tcconnally/perseus](https:

Context Adapter SDK & convergence

• Context Adapter SDK — compile a Perseus context once and drop it into any agent framework: compile_context(), as_messages(), compose(target="text"|"messages"|"langchain"|"llamaindex"). Framework adapters lazy-import only when called. (#477)
• Mimir hot-entity injection — always_on "hot" entities now load first into rendered context via Mimir's mimir_context tool, scoped by mimir.context_categories. First Memory+Context "compose, don't replace" demo. (#474)
• Reproducible offline benchmark — benchmark/compose/ compares compiled-context token size and answer coverage vs naive/LangChain/LlamaIndex, fully offline. (#476)
• Docs reconciliation — corrected stale Mimir version/tool-count references. (#475)

Windows first-class

• Full suite green on Windows + a windows-latest CI job. Cross-platform file locking, checkpoint fsync, LSP URI→path, guarded os.chown, null-byte rejection, cmd.exe shell default, UTF-8 I/O, process-tree kill. (#426–#436)

Directives

• @include windowing — last=N / since=14d bounds on growing includes. (#433)

Performance

• Federation hot-path parallelization, fresh-cache serving, single-pass drift metric, debounced narrative read-rewrite, and more. (#445–#464, #472)
• render_source is now a top-level API. (#471)

Fixes

• Version-stable scheduler launcher (#430); visible render staleness audit + doctor check (#431).

Powers the new adk-perseus-context Google ADK integration (depends on the Context Adapter SDK, perseus-ctx>=1.0.10).