Rooted Layers
by AI insights grounded on research
Latest episode
The Specification Surface Is the New Source of Truth
The Specification Surface Is the New Source of Truth
About this podcast
Rooted Layers is about AI insights grounded on research. I blog about AI research, agents, future of deep learning, and cybersecurity. Main publication at https://lambpetros.substack.com/
lambpetros.substack.com
Episodes
- The Specification Surface Is the New Source of Truth · 39 minThis episode explores the emergence of literate workflow programming, a paradigm where human-readable workflow specifications function as source-like artifacts for AI agents…
- Confidence Debt · 55 minThe episode introduces the concept of confidence debt, which occurs when an automated system’s output is trusted and moved downstream before the underlying evidence actually…
- The Binding Gap · 54 minThis deep dive investigates the binding gap, a specific failure in language models where the system remembers individual facts or entities but loses the precise relationship…
- The Illusion of the Swarm · 55 minRecent research suggests that multi-agent systems are often a temporary engineering workaround for limitations in model routing, memory, and coordination rather than a final…
- The Moltbook Phenomenon · 53 minThis episode analyzes the rise and rapid acquisition of Moltbook, a 2026 social media platform designed exclusively for autonomous AI agents. Developed through an experimental…
- The Autonomy Tax · 39 minThis 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 Transformer Attractor · 25 minIn 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…
- When the LLM Programs Its Own Thinking · 38 minProcess 6-11M tokens using 128K context models. Recursive Language Models externalize prompts as queryable variables instead of cramming them into context windows. This video…
- The Orchestration Paradigm: Issue 4 - The Reality · 31 min🎙️ 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…
- The Orchestration Paradigm: Issue 3 - The Behavior · 33 minDeep 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…
- The Orchestration Paradigm: Issue 2 - The Factory · 37 minNOTE: 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…
- The Orchestration Paradigm Series · 38 minThe Headline You Probably Missed In December 2025, NVIDIA researchers quietly published a paper that challenges the central dogma of modern AI development. Their claim: an…
- The Hardware Friction Map · 32 minTL;DR * The Hardware Friction Map asserts that the survival of neural architectures is determined by economics, as hardware imposes a “compute tax” based on how much an idea…
- What Actually Works: The Hardware Compatibility Filter in Neural Architecture (2023–2025) · 16 minThe provided source is a detailed blog post, arguing that hardware compatibility is the primary filter determining which Neural Architecture innovations succeed in large-scale…
- Autonomous AI Agents: Core Foundations and Recent Breakthroughs · 15 minThe Agent Revolution: Reasoning, Collaboration, and Autonomy The provided text is a comprehensive guide exploring the transformation of Large Language Models into autonomous…
- Neural Architecture Design as a Reusable Scaffold: A History Review · 26 minThis piece traces the historical evolution of artificial intelligence from a bespoke age of handcrafted, rigid designs to a modern era of scalable, self-organizing scaffolds. It…
