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@skwijeratne skwijeratne released this 24 Jun 00:57
v0.4.0
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Learn about vigilant mode.

Minor release — all changes since 0.3.0 are additive and backward compatible.

Highlights

  • Token-accurate context (P19) — TokenCounter + count_tokens + FitContextWindow trim the transcript to a real token budget (pluggable tokenizer; tiktoken/provider counters drop in).
  • Pluggable memory (P20) — a Memory protocol (recall/write) + dependency-free InMemoryMemory; Agent(memory=…, remember_exchange=…) recalls cross-session context (bring your own vector DB behind the interface).
  • First-class structured output (P21) — Agent(response_model=…) (Pydantic class or JSON-Schema dict) wires validation + retry, a schema prompt, and native provider enforcement (with_response_format) in one knob; outcome.parsed is typed.
  • Rate-limit-aware retries (P22) — RetryModel honors a provider's Retry-After (default_retry_after, max_sleep, on_retry) instead of blind exponential backoff.
  • Tier C polish — eval JSONL/CSV loaders (load_cases), record/replay cassettes (CassetteModel) for deterministic real-model tests, subagent cost roll-up (child spend → parent totals), and one-call tracing (instrument(agent)).

Install: pip install "agentix-toolkit[anthropic]" (import as agentix).

Full notes: see CHANGELOG.md.

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