context collapse

5 articles · 15 co-occurring · 0 contradictions · 0 briefs

Paper identifies and names context collapse as a failure mode; proposes ACE as mitigation through structured, incremental updates rather than rewriting

Related concepts

context window management 5 multi agent orchestration 4 memory persistence 3 prompt optimization 2 prompt engineering 2 multi turn conversation management 2 vector orchestration 1 stateful ai systems 1 self improvement without retraining 1 retrieval augmented generation 1 rag retrieval strategies 1 rag retrieval 1 memory persistence across sessions 1 external memory architecture 1 dynamic context adaptation 1

Evidence chain (5 articles, showing 5)

Artificial Intelligence & Deep Learning | Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models (Stanford, October 2025) | Facebook extends

Paper identifies and names context collapse as a failure mode; proposes ACE as mitigation through structured, incremental updates rather than rewriting

Artificial Intelligence & Deep Learning | Agentic Context Engineering (ACE): Self-Improving LLMs via Evolving Contexts, Not Fine-Tuning | Facebook example_of

ACE explicitly identifies and solves context collapse via delta-based merging, providing a concrete solution to a documented failure mode.

Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models | UC Berkeley School of Information extends

Paper names and addresses context collapse as a primary failure mode, proposing structured updates as solution

Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models | OpenReview example_of

Paper explicitly identifies context collapse as a failure mode where 'iterative rewriting erodes details over time.' This is the canonical example of information loss in context evolution.

Context Engineering : Critical Shift from Prompting to Engineering example_of

Article explicitly names 'Context Collapse' as the problem context engineering solves—loss of business rules, historical decisions, and long-term goals across sessions.

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