Why orchestrate multiple AI agents when a single strong model is so capable? Jon walks through three distinct rationales — capability, parallel context, and trust — and uses Anthropic's Claude Mythos Preview and Project Glasswing as the live, industrial-scale case study.

Credits

Cover Art by Brianna Williams

TMOM Intro Music by Danny Meza

A special thank you to these talented artists for their contributions to the show.

Links and Reference

• Stanford 2026 AI Index Report: https://hai.stanford.edu/ai-index/2026-ai-index-report

• Claude Opus 4.7 announcement: https://www.anthropic.com/news/claude-opus-4-7

• Project Glasswing announcement: https://www.anthropic.com/glasswing

• Claude Mythos Preview — Frontier Red Team write-up: https://red.anthropic.com/2026/mythos-preview/

• Claude Mythos Preview — Alignment Risk Update: https://anthropic.com/claude-mythos-preview-risk-report

• Andon Labs Vending-Bench (the eval Jon describes): https://andonlabs.com/evals/vending-bench

• Mixture-of-Agents (Wang et al., June 2024): https://arxiv.org/abs/2406.04692

• Self-MoA / "Rethinking Mixture-of-Agents" (Lee et al., Feb 2025): https://arxiv.org (search by title)

• AI Control: Improving Safety Despite Intentional Subversion (Greenblatt et al., Dec 2023, Redwood Research): https://arxiv.org/abs/2312.06942

• Anthropic multi-agent research system blog: https://www.anthropic.com/engineering/built-multi-agent-research-system

• MAGDI — distilling multi-agent debate (Chen et al., early 2024): https://arxiv.org/abs/2402.01620

• MACA — Multi-Agent Consensus Alignment (Sept 2025): https://arxiv.org (search by title)

• Agent Arc — distilling multi-agent intelligence into a single LLM agent (Feb 2026): https://arxiv.org (search by title)

• Condorcet Jury Theorem (1785): https://plato.stanford.edu/entries/jury-theorems/

Abandoned Episode Titles

How to Build God and Then Email Yourself About It from the Park

Four PhDs and a Guy Who Thinks the Colosseum Invented Pasta

Mythos Cleaned Its Git History So You Wouldn't Have To

OpenBSD Spent 27 Years Hardening the Wrong Things

This episode deconstructs how production AI agents are actually built, introducing a six-component architecture framework (system prompt, model, tools, memory, orchestration loop, and execution environment) and comparing how Claude Code, Codex, OpenClaw, and Manus make fundamentally different trade-offs around local vs. cloud execution, autonomy vs. human oversight, and open source vs. commercial control. The hosts examine why coding agents matured first, why general-purpose agents face the unsolved "lethal trifecta" of security risks, and where the industry is converging on universal patterns while still making divergent bets.

Credits

Cover Art by Brianna Williams

TMOM Intro Music by Danny Meza

A special thank you to these talented artists for their contributions to the show.

Links and Reference

• Meta Muse Spark announcement: https://ai.meta.com/blog/introducing-muse-spark-msl/

• Anthropic Project Glasswing / Claude Mythos: https://www.anthropic.com/glasswing

• Anthropic Mythos Preview technical details: https://red.anthropic.com/2026/mythos-preview/

• Google TurboQuant (ICLR 2026): https://research.google/blog/turboquant-redefining-ai-efficiency-with-extreme-compression/

• Let's Verify Step by Step (Lightman et al.): https://arxiv.org/abs/2305.20050

• METR Time Horizons: https://metr.org/time-horizons/

• METR: Measuring AI Ability to Complete Long Tasks: https://arxiv.org/abs/2503.14499

• Simon Willison's blog: https://simonwillison.net/

• Simon Willison: The Lethal Trifecta: https://simonwillison.net/2025/Jun/16/the-lethal-trifecta/

• OpenClaw (GitHub): https://github.com/OpenClaw/OpenClaw

• Peter Steinberger: OpenClaw, OpenAI and the future: https://steipete.me/posts/2026/openclaw

• Manus joins Meta: https://manus.im/blog/manus-joins-meta-for-next-era-of-innovation

• CrowdStrike on Mythos / Project Glasswing: https://www.crowdstrike.com/en-us/blog/crowdstrike-founding-member-anthropic-mythos-frontier-model-to-secure-ai/

• Model Context Protocol (MCP): https://modelcontextprotocol.io/

• Stuart Russell, Human Compatible (2019): https://www.penguinrandomhouse.com/books/566677/human-compatible-by-stuart-russell/

Abandoned Episode Titles

My Torn Hoodie Is Perfectly Fine, Thank You Very Much

ChatGPT Bought This Outfit for Me

The Lobster, the Sandbox, and the Wardrobe

It's Agents All the Way Down

This episode traces AI reasoning from human-designed external scaffolding (process reward models, test-time compute scaling) to internally emergent capability, culminating in DeepSeek R1's finding that a model rewarded only for correctness spontaneously learns to reason, self-correct, and backtrack without any explicit instruction to do so.

Credits

Cover Art by Brianna Williams

TMOM Intro Music by Danny Meza

A special thank you to these talented artists for their contributions to the show.

Links and Reference

• US appeals court fined lawyers https://www.sixthcircuitappellateblog.com/recent-cases/sixth-circuit-sanctions-attorneys-for-fake-citations-what-does-this-mean-for-use-of-ai/https://www.jdsupra.com/legalnews/the-ai-sanction-wave-145k-in-q1-1240943/#:~:text=In%20Whiting%20v.%20City%20of,cases%20presenting%20the%20same%20problems.

• CEO Krafton used ChatGPT to nullify $250M contract https://legaltalknetwork.com/podcasts/heels-in-the-courtroom/2026/04/ep-1006-when-clients-use-ai-the-new-risks-to-privilege-and-discovery/#:~:text=So%20the%20allegations%20were%20that,let%20ChatGPT%20be%20his%20lawyer.

• "Let's Verify Step by Step" https://arxiv.org/abs/2305.20050

• PRM800K dataset — 800,000 step-level human feedback labels, open-sourcedhttps://github.com/openai/prm800k

• Snell et al. paper on test-time compute scaling, published Aug 2024https://arxiv.org/abs/2408.03314

• "Chinchilla optimal" — paper on optimal scaling of parameters vs. datahttps://arxiv.org/pdf/2203.15556

• LangChain documented convergence in open SWE frameworkhttps://blog.langchain.com/open-swe-an-open-source-framework-for-internal-coding-agents/

• "Thinking Fast and Slow" by Kahneman, Dhttps://psycnet.apa.org/record/2011-26535-000

• T3 Code — Theo's Claude Code harness replacementhttps://www.youtube.com/watch?v=-7akxGb-lAM#:~:text=Theo%20Did%20It.,Gemini%20without%20the%20lock%2Din.

• DeepSeek R1 technical report, January 2025 https://arxiv.org/abs/2501.12948

• Uncanny Valley concepthttps://web.ics.purdue.edu/~drkelly/MoriTheUncannyValley1970.pdf

Abandoned Episode Titles

The Episode That Definitely Didn't Anthropomorphize Anything

Pump Harder: A Metaphor That Should Have Died But Absolutely Didn't

"Wait, Wait, Wait, Don’t Tell Me"

The One Where the Math Problem Checks Its Own Work and We All Get a Little Creeped Out