v3.11.0
Director-AI v3.11.0
Highlights
- ProductionGuard — batteries-included API bundling calibrated scoring, human feedback loop, conformal confidence intervals, and agent tool-call verification
- Atomic claim verification —
VerifiedScorer.verify(atomic=True)decomposes compound sentences into atomic claims with multi-span evidence attribution - Hybrid retrieval factory —
VectorGroundTruthStore.grounded()sets up BM25 + dense embeddings + RRF fusion in one line - New integrations — Semantic Kernel, DSPy/Instructor, Helm chart
- Signed releases — Sigstore signatures + SLSA provenance attestations on every release
- Observability pack — Grafana dashboard (9 panels) + Prometheus alert rules (6 alerts)
Fixed
- Streaming false-halt benchmark — three bugs corrected. Measured result: 4.4% (was broken 0.0%)
- Domain profile claims — medical/finance FPR=100% without KB grounding now documented honestly
- Summarization auto-routing — bidirectional NLI now activates automatically for summarisation tasks
Install
pip install director-ai==3.11.0
Full changelog: CHANGELOG.md