Capture what matters
Once authorized, capture bounded task summaries, explicit corrections and limited code snapshots, tied to the repository and revision.
Bounded captureDEEPSEEK HARNESS · COMMUNITY PLUGIN
Every fix, verified.
Experience, traceable.
Build traceable experience from test-verified Python fixes. Give DeepSeek Harness scoped, source-backed context for later, similar tasks.
0.1.0-alpha.2·Experimental alpha·DSH 0.2.0-rc.2 / 0.2.1-rc.5
dsh plugin --profile web add dsh-reforge@0.1.0-alpha.2
EXPERIENCE / SOURCE VERIFIEDSYNTHETIC EXAMPLE
customer-form / submit.py
Keep the draft when saving fails
Independent checks qualify the repair source; applicability and verification records stay with the experience.
Before the fix2 failures
Acceptance2 / 2
Regressions3 / 3
Python + pytest Local structured evidence Learning off by default MIT · Open source
FROM REPAIR TO EXPERIENCE
Give a repair a source
you can return to.
Keep bounded evidence instead of a full conversation. Check what happened, then decide when the experience is applicable.
Verify the repair source
Replay original failures, independent acceptance and regressions in temporary workspaces. Turn completion and model self-reports are not acceptance.
Independent checksUse it where it applies
Extract a candidate with the selected model, then reverify it independently. Later requests receive scoped context only when conditions and relevance qualify.
Inspect, revise or deactivateONE SMALL FIX. A COMPLETE EXAMPLE.
Start with a form
that loses its draft.
Two minutes from a failing form to a verified fix and a stored experience. Then run the same example yourself.
Synthetic data, an explicit patch and real independent tests. This video has no autonomous model coding, automatic extraction or paid calls. Example guide ↗
Keep the draft.
Check the fix with tests.
The example includes the original project, explicit patch, external acceptance and regressions. Its passing results come from real test execution.
- Original implementation2 failing acceptance tests
- Fixed independent acceptance2 / 2 passed
- Regression checks3 / 3 passed
npm run example:customer-formClone the repository and install its dependencies first; run from the project root. See the example guide. No key or DSH is needed.
A CLEAR NEXT STEP
Find the next step
for your project.
From a first run to data maintenance, follow instructions with concrete verification steps.
Your first run
Try the example, configure read-only access, then decide whether to enable learning.
Install and configure
Use the exact package and host, the same profile, and explicit permissions.
Compatibility
Two exact hosts on Windows and Linux. Check the verified scope.
Troubleshooting
Connection failures, repository mismatches and an empty experience list.
YOUR PROJECT. YOUR DECISION.
Start read-only.
Choose what to enable.
Learning is off by default. The example and website do not need your model key. Understand execution, sharing and costs before enabling learning.
Backups, upgrades and recoveryA bounded synthetic real-model loop was verified. Both retrieval arms abstained in the later-task pilot, so no effect of using memory was measured. Verified source evidence does not establish future-task benefit. Read the results and limitations
FIX. VERIFY. REFORGE.
Try a small example.
Bring the process to your project.
A complete example. Traceable sources. Permissions you control.