activeinferenceinstitute/active_inferants/cobol
Claude Code and agent skill by activeinferenceinstitute/active_inferants
Trust tier 3
- community
Source check pending
Checking that the SKILL.md file is still in the repository.
COBOL implementation of Active Inference with belief updating, free energy minimization, and policy selection
Install
npx vskill@latest install activeinferenceinstitute/active_inferants/cobolSKILL.md
Active Inference in COBOL
Overview
This skill provides a complete Active Inference implementation in COBOL, demonstrating Bayesian belief updating, variational free energy calculation, and expected free energy-based policy selection.
Core Algorithms
- Belief Updating: Bayesian inference using observation likelihoods to update posterior beliefs
- Free Energy Calculation: KL divergence between posterior beliefs and prior distribution
- Policy Selection: Softmax action selection over expected free energy per action
- Perception-Action Loop: Iterative sense → infer → act cycle with generative model
Key Files
active_inference.cob— Source implementationrun.sh— Execution script (handles compilation if needed)README.md— Usage documentation and requirements
Usage
Language-Specific Features
- Enterprise heritage and reliability
- Structured data processing
- Fixed-point arithmetic precision
Integration
- Tested via
master_controller.py test cobol - Benchmarked via
benchmark_suite.py - Listed in
languages.jsonunder category "Legacy"
Prerequisites
See README.md for COBOL-specific installation requirements.
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 repositoryChecking0_CONTEXT/Computer_Languages/COBOL/SKILL.md
Popularity
- 7-day trend score
- 5
Not refreshed yet.
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