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huiliyi37/Tianshu-harness
Tianshu-harness is a tool for DeepSeek Harness. Tianshu is a terminal coding agent runtime built on the harness project (Tui X Gui), with prefix-cache engineering optimization for DeepSeek V4 (measured steady-state hit rate of 97–99% in long sessions) and deep adaptation. It breaks out of the traditional AI coding assistant's limit of treating the LLM merely as a tool, and is built on a cognitive virtual machine (CVM), a self-awareness layer and Stigmergy self-decaying memory, making the AI a development partner with independent judgment and cognitive safeguards.

REVIEW SCORECARD
✓ No risk detected · Automated scan results are for reference only, not an official endorsement
AI DEEP REVIEW
Ambitious DeepSeek-tuned coding agent runtime with strong engineering claims, but install path and security posture rema
README claims 16,471 tests at ~0.99 test-to-source ratio, tsc strict with noUncheckedIndexedAccess, and 6,178 commits, though these are self-reported and no CI config is visible.
No install command is given and the README only mentions sandbox permission docs and a download-and-run AppImage, so secret handling and permission scope cannot be assessed from the provided text.
Targets a real pain point with DeepSeek V4 prefix-cache optimization (claimed 95-99% steady-state hit rate) plus TUI/GUI shared kernel and multi-agent orchestration for long coding sessions.
Last updated 2026-09-12, not archived, 687 stars, and README references a 3.11.2 release and 105-day commit history indicating active development.
README is extensive with quick start, model config, permission modes, slash commands, and multilingual links, but the install command is listed as unknown and the Linux section is truncated.
Generated by AI after reading the project README — a decision aid, not an endorsement. Neutral scores are given when information is limited.
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Open repositoryPROJECT TOPICS
VALIDATION LADDER
FAQ
Tianshu is a terminal coding agent runtime built on the harness project (Tui X Gui), with prefix-cache engineering optimization for DeepSeek V4 (measured steady-state hit rate of 97–99% in long sessions) and deep adaptat
Tianshu-harness has 960 stars and 65 forks on GitHub, last updated 2026-09-27.
Tianshu-harness is distributed under the Apache-2.0 license.
Tianshu-harness is listed in the DSH Universe directory as a tool for DeepSeek Harness. This plugin is listed in the DSH Universe directory and covered by its validation pipeline.
CLASSIFICATION EVIDENCE
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