AX-first computer use for AI agents on macOS with optional Jev (TypeSafe System One) semantic guards: calibrated target/input judgments before an irreversible action, decisions kept in code. Accessibility-tree targeting, window-scoped input, clipboard-safe paste, read-back verification. Ships a pip CLI, a pi package and a DeepSeek Harness plugin.
Engine-enforced guardrails for DeepSeek Harness agent swarms: quality gates reject half-done work, crash-safe checkpoints resume in place — keeps AI teams from breaking, not just running.
模式匹配自动注入 steering rules，不占系统上下文 - Inject rules when needed, without wasting context. Similar to oh-my-pi's "Time-traveling stream rules", but with a very simple and compact code implementation.
Trust pipeline for deepseek-harness plugins: deterministic static scan (11 rules) + LLM-driven audit protocol + two-part scorecard, with optional runtime guard (T1 sentinel / T2 fs & child_process hooks) and honeypot decoys. Monitor-and-alert only — vet never blocks or kills on its own.
考研英语阅读命题助手，一个运行在 DeepSeek Harness（DSH）中的动态 Cordis 插件：自动抓取《卫报》《今日心理学》《经济学人》等外刊文章|Postgraduate Entrance Exam English Reading Proposition Assistant, a dynamic Cordis plugin running in DeepSeek Harness (DSH): automatically crawls articles from foreign publications such as The Guardian, Psychology Today, etc
