaimers.
Oscar“The Mythos ban is the best thing that ever happened to open weights. If the Commerce Department can switch off your stack on a Friday, you are renting, not building.”
Matt“Everyone watched the model and missed the money. OpenAI spent the week removing every reason a CFO can say no.”
Sources referenced
EP 09Jun 9, 2026 · 99 minNo Jargon Required
The White House just signed an order that lets the federal government test the most powerful AI models up to 30 days before you can touch them. The labs said yes. Real national security, or the backdoor frontier labs were begging for? We make the call.
Signal or Noise
The week’s AI headlines, filtered.
- SIGNALTrump's frontier-model executive order, a voluntary 30-day government early-access window, with the NSA deciding which models qualify
- SIGNALGitHub Copilot flips to token billing on June 1, and developers report bills jumping 10x to 50x
- SIGNALMicrosoft's MAI-Code-1-Flash and Google's $100 dev tier crash the AI coding party Anthropic has owned
- SIGNALChatGPT crosses 1 billion monthly users, and why the real story is Claude growing 640%
- SIGNALAnthropic calls for a global pause on frontier AI, and the 80% of its own code now written by Claude
No Jargon Required
the three words on every AI invoice, explained for anyone who signs off on the bill.
Tokens, and why your AI bill went usage-based
Inference vs training, and what "inference-efficient" actually buys you
Evals and benchmarks, and why the leaderboard is lying to you
Hot takes
Two opinions, no disclaimers.
Oscar“The executive order is not about safety. It is a distribution deal with a 30-day government waiting room on every frontier release.”
Matt“The Copilot billing meltdown is the best thing to happen to engineering leaders this year. The meter was always running. Now you can see it.”
EP 08Jun 2, 2026 · 123 minShip It or Skip It
Six weeks ago Anthropic said a model was too dangerous to ship. This week they shipped Opus 4.8, called it near-Mythos, and said Mythos-class models reach every customer in the coming weeks. Was it ever that dangerous? We make the call.
Signal or Noise
The week’s AI headlines, filtered.
- SIGNALClaude Opus 4.8, near-Mythos alignment, 3x cheaper fast mode, and Dynamic Workflows that fan one model across up to 1,000 subagents
- SIGNALAnthropic passes OpenAI, a new round values it near $1 trillion, plus a projected first operating profit on $10.9B revenue
- SIGNALCognition raises $1B at $26B, Devin's autonomous coding agent hits a ~$492M run rate
- SIGNALA poisoned Nx Console VS Code extension stole Claude Code configs and helped clone 3,800 of GitHub's internal repos
- SIGNALPope Leo XIV's first encyclical takes on AI, signal for regulated buyers, noise for your standup
Ship It or Skip It
three real ideas from this month's builder discourse.
The Company Brain
My First Million Ep 822
Voice AI agent for the trades
Avoca's $125M raise
Stripe for AI agents
Circle Agent Stack
Hot takes
Two opinions, no disclaimers.
Oscar“Too dangerous to ship" was never a safety call. It was a 90-day enterprise head start.”
Matt“Devin at $26B is the top, not the floor. An agent lab with no distribution is the WeWork of 2026.”
EP 07May 26, 2026 · 98 minStack Check
Cursor just shipped a coding model that matches Claude Opus 4.7 at one tenth the price, built on an open Chinese base model. The same week, Anthropic is closing a $30B round at a $900B valuation. If frontier coding got commoditized in seven days, what is anyone paying premium for?
Welcome to Human In the Loop, a weekly podcast where two builders cut through the AI hype cycle. No breathless hype. No doomerism. No surface-level recaps. Honest, opinionated conversations from people actually building with AI.
Signal or Noise
The week’s AI headlines, filtered.
- SIGNALCursor Composer 2.5, top-three coding agent at one tenth the cost of Opus
- SIGNALAndrej Karpathy joins Anthropic's pre-training team
- SIGNALAnthropic in talks for a $30B round at a $900B valuation
- SIGNALGoogle I/O 2026, Gemini Spark agent and Antigravity 2.0
- SIGNALHark's $700M Series A for a "secret" AI device, why we are calling it noise for now
Stack Check
three AI dev tools we actually adopted in the last 30 days. What each one replaces, why it matters, and would we actually keep using it.
Matt Pocock's `skills` repo, Skill Handoff
a real replacement for `/compact`
Convex (convex.dev), TypeScript-native backend built for agentic workflows
Google Antigravity 2.0 + CLI + Managed Agents API
Hot takes
Two opinions, no disclaimers.
Oscar“Cursor Composer 2.5 just proved the open base model thesis. Coding-as-a-service is about to fall off a cliff in price.”
Matt“Karpathy joining Anthropic is worth more than the $900B valuation as a signal. Talent is the only moat the market still underprices.”
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