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Human In The Loop · Weekly

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.

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Hosted by Oscar Gallo & Matt Wozniak

About

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.

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?

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.

Hosts

Oscar Gallo

AI Engineer & Entrepreneur

Oscar lives at the intersection of engineering and business. He builds AI products, ships code, and runs companies — the daily grind of making AI work in the real world.

Matt Wozniak

Builder, Operator, Relentless Executor

Matt is the operator's operator. He builds, he ships, he scales. His lens is execution: what works, what doesn't, and why most people are thinking about it wrong.

Latest episode

The Model Anthropic Refused to Ship

EP 01Apr 14, 2026 · 47 minShip It or Skip It

On April 7, 2026, Anthropic unveiled Claude Mythos Preview — a frontier model they describe as a “step change” in capability — and then refused to release it. Instead: Project Glasswing, a gated program for Amazon, Apple, Microsoft, Cisco, CrowdStrike, and a handful of others. The first major withheld frontier model in roughly seven years.

Responsible scaling finally biting? Or enterprise GTM dressed up as safety PR?

That's the cold open. From there, Oscar and Matt spend 45 minutes doing what this show does: filtering the week's AI noise, debating real business ideas, and closing with two hot takes you won't hear anywhere else.

Watch on YouTube
Signal or Noise

The week’s AI headlines, filtered.

  1. SIGNALClaude Mythos Preview

    Anthropic used Mythos to identify thousands of zero-days across every major OS and browser, then chose not to ship. If Mythos-wielding attackers find what small shops can't patch, the defender/attacker asymmetry just broke.

  2. SIGNALMeta Muse Spark

    First model from Meta Superintelligence Labs. Llama-4 midsize quality at ~10x less compute, shipping into Facebook, Instagram, WhatsApp, and Ray-Ban Meta glasses. If you build consumer or wearable UX, unit economics just moved.

  3. NOISEOpenAI “Spud”

    Polymarket gives GPT-5.5/6 a 78% chance of shipping by April 30. Predictions aren't news. The real story is OpenAI's $122B raise.

  4. SIGNALThe anti-distillation pact

    OpenAI, Anthropic, and Google coordinating against Chinese labs. IP defense or three competitors ganging up on a fourth because it's easier than competing on capability?

  5. SIGNALAnthropic × Coefficient Bio, $400M

    Horizontal labs are quietly going vertical. Life sciences. Cybersecurity. Legal next? Finance? Pick your domain before the labs pick it for you.

Ship It or Skip It

Three real ideas, no fence-sitting.

“Bring AI to small businesses”

Via My First Million Ep 811. Productized 30-day AI-ops install for HVAC, dental, property management. Software margins, services delivery. But the real question: are you the next picks-and-shovels play, or just another consultant in a trench coat?

Vertical AI agent for insurance claims

Per-claim pricing instead of per-seat. Eats into labor P&L, not software budget. But insurance = 18-month sales cycles. You die of starvation before your first logo unless you have an insider co-founder.

“Lovable-for-X”

Clone the $200M ARR playbook for a regulated vertical — legal ops, clinical workflows, HR. Compliance moat is real. But is it also the ceiling on product velocity?

Hot takes

Two opinions, no disclaimers.

Oscar

Anthropic withholding Mythos is the new moat. Safety-as-marketing is about to become the dominant frontier-lab playbook — because nobody wants to be the lab that shipped the model that broke the internet.

Matt

The “AI for small businesses” gold rush is 90% consultants in trench coats. The real money isn't selling AI to SMBs — it's selling picks-and-shovels to the 10,000 consultants who are.

Sources referenced

New episodes every week. Reply with the story you want us on next.

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