All posts by Evan
Open Source AI Agent Projects 2026? 8 Rising Repositories and One License Trap
Eight fast-rising AI agent GitHub projects, mapped by stack layer, license, maturity, workflow fit, and claims teams should verify.
Pi Skills vs CLAUDE.md
Compare Pi Skills, CLAUDE.md, and code knowledge graphs as procedure, persistent instruction, and repository fact layers.
Share Context Between Pi and Claude Code
Share context between Pi and Claude Code with AGENTS.md, a Claude import, tool-specific Skills, and revision-bound repo facts.
Pi Claude Code Context Engineering
Separate Pi and Claude Code procedures, persistent instructions, session state, and tool-neutral repository facts.
Pi vs Claude Code Large Codebase Context
Compare Pi and Claude Code on large-codebase context with a controlled evidence protocol instead of feature-count claims.
Multica Multi-Agent Context Consistency
Keep Multica multi-agent context consistent with source, version, expiry, ownership, and human escalation rules.
Multica Skills vs Code Knowledge Graph
Multica Skills encode reusable agent workflows; code knowledge graphs expose current repository relationships with provenance.
Multica Agent Context Sharing
Share Multica agent context through native guidance and Skills, then add read-only repository facts with source and revision controls.
Multica Large Codebase Context
Multica coordinates agents and tasks, while large codebases still need module, call-chain, impact, and test evidence.
Claude Code Repeated Repository Scanning
Claude Code repeated repository scanning wastes context when recipes restart search instead of using persisted maps.