Harness² CLI: a general-purpose version of Harness² (google-research/harness2). Tune any coding agent's harness (CLAUDE.md/AGENTS.md, skills, subagents, hooks) on your own tasks, with your Claude or ChatGPT subscription or any model provider.
Harness² on Pi Durable: runs a task, tests harness changes on fresh copies, adopts the best, and learns lessons across tasks — model weights stay fixed.
Streaming LangGraph coding agent with OpenRouter, resumable terminal chat, and Harness² refinement
Convert a Google Research Harness2 harness tree into a DeepSeek Harness (DSH) agent-preset bundle
Evidence-first document review with real LangGraph workflows, a custom Harness² adapter, durable human approval, and a transparent interactive walkthrough.
Harness² as a Pi extension: recursively refine the harness Pi runs under for the task in front of you
Harness² experiments for DeepSeek Harness: isolated adapters, measured comparisons, native experiment views and evidence-linked lessons.
Anti-hallucination engineering harness. risk = confidence^2 x (1 - evidence). i^2 = -1, implemented. MIT.
为 DeepSeek Harness 注入递归自化能力优化，以及可视化调整
Harness² recursion: two auditable dsh plugins — task-level probe/compose evidence loop + harnessing-level experience library (frozen contract v4, 34/34 tests, real-session E2E)
A Rust-native implementation of Google's Harness², featuring recursive agent harness optimization, adaptive execution, and cross-task learning. Powering AstraAeon.
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