dongsheng123132
@dongsheng123132
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1 Skill3 Agentsacross 4 categoriesdongsheng123132
本象协议 Benxiang · 一源万影：保存本象，按需投影。面向 AI 的持久对象表示层——AI 只提交语义事务，确定性编译器校验后才落地，每个字段都能回答「凭什么」。A2 消融实测（2026-08-13，README §5）：唯一幸存的分类性主张是结构性的——提示词结构上产不出证据链；A3 全套机制给 15.0%/27.5% 受测字段可溯源证据，所有纯提示词基线均为 0%（A0→A2 +41.3pt 显著 p=3.3e-5，A2→A3 +2.5pt 不显著）。四方言共用核心仅加 4 行；87 条语言无关一致性向量 + 两份实现。
...moredongsheng123132
Verifiable narrative state, continuity and character-knowledge ledger for DeepSeek Harness
dongsheng123132
One-command publish a Claude Code skill to multiple marketplaces: GitHub (npx skills), ClawHub and npm. Validates SKILL.md and auto-generates missing files.
...moredongsheng123132
Minimal LLM API key distribution & billing tool for AI agents. Single binary, SQLite, REST-first, OpenAI-compatible. Supports DeepSeek & Qwen. Self-hosted.
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