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The 0.3 line: Kapso as a pip-installable product.

  • Facade API: Kapso().evolve() / .learn() / .learn_knowledge() / .research() / .deploy() — two memories: experience (evidence-priced knowledge cards from your own campaigns) and imported knowledge (KG ingestion).
  • CLI-only inference: all model calls run through the coding-agent CLIs (Claude Code + Codex) — no direct-API backend; subscription-first auth (Bedrock support removed).
  • One generic search strategy across all benchmarks — MLE-Bench and ALE-Bench migrated onto it.
  • Book-based repository memory, campaign observability (kapso watch, status files), and the full learning stack (bank, mining/grading/update crews, serving).

Install: pip install leeroo-kapso

Source: README.md, updated 2026-08-26