congnitive-science

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vince-jq-sun / PI-LLM-paper

Data and analysis code to reproduce the figures and results of "Unable to Forget: Proactive Interference Reveals Working Memory Limits in LLMs Beyond Context Length" (COLM 2026).

benchmark evaluation reproducibility working-memory llm long-context congnitive-science proactive-interference

Updated Aug 9, 2026

SEMalytics / Concept_Clarity_System

Star

Claude Project for message clarity analysis. Multi-agent prompt engineering framework that analyzes pitch decks, sales copy, and marketing materials for consistency and effectiveness. Cognitive science-backed. Get Clarity Score (0-100) + fixes.

marketing multi-agent document-analysis content-analysis ai-agents claude pitch-deck llm prompt-engineering anthropic sales-copy message-clarity congnitive-science

Updated Jan 13, 2026

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