Rooted Layers
AI insights grounded on researchRooted Layers is about AI insights grounded on research. I blog about AI research, agents, future of deep learning, and cybersecurity. Main publication at lambpetros.substack.com/ lambpetros.substack.com
| Publishes | Daily | Episodes | 15 | Founded | 3 months ago |
|---|---|---|---|---|---|
| Number of Listeners | Categories | Tech NewsNewsTechnology | |||
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Latest Episodes
This episode explores the concept of the Autonomy Tax, arguing that the primary barrier to adopting AI agents is not a lack of intelligence but a deficit in operational control. The author identifies three hidden costs—human bandwidth, incident risks... more
This is for teams shipping LLM-assisted analysis in high-stakes workflows — protocol security, compliance auditing, code review — where “the model said so” isn’t good enough.
Part 2 of Measuring Trust: The Gap Between AI Auditing and Correctness
Th... more
The Problem Nobody Wants to Hear About
Every blockchain runs on a promise: the code does what the spec says it should.
For Ethereum, that promise passes through a chain of documents and codebases. An EIP (Ethereum Improvement Proposal) describes a ... more
In 2023, Mamba promised to replace attention with elegant state-space math that scaled linearly with context. By 2024, the authors had rewritten the core algorithm to use matrix multiplications instead of scans. Their paper explains why:
“We restric... more
Process 6-11M tokens using 128K context models. Recursive Language Models externalize prompts as queryable variables instead of cramming them into context windows.
This video breaks down RLMs from MIT and shows the Jupyter integration I built for de... more
🎙️ Episode: The Reality – Why Agents Bankrupt Production
In this series finale, we leave the research lab and enter the war room. We trace the lineage of agentic AI from Chain-of-Thought to ToolOrchestra, map the terrifying "Unsolved Frontiers" pre... more
Deep Explainer Episode: The Behavior – Debugging the Ghost in the Machine
If you watch an agent long enough, you see patterns nobody programmed. The "Escalation Ladder," the "Map-Reduce" spray, the "Do-While" loop. These are emergent behaviors. We a... more
NOTE: The video acts as a TL;DR. click on the audio toggle next to it to get the very detailed PODCAST explainer.
While the headlines focus on the 8B model beating GPT-5, the real engineering breakthrough wasn’t the model itself. It was the factory ... more
Key Facts
Chart Rankings
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Apple Podcasts | #51 |  Austria/Technology |
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| Listeners per Episode | Gender Skew | Location | |||
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| Interests | Professions | Age Range | |||
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Rooted Layers launched 3 months ago and published 15 episodes to date. You can find more information about this podcast including rankings, audience demographics and engagement in our podcast database.
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