docs: AXI mapping report - #189
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Maps the 10 agent-ergonomic design principles from kunchenguid/axi onto kbagent, identifies which principles are already aligned and which are gaps, and proposes a 3-phase adoption roadmap (token diet, contextual guidance, ambient context via session hooks).
Adds §2 Reality Check that challenges whether AXI's benchmark wins generalize to kbagent's mutation-heavy, stateful, multi-tenant workload. Highlights features kbagent already has that AXI's SKILL.md does not cover (--hint codegen, multi-project parallel, permission firewall, dev branch, GitOps sync), re-ranks all 10 AXI principles by realistic win-per-cost, and splits the adoption roadmap into an ambitious (8.A) and conservative (8.B) variant. Argues the four highest-ROI items are minimal default schemas, content truncation, count+total aggregates, and a dashboard on 'kbagent doctor' (avoiding REPL collision on bare 'kbagent').
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Summary
docs/axi-mapping-report.mdmapping the 10 agent-ergonomic design principles from kunchenguid/axi onto kbagent.help[]suggestions, content-first home view, idempotent mutations), Phase 3 "Ambient context" (self-installing session hooks for Claude Code / Codex).Test plan