tool-output

dsh-sieve: context engineering & token optimization plugin for DeepSeek Harness (DSH) — tool output filtering, context pruning, progressive skill disclosure. 36% smaller payload in offline replay. DSH 上下文管理与 token 优化节省插件。

Evidence-preserving tool output compression for DeepSeek Harness — deterministic, local-first, and benchmarked.

Fail-closed compact renderer for structured LLM tool outputs: emit JSON, or switch to TOON columnar encoding only where it is measurably smaller under o200k.

Proof-of-concept: deterministic tool-output quarantine + best-effort prompt-injection pattern scan, hash-chained audit log

Local Codex plugin with resilient hook runtime recovery, compact tool-output receipts, and verification tracking.

Local CLI for reducing context and tool-output noise in Claude Code, Codex, Gemini CLI, and other AI coding agents - without skipping verification.