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
evalcommand. - CLI: surface anomaly alerts in
status --alerts. - Config: scaffold the observability block in
initconfig; make the trace path configurable. - Core: accumulate tool-level LLM usage into trace token counts.
- Evals: add
EmbeddingIndexwith 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
AnomalyDetectorinto trace flush with alert persistence. - Runtime: inject
EpisodeLearnerwithEmbeddingIndexinto 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.