opendfm/xcientist/theory-transfer-injection

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.

Inject a theory-backed mechanism or invariant from another domain and wire it into the core objective or mechanism rule.

Install

npx vskill@latest install opendfm/xcientist/theory-transfer-injection

SKILL.md

defect_tags

  • stagnant_novelty
  • theory_gap
  • weak_generalization

guardrails

  • Name the transferred principle and where it enters the core path.
  • Limit transfer to one main mechanism instead of a bundle of unrelated ideas.
  • Add the minimum stress coverage needed to detect negative transfer.

structural_mode

  • objective_injection

scope_preference

  • core_objective

requires_control_centered_parent

  • false

atomic_blueprint

  • ADD_COMPONENT(theory_transfer_module)
  • REWIRE(theory_transfer_module -> core_objective)
  • ADD_PROTOCOL(ablation,stress)

required_protocols

  • ablation
  • stress

avoid_combinations

  • ADD_COMPONENT(unrelated_parallel_module) in the same plan

execution_logic

  1. Identify the defect from defect_tags.
  2. Generate the solution by instantiating the atomic_blueprint.
  3. Format: FUNCTION_NAME(ARGUMENTS) -> REASONING

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

Popularity

Repository stars
58
Repository forks
6
7-day trend score
0

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