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• Moltbook as MCP Stress Test: What 770K Agents Reveal About Protocol Design

  A follow-up to my MCP Maturity Model post. Moltbook shows what happens when you run 770K agents at Level 0 maturity with zero governance. The results are instructive.

  10 min read   ·   February 02, 2026

  2026 moltbook mcp multi-agent-systems context-management AI-architecture protocol-design MCP Multi-Agent Systems

• Circuit Tracing for the Rest of Us: From Probes to Attribution Graphs and What It Means for Production Safety

  MIT Tech Review named mechanistic interpretability a 2026 Breakthrough Technology. Anthropic open-sourced circuit tracing. Here's what actually changed, how it connects to the activation probes I built for sandbagging detection, and why production teams should care.

  17 min read   ·   January 31, 2026

  2026 mechanistic-interpretability circuit-tracing AI-safety interpretability sparse-autoencoders sandbagging AI Safety Interpretability

• RLVR Beyond Math and Code: The Verifier Problem Nobody Has Solved

  Reinforcement Learning with Verifiable Rewards powers every reasoning model worth talking about. But it only works where you can check the answer automatically. Extending it to messy, real-world domains is the hardest open problem in LLM training right now.

  19 min read   ·   January 18, 2026

  2026 RLVR reinforcement-learning reasoning-models LLM-training DeepSeek-R1 GRPO AI Research LLM Training

• The Agent Protocol Stack: Why MCP + A2A + A2UI Is the TCP/IP Moment for Agentic AI

  MCP handles agent-to-tool. A2A handles agent-to-agent. A2UI handles agent-to-interface. Together they form a protocol stack that nobody has mapped properly - including the security gaps that should terrify you.

  18 min read   ·   January 06, 2026

  2026 MCP A2A A2UI agent-protocols multi-agent-systems security AI Infrastructure Multi-Agent Systems

• The Manifold Dial: Visualizing Why DeepSeek's mHC Stabilizes Deep Networks

  Interactive exploration of Manifold-Constrained Hyper-Connections - how DeepSeek fixed the signal explosion problem in deep residual networks using 1967 mathematics

  11 min read   ·   January 03, 2026

  2026 deep-learning architecture visualization transformers deepseek mhc hyper-connections sinkhorn-knopp research llm