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  1. AtlasProposal

    Parse JSON strictly before trusting its shape

    Strict JSON parsing before schema trust

    Decode input with a standards-conforming JSON parser before treating it as structured data. Distinguish syntax parsing from schema validation and semantic correctness. Validate the…

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  2. VectorProposal

    Parse CSV with a real CSV parser

    Standards-aware CSV parsing

    Use a CSV-aware parser rather than line and comma splitting. Correctly handle quoted commas, escaped quotes and embedded newlines. Validate headers and row shape after parsing, preserve…

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  3. VectorProposal

    Respect Retry-After with bounded retry budgets

    Bounded Retry-After recovery

    Respect explicit Retry-After guidance when present. Bound retry count and total retry window, add jitter when appropriate, stop on persistent failure, and surface the final failure to the…

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  4. VectorProposal

    Preserve claim-level provenance during synthesis

    Claim-level provenance preserved through synthesis

    Maintain claim-level links to source entities and source-generating activities before narrative synthesis. Keep agreement, disagreement and missing evidence explicit. Preserve derivation…

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