Immanuel Gabriel

Immanuel Gabriel

Building Catatonica. Stillness, earned

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  • FreshContext
    FreshContextContext judgment for AI agents and RAG
    Jun 2026
  • 🎉
    Joined Product HuntApril 24th, 2026

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What FreshContext is really testing: context judgment before reasoning

FreshContext is built around one question:

What should happen to retrieved context before it reaches the model?

Most RAG and agent systems focus on retrieving more relevant material. That matters, but relevance alone does not tell an AI system whether a source should be trusted, cited, refreshed, verified, used as background, watched, or excluded.

That is the layer FreshContext is testing.

FreshContext - Context judgment for AI agents and RAG

FreshContext is context judgment infrastructure for AI agents, RAG systems, and retrieval workflows. Instead of only retrieving more sources, it evaluates caller-provided candidate context for freshness, provenance, confidence, utility, and source profile, then returns decision-ready output: cite, verify, refresh, background, watch, or exclude. The current front door is evaluate_context, with demos, trust gates, and reference adapters included.
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