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Agent Architecture: A Look Under the Hood
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
View all episodes
By John Jezl and Jon RochaThis 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