Scaffolding vs. Intelligence: Why AI Evaluation Harnesses Fake 70-Point Leaps
Why AI evaluation harness architectures create massive score spreads on benchmarks like ARC-AGI-3, and how to establish strict benchmark provenance.
Beyond the Hype: My Production Workflow with Claude Code
A battle-tested guide to coding with Claude Code. Learn the Design-Plan-Execute framework, repository setup, delegated tasks, and failure modes.
The Systems Engineer's Guide to AI: 10 Essential Books for 2026
The 10 essential books for AI engineers in 2026. Master transformer architectures, systems design, agentic AI, evaluation pipelines, and production serving.
Zero-Infra Multi-Agent Coordination: The File-System State Machine
How to coordinate multiple autonomous AI agents across repositories using a simple, file-based markdown task queue with state transitions and verified evidence.
The Phantom Endpoint: Why Your RAG Assistant Hallucinates APIs (And How to Fix It)
A deep dive into RAG hallucinations, same-domain brand substitution, why similarity thresholds fail, and how deterministic scope gating prevents fake API generations.
Durable Memory: Why Vector Databases Aren't Enough
Why durable memory is more than persistent storage, and why the real architectural problem begins at the write boundary.