feat: add documentation, specifications, and pipeline configurations for GEWU agent system
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# Ingestion pipeline
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Version 0.1.0. Host-executed procedure for `kb-ingest`; not a background scheduler. Follow the contribution protocol for budgets, checkpoints and retry identity.
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| Stage | Input | Output / checkpoint | Gate |
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| --- | --- | --- | --- |
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| Context | User-selected material and explicit project | Objective, lens, scope, run identity and pinned pack versions | Required tools/schema are available; otherwise report blocked. |
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| Capture | Selected bytes/URL and source candidates | Verified upload/capture IDs, archive/extraction availability | Upload is staged; retain exact source revision/map. |
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| Triage | Source plus project lens | Included sections and skip/defer reasons | Bound the batch; preserve coverage. |
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| Extract | Included sections and immutable maps | Atomic proposal draft with field-level evidence | Exact quotes/locators; no invented revisions. |
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| Assess | Assertion/evidence bindings | Support judgments, assessor/run and rationale | Unsupported/unavailable claims remain drafts. |
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| Submit | Complete bounded bundle and base revision | Proposal identity, validation findings and eventual receipt | Every affected domain's policy applies; protected decisions remain external. |
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| Report | Receipts and coverage records | Accepted/held work, index state, limitations and resume point | Never equate partial acceptance or upload with complete processing. |
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Resume inspects service status and retained output hashes before returning to a stage. Changed assertion/evidence invalidates assessment and later stages. Correct only actionable findings; repeated identical failure stops for diagnosis. Pipeline instructions may be replaced independently of the skill's extraction criteria if these input/output and recovery obligations remain valid.
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