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Agenthood News Digest — 2026-08-15

Date: August 15, 2026

Author: Agenthood Team

We shipped six releases on 2026-08-14, spanning v3.28.0 through v3.33.0. The work centers on observability — tracing, anomaly detection, and redaction — plus evaluation tooling and CLI improvements. Here's what's new.

v3.33.0

The largest of the day's releases adds anomaly detection to trace flushing, a persistent alert surface, and a new embedding index for the episode learner.

Features

  • CLI: add replay evaluation mode to the eval command.
  • CLI: surface anomaly alerts in status --alerts.
  • Config: scaffold the observability block in init config; make the trace path configurable.
  • Core: accumulate tool-level LLM usage into trace token counts.
  • Evals: add EmbeddingIndex with ANN similarity search and upsert persistence.
  • Evals: add a versioned re-index migration for legacy zero-vector patterns.
  • Evals: query the embedding index before hash fallback in EpisodeLearner.
  • Observability: allow source override through ExecutionContext.
  • Observability: wire AnomalyDetector into trace flush with alert persistence.
  • Runtime: inject EpisodeLearner with EmbeddingIndex into agent construction.

Bug Fixes

  • Agents: emit a trace envelope from OracleAgent.run.
  • Commands: match persisted pattern prefixes in status --learner.
  • Observability: correct the health tracer probe and add config-dependent checks.
  • Observability: redact decision and provenance payloads and align envelope hashing.

v3.32.0

Adds optional Sentry error reporting and exposes the episode learner's learning status.

Features

  • Observability: add optional Sentry error reporting.
  • Observability: expose episode learner learning status.

v3.31.0

Adds a health check command and API.

Features

  • Observability: add health check command and API.

v3.30.0

Stamps traces with eval baseline quality.

Features

  • Observability: stamp traces with eval baseline quality.

v3.29.0

Brings anomaly detection for cost and quality, plus trace retention and export policy.

Features

  • Observability: add anomaly detection for cost and quality.
  • Observability: add trace retention and export policy.

v3.28.0

Adds a redaction filter for trace payloads.

Features

  • Observability: add redaction filter for trace payloads.