All topic guides
AGENTS.md vs Knowledge Graph
AGENTS.md vs knowledge graph compares human rules, generated code relationships, and task context for coding agents.
pxpipe and the Code Context Problem: Cheap Tokens Are Not Understanding
pxpipe can reduce AI coding context cost, but repository understanding still depends on structure, dependencies, source evidence, and verification.
pxpipe vs Graphify for AI Agents: Compression or Code Knowledge?
pxpipe vs Graphify compares lossy context compression with reusable structured code knowledge for Claude Code and other AI coding agents.
Skill Zoo and Code Knowledge Skills
Skill Zoo points to a bigger need: AI coding assistants need code knowledge skills, not only reusable prompts and procedures.
Ornith-1.0 and Agent Memory
Ornith-1.0 agent memory depends on more than context length: local coding models need structured, reusable repository knowledge.