Resources

Guides & Resources

Field notes, comparisons, and implementation guides for building AI-powered software.

Guides & Resources

Field notes, comparisons, and implementation guides for building AI-powered software.

LLM Framework Leaderboard

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Abstract interlocking loops for harness engineering

Loop / Harness Engineering

Agent loops turn prompts into one part of a production harness: tools, state, checks, approvals, and exit conditions.

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Plain-Text Context Files for LLMs

Plain-Text Context Files for LLMs

Plain-text context files are the git-native, zero-ops way to steer AI agents.

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How to Build an MCP Server

How to Build an MCP Server

A guide to building an MCP server for Markdown note taking

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Structuring tools for AI Agents

Structuring tools for AI Agents

A short conceptual guide to organising tools in agentic workflows

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The Modern Document Processing Stack

The Modern Document Processing Stack

A simple engine for converting any file type to Markdown.

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Decoding Methods for LLMs

Decoding Methods for LLMs

A verbose explanation of common auto-regressive decoding methods: temperature, top k and top p.

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Structured Generation Shoot-out

Structured Generation Shoot-out

A comparison of some of the most popular libraries that constrain LLM generation.

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