reflex-arcZero-cost cognitive immune system for AI agents. Fires automatic pre-response reflexes that catch contradictions, scope drift, hallucinations, overengineerin...
Install via ClawdBot CLI:
clawdbot install jcools1977/reflex-arcGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://github.com/jcools1977/OpenlawAudited Apr 16, 2026 · audit v1.0
Generated Mar 21, 2026
A chatbot handling customer queries about software or hardware issues. Reflex Arc ensures responses are accurate, avoid contradictions with prior advice, and match the user's technical level, preventing overcomplicated explanations for simple problems.
An AI tutor providing explanations in subjects like math or science. The skill checks for factual accuracy, calibrates confidence in answers, and prevents scope drift by sticking to the student's specific question without adding unsolicited details.
A bot offering general health advice or medication information. Reflex Arc scans for hallucinations in drug names or dosages, ensures confidence is properly calibrated for safety, and maintains consistency in medical recommendations across conversations.
An AI assisting with investment tips or budget planning. It uses the skill to avoid contradictions in financial advice, check for overengineering in solutions, and ensure recommendations are clear and matched to the user's expertise level.
An AI helping writers or marketers generate content ideas or drafts. Reflex Arc prevents tone mismatches with the target audience, ensures factual claims are hedged appropriately, and catches scope drift by focusing on the user's specific request.
Offer Reflex Arc as a premium add-on for AI platforms or chatbot builders, charging a monthly fee per user or API call. This model leverages its zero-cost nature to provide high-margin value by improving response quality and reducing user errors.
Sell licenses to large corporations integrating AI into customer service or internal tools, with tiered pricing based on usage scale. The skill's ability to enhance core reasoning makes it attractive for reducing liability and improving efficiency in critical applications.
Provide a basic version of Reflex Arc for free to attract users, then charge for advanced features like custom reflex rules or detailed analytics. This model encourages adoption while monetizing power users who need deeper integration and control.
💬 Integration Tip
Integrate Reflex Arc early in the response pipeline to run checks before final output, ensuring minimal latency and seamless user experience without additional dependencies.
Scored Apr 19, 2026
Meta-skill for AI agent self-improvement. Analyzes runtime logs to detect error patterns, regressions, and inefficiencies, then generates structured improvem...
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