dsh-autonomous-research avatar

dsh-autonomous-research

DSH skill: 自主研究 agent(改代码→固定 5 分钟训练→val_bpb 判优劣→保留/丢弃循环、单文件修改、program.md 超轻量 skill、一晚约 100 实验)(受 karpathy/autoresearch 94k★ 启发)

PluginAI ModelsDeveloperFile
Verification
L2 · Structured
Security
Low
Health
Active
Trust
Silver

What it doesAI

Autonomous research agent that iteratively modifies code, trains for 5 minutes, evaluates val_bpb, and keeps or discards changes for ~100 experiments per night.

  • Iterative loop: modify code, train 5 min, evaluate val_bpb
  • Single-file modification with lightweight program.md skill
  • Runs ~100 experiments per night autonomously

AI-generated from the repo README — for reference only.

Installation

dsh plugin --profile web add github:satan9394/dsh-autonomous-research

Install method: GitHub · not yet tested in container (L3+)

Compatibility

DSH VersionStatus
not statedDeclared — not tested

Requirements

  • • Node.js: not stated
  • • DSH: declared "not stated"
  • • External credentials: none detected

Security Report

Automated static scan, not manual review.

DSH.SO AUDITPASSED2d8bc5
Automated review · daily
PASSED

No critical or warning findings in the automated scan. The result is valid only for the commit hash shown.

0 critical·0 warning·0 info·3 files scanned
plugin version0.1.0dsh manifest
scanned commit2d8bc5589aa52026-08-20
latest commit2d8bc5589aa5

The scan result is valid for the scanned commit. New commits within 7 days are tolerated (the rating still counts); after 7 days without a rescan the badge shows outdated.

Disclaimer: automated static analysis, not a security guarantee. Always review what you install.

Second-opinion scan (vet · parallel evaluation)
vet: clean

vet verdict: vet: clean · score 94

  • R10 · info [heuristic] — 依赖清单:1 项(yaml,供 LLM 审计供应链;已知漏洞核对见后续 OSV 精确版本查询(网络失败静默降级))
  • R12 · info [heuristic] (downgraded) — engines.node=>=20.0.0 低于 DSH 运行要求(>=22.19),可能不兼容
  • R9 · medium [likely] — 正则嵌套量词(ReDoS 风险:(a+)+ 类指数回溯)

vet is advisory and does not change dsh’s four-tier level.

Risk: Low0 critical · 0 warning · 0 info

• Static heuristic scan: done (3 files)

• Dependency vulnerabilities: requires deep audit (L3+)

• Permission sandboxing: requires runtime testing (L4+)

Activity

Last commit 2026-08-20 · activity: Active

• Repo created: 2026-08-20

• Stars: ★ 0 · Forks: 0

• Health: Active — committed within last 30 days

Source

GitHub: github.com/satan9394/dsh-autonomous-research

Was this page helpful?