FIXED
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 23: AI is going to kill us all
EP 23 · September 15, 2026 · 71 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.
EP 13Jul 7, 2026 · 73 minShip It or Skip It
Meta spent so much on AI that it may have backed into becoming a cloud company. Smart move, or capex panic? We make the call.
Welcome to Human In the Loop, a weekly podcast where two builders talk about what matters in AI. No hype. No doomerism. No recaps for the sake of recaps.
Signal or Noise
The week’s AI headlines, filtered.
- SIGNALMeta building a cloud business for excess AI compute
- SIGNALOpenAI reportedly proposing to give 5% equity to a U.S. sovereign wealth fund
- SIGNALClaude Sonnet 5 shipping across Claude, Claude Code, and the Claude Platform, which we call noise until it changes builder behavior
- SIGNALTogether AI raising $800M for open-source AI infrastructure
- SIGNALClaude Science launching as a research workbench
Ship It or Skip It
we debate two AI business ideas.
Meta Compute broker for AI teams
Back-office agent for small law and accounting firms
Hot takes
Two opinions, no disclaimers.
Oscar“The model race is becoming an infrastructure race again.”
Matt“Most AI workbench products are selling relief from tool chaos.”
Previously
The Frontier Just Got a Guest List
EP 12Jun 30, 2026 · 106 minNo Jargon Required
OpenAI just shipped its most powerful model to twenty companies the government picked. Not the best twenty. The approved twenty. A week after the US switched off Anthropic's best model, the frontier has a guest list, and you are not on it. We figure out what that does to anyone trying to build on the newest 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.
- SIGNALGPT-5.6 ships under US government restrictions
OpenAI began a limited preview of GPT-5.6 — Sol, Terra, and Luna — to roughly twenty pre-approved organizations at the US government's request, the first major model to ship under the June 2 executive order. Last week Anthropic went dark by force. This week OpenAI went gated by choice. Two labs, two weeks, same direction.
- SIGNALAnthropic accuses Alibaba's Qwen of the largest distillation attack on record
Anthropic's complaint to Senators Warren and Scott alleges Alibaba's Qwen lab ran about 25,000 fraudulent accounts and 28.8 million exchanges against Claude between April 22 and June 5, aimed at software engineering and agentic reasoning. That is roughly 1.7x the combined total it attributed to DeepSeek, Moonshot, and MiniMax in February, and the first time it has named a major Chinese conglomerate.
- SIGNALOpenAI and Broadcom unveil Jalapeño, OpenAI's first inference chip
OpenAI's first custom chip, built with Broadcom for inference, went from first design to tape-out in nine months with help from OpenAI's own models — the companies call it the fastest ASIC cycle ever. Early claims cite performance-per-watt well above the current state of the art, with first deployment targeted for the end of 2026.
- SIGNALAgentjacking: the prompt-injection hole in every coding agent
A new attack class hijacks coding agents like Claude Code, Cursor, and Codex by hiding instructions inside data they already trust, such as a Sentry error report pulled in over MCP. There is no universal patch — the fix is to treat incoming data as untrusted and keep a human review step before the agent acts. OWASP says prompt injection is up 340% year over year.
- NOISEChatGPT slips below 50% as Gemini and Claude surge
Reports put ChatGPT at 46.4% of the assistant market, its first time below 50% since launch, with Gemini at 27.7% and Claude at 10.3%. Mostly a distribution story — Gemini's climb is Android OS-level placement. Noise for builders, except the one real line: Claude roughly quadrupled its monthly users in five months on the back of agentic coding.
No Jargon Required
Two AI words an exec heard this week and couldn't define on the spot, in plain English.
Distillation
Teaching a small, cheap model by having it copy a big, expensive one's answers. The word at the center of the Alibaba–Claude fight, and why some cheap models punch far above their price. The real question is provenance, not the technique.
Prompt injection
A model reads instructions and data as one stream of words, so commands hidden in the data get obeyed like orders. Researchers say it may not be patchable — the defense is design: read-only by default, a human in front of anything you can't undo.
Hot takes
Two opinions, no disclaimers.
Oscar“The frontier is being quietly nationalized, and most builders are cheering it as safety. Build on the model you can actually keep.”
Matt“Everyone panicking about distillation forgot the lesson. The frontier has no moat. Stop betting your company on a six-week lead anyone can clone.”
Sources referenced
- Axios, OpenAI releases GPT-5.6 (Sol, Terra, Luna) under restrictions
- OpenAI, Previewing GPT-5.6 Sol
- Thurrott, OpenAI launches GPT-5.6 in limited preview
- White House, Promoting Advanced AI Innovation and Security
- CNBC, Anthropic accuses Alibaba of campaign to 'illicitly' extract AI capabilities
- The Next Web, Anthropic accuses Alibaba of largest distillation campaign against Claude
- Mobile World Live, Anthropic accuses Alibaba of large-scale distillation attack
- CNBC, OpenAI and Broadcom reveal Jalapeño, first AI chip in partnership
- TechCrunch, OpenAI unveils its first custom chip, built by Broadcom
- OpenAI, OpenAI and Broadcom unveil LLM-optimized inference chip
- Tom's Hardware, Jalapeño is a reticle-sized ASIC built in nine months
- Digital Applied, Agentjacking: your AI coding agent can be hijacked
- Help Net Security, Prompt injection still drives most agentic AI security failures
- TechTimes, Prompt injection may be a permanent flaw, not a patchable bug
- Unit 42 (Palo Alto), Web-based indirect prompt injection in the wild
- TechTimes, ChatGPT's market share falls below 50% for the first time
- Business Standard, ChatGPT market share slips below 50% as Gemini, Claude gain
- Momentic, Top generative AI chatbots by market share, June 2026
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.”
New episodes every week. Reply with the story you want us on next.
Subscribe