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Essays for building with research

Short-form writing about AI systems, evaluation loops, research workflows, and tool interfaces.

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Designing Evaluation Loops for Coding Agents

A practical synthesis on how agents should combine static checks, browser evidence, and human review.

Jun 12, 2026 Evaluation Systems
  • evaluation
  • agents
  • quality
ReAct: Synergizing Reasoning and Acting in Language Models Evaluation Loops GitHub
Draft

MCP as an Interface Layer for Personal Knowledge

Explores MCP servers as a bridge between private context, public tools, and repeatable research workflows.

May 30, 2026 Personal Knowledge OS
  • MCP
  • interfaces
  • knowledge systems
Toolformer: Language Models Can Teach Themselves to Use Tools MCP Integration Google Drive
Published

What Makes Research Notes Useful to Builders

A taxonomy for converting academic papers into implementation notes, diagrams, and experiments.

May 18, 2026 Research Operations
  • papers
  • systems
  • writing
Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks Information Retrieval Semantic Scholar