Context Black Box: carry the rules into ...

Context Black Box: carry the rules into your next AI chat

Nov 13, 2026
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A project handoff can keep the headline and lose the rule that matters: the budget ceiling, the approval requirement, or the difference between a possibility and a promise.

Context Black Box is a ufodia workbench for reviewing what survives a summary. Pin exact excerpts from the source conversation, compare them with the supplied handoff, and keep unresolved details within reach.

Review a handoff in three steps

  1. Choose Load sample flight to explore an invented conversation with deliberately changed and omitted details.

  2. Open a finding's Source reference. Check the original excerpt beside the candidate summary wording before recording your review decision.

  3. For your own review, paste or import the source, pin important selections, and compare your summary. Export a recovery note for the next session and save the report.

The workbench distinguishes exact textual matches, heuristic review candidates, and wording not found. It also surfaces possible changes to numbers, negation, and commitments. Processing is local, with no account or API key required.

Keep the judgment with the reader

It sees only the texts you supply, not hidden model context. Word overlap does not prove semantic equivalence, and an unmatched paraphrase may still preserve an idea. Exact wording can also appear in a negated or hypothetical context. The tool does not establish factual truth. Export before refreshing.

Open Context Black Box · Inspect the MIT-licensed source

If this makes a handoff easier to review, one optional coffee supports ufodia's examples and maintenance.

Real Context Black Box workspace using its synthetic sample flight: an invented project conversation, supplied summary, and traceable review findings.

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