# Evals v1.0.0

Released 2026-06-16
Release: https://github.com/strands-agents/evals/releases/tag/v1.0.0 · Package: https://pypi.org/project/strands-agents-evals/1.0.0/

## Features
- add GOAT multi-turn attack strategy [redteam] (https://github.com/strands-agents/evals/pull/250)
- add PAIR single-stream multi-turn attack strategy [redteam] (https://github.com/strands-agents/evals/pull/253)
- add SequentialBreak narrative-scaffold attack strategy [redteam] (https://github.com/strands-agents/evals/pull/254)
- support async cases execution [redteam] (https://github.com/strands-agents/evals/pull/272)

## Other
- updated markdown files and skills to know the CLI exists [cli] (https://github.com/strands-agents/evals/pull/264)
- added RedTeamExperiment round-trips [redteam] (https://github.com/strands-agents/evals/pull/263)
- redteam multi-agent session [redteam] (https://github.com/strands-agents/evals/pull/251)
- per-call judge lifecycle + per-risk-category judge rubric + minor strategy improvements [redteam] (https://github.com/strands-agents/evals/pull/265)
- updated input to AgentInput but only supporting its… [simulation] (https://github.com/strands-agents/evals/pull/267)
- added strategies round-trips [redteam] (https://github.com/strands-agents/evals/pull/269)
- shortened the docstrings [devx] (https://github.com/strands-agents/evals/pull/270)
- add module README [redteam] (https://github.com/strands-agents/evals/pull/271)
- updated AGENT.md, SKILL.md, README (https://github.com/strands-agents/evals/pull/273)