Diagnose and fix broken LLM model configurations in CogniForge microservices. Use when: AI responses are empty, garbage, or missing LaTeX; reasoning-agent returns empty answers or times out; research-agent returns empty results; any service logs "rate-limited", "429", or "Provider returned error"; a model default needs updating after OpenRouter deprecates a free model; content=None from any model; reasoning-only model used as PRIMARY. Triggers on: "إجابات فارغة", "إجابات كارثية", "rate-limited", "429", "Provider returned error", "No endpoints found", "empty answer", "model broken", "reasoning timeout", "inclusionai", "ring-2.6", "model not working", "LLM not responding", "بدون LaTeX", "إجابات غبية", "نموذج معطّل", "content=None", "reasoning model", "omni-reasoning", "إجابات غير منظمة", "حروف متداخلة", "فقدان سياق", "نصوص غير منظمة".
EnglishDiagnose, build, and repair the CogniForge Math Pipeline — the LangGraph 3-node StateGraph that handles BAC math questions. Use when: math responses are in wrong language (Russian/English mixed with Arabic), missing LaTeX or $$\boxed{}$$, LaTeX uses \[...\] instead of $$...$$, no step-by-step structure, a new math question type needs adding, system prompts need updating, or the pipeline fails silently. Triggers on: "إجابات رياضيات كارثية", "خلط لغات", "بدون LaTeX", "بدون boxed", "\\[...\\] بدلاً من $$", "نوع مسألة جديد", "math pipeline", "conversationgraph", "mathpipeline.py", "subject detection", "system prompt رياضيات", "pipeline لا يعمل", "تصنيف المسائل", "BAC math", "شرح رياضيات", "normalize latex", "ISS-071", "ISS-072".
English
AGENT SKILLS ATLASIncludes Cogniforge LLM Model Repair and Cogniforge Math Pipeline.
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What’s included
Cogniforge LLM Model Repair
Diagnose and fix broken LLM model configurations in CogniForge microservices. Use when: AI responses are empty, garbage, or missing LaTeX; reasoning-agent returns empty answers or times out; research-agent returns empty results; any service logs "rate-limited", "429", or "Provider returned error"; a model default needs updating after OpenRouter deprecates a free model; content=None from any model; reasoning-only model used as PRIMARY. Triggers on: "إجابات فارغة", "إجابات كارثية", "rate-limited", "429", "Provider returned error", "No endpoints found", "empty answer", "model broken", "reasoning timeout", "inclusionai", "ring-2.6", "model not working", "LLM not responding", "بدون LaTeX", "إجابات غبية", "نموذج معطّل", "content=None", "reasoning model", "omni-reasoning", "إجابات غير منظمة", "حروف متداخلة", "فقدان سياق", "نصوص غير منظمة".
Cogniforge Math Pipeline
Diagnose, build, and repair the CogniForge Math Pipeline — the LangGraph 3-node StateGraph that handles BAC math questions. Use when: math responses are in wrong language (Russian/English mixed with Arabic), missing LaTeX or $$\boxed{}$$, LaTeX uses \[...\] instead of $$...$$, no step-by-step structure, a new math question type needs adding, system prompts need updating, or the pipeline fails silently. Triggers on: "إجابات رياضيات كارثية", "خلط لغات", "بدون LaTeX", "بدون boxed", "\\[...\\] بدلاً من $$", "نوع مسألة جديد", "math pipeline", "conversationgraph", "mathpipeline.py", "subject detection", "system prompt رياضيات", "pipeline لا يعمل", "تصنيف المسائل", "BAC math", "شرح رياضيات", "normalize latex", "ISS-071", "ISS-072".
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Use the Cogniforge LLM Model Repair skill to help with my task.
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