opendfm/xcientist/code-enablement
Claude Code and agent skill by opendfm/xcientist
Trust tier 3
- community
Source check pending
Checking that the SKILL.md file is still in the repository.
Enable all required experiment conditions with runnable commands
Install
npx vskill@latest install opendfm/xcientist/code-enablementSKILL.md
Code Enablement
Mission
Implement the FULL IDEA in project/ such that:
- All-components science conditions can run with every canonical idea component enabled
- Component-disabled science conditions can disable each idea.json component individually through the same runner interface
- All experiments use real data from
dataset_candidate/and real API credentials
CRITICAL: Code must be SELF-CONTAINED in `project/`
- All code must be COMPLETE and INDEPENDENT in
project/. - The code must NOT depend on
repos/for core functionality. - Everything needed to run experiments must be in
project/. - Later phases (science) will ONLY use code from
project/, never fromrepos/. - Repos are for REFERENCE ONLY - implement actual experiment code in
project/.
Protocol
- Read
agent_reports/prepare/artifacts/idea.md,agent_reports/prepare/artifacts/target_inventory.json, and validated prepare worker/reviewer reports before editing code. - Read
idea.json.componentsthrough the validated prepare handoff and preserve canonical component names. - Bind code changes to the declared real experiment targets discovered in those reports.
- CRITICAL: Benchmark code MUST use real data files from
dataset_candidate/, NOT synthetic or random data. - CRITICAL: All experiment code MUST be under
project/, NOTsrc/. - CRITICAL: Each idea.json component must have a component-disable mechanism that:
- Allows the component to be disabled WITHOUT modifying other components
- Provides a clear method_context describing what the component-disabled condition does
- Is invokable by unified science conditions without changing source code between runs
- Ensure project supports: all-components runs and per-component disabled runs.
- The last step must be real
final_integration_smokerun usingdataset_candidate/data. - Remove mock fallback from formal experiment entrypoints. Mock may exist only behind explicit debug-only paths.
- API calls must read credentials from
{workspace}/.env, not hardcoded keys. - Missing models must be downloaded from HuggingFace before declaring blocker.
Report Requirements
The runtime owns reports. Do not write report files with tools. Each code step is recorded under:
agent_reports/code/worker/<step>/attempts/NNN.jsonandlatest.jsonagent_reports/code/review/<step>/attempts/NNN.jsonandlatest.jsonagent_reports/code/hook/<step>/attempts/NNN.jsonandlatest.json
Required Output
- Final worker JSON response requested by the planner; the runtime persists the worker report.
- Managed smoke evidence at
agent_reports/code/artifacts/final_integration_smoke.jsonforfinal_integration_smoke - For each idea.json component: the component-disable mechanism and method_context
Failure Conditions
- Required condition lacks runnable command
final_integration_smokedoes not usedataset_candidate/data or real API/model- Benchmark code uses synthetic/random data or mock vectorstores
- Experiment code placed in
src/instead ofproject/ - No component-disable mechanism for an idea.json component
- The all-components reference path or any component-disabled condition lacks a runnable entrypoint
- Component-disable mechanism requires modifying other components to work
- Code depends on
repos/for core functionality
Security
- Security scanPassed, 90 of 100Pattern checks on the skill's files.
- Model reviewPassed
Quality evaluation
- Task evaluationNot runNo evaluation yet. Run one in Skill Studio.
Source
- SKILL.md in the repositoryCheckingsrc/agents/experiment_agent/skills/code-enablement/SKILL.md
Popularity
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