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DeepJIT

JIT compiler plugin for DeepSeek Harness that mines recurring agent workflows and compiles them into skills and flows.

Developer ToolsSecurity & PolicySkills & WorkflowsRemote Execution
1GitHub Stars0ForksUpdated2026-09-28

Install

$ dsh plugin --profile web add @fly3366/deepjit

Plugin Overview & Capabilities

AI-assisted organization based on the public repository snapshot. The content must be grounded in source evidence and does not replace compatibility or security verification.

source-grounded
DeepJIT is an online JIT compilation plugin for DeepSeek Harness (dsh). It monitors agent execution traces, mines recurring hot-path tool sequences, and compiles them via LLM into reusable markdown skills and step-based flow templates that hot-reload directly into the live harness environment without requiring restarts.

Key Capabilities

  • Hot-path execution trace mining and pattern extraction via local SQLite storage
  • LLM-powered compilation of repetitive multi-step tool calls into reusable skills and flows
  • AOT validation pass for flows against the active tool registry with literal argument folding
  • Adaptive lifecycle tiering including deoptimization of failing flows and promotion of reliable skills
  • Automated garbage collection for stale uncompiled patterns and inactive artifacts
  • GenAI semantic-convention OpenTelemetry telemetry tracking for compile latencies and token usage

Useful For

  • Automatically turning repetitive multi-step command sequences into fast, reusable flow templates
  • Optimizing agent workflow performance and token usage across headless and web DSH profiles
  • Promoting reliable agent workflows into formal markdown skills dynamically during live sessions

Who It Fits

  • DeepSeek Harness power users executing repetitive multi-tool agent workflows
  • Developers building autonomous pipelines seeking automated skill synthesis and flow optimization

Documented Limitations

  • Depends on DeepSeek Harness runtime environment and LLM credential services for pattern synthesis
  • Artifacts and local traces require filesystem write access under ~/.dsh/deepjit/
  • Compile quality depends on configured LLM model and trace sample thresholds

DSH Compatibility

Version-specific runtime evidence collected by DSH Plugin. A missing result means we have not tested that combination yet.

Not tested yetNo runtime compatibility tests have been published yet.

Security Signals

Objective signals discovered from package metadata and source inspection. These are not a guarantee that a plugin is safe.

Dependency Counts

package.json declares 6 runtime, 3 development, 0 peer, and 0 optional dependencies.

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Dsh Bundle Declared

package.json declares DSH bundle metadata.

info
License Declared

GitHub reports the repository license as MIT.

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Package Manifest Available

A root package.json was captured and can be inspected by the registry.

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Source Available

Public GitHub source metadata is available for this registry snapshot.

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Source & Registry Notes

Public provenance, Registry classification, and the latest source check for this entry, kept separate from runtime verification.

Source repository
fly3366/DeepJIT
Registry source
GitHub · dsh-plugin topic
Registry classification
Plugin
Source checked
8b8c11e · 2026-09-28

This project is independently indexed from public source information. DSH Plugin is not affiliated with DeepSeek or the plugin author. Always check the author repository before installation.

Repository Activity

GitHub stars
1GitHub stars
Forks
0
Open issues
1
Last commit
2026-09-28
Last release
2026-08-13
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