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| panicbot wraps the `panic-attack assail --output-format json` CLI; translates WeakPoints to Findings (PA001-PA025); bot directives at `.machine_readable/bot_directives/panicbot.scm`
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| **verisimdb**
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| Scan results stored as hexad entities (Document + Semantic + Temporal modalities); ScanIngester module ingests JSON output; PatternQuery cross-repo analytics built on top
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| **panll**
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| `panll` subcommand exports event chains for two dedicated panels: panic-attack (single-repo) and Mass Panic (assemblyline batch GUI); timeline and risk-map views
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| **assemblyline**
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| Batch scanning of entire repo directories with Rayon parallelism and BLAKE3 fingerprinting; delta reporting via `diff` subcommand (only changes since last scan)
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| **attestation chain**
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| Every scan optionally sealed via Ed25519 cryptographic chain (intent → evidence → seal) — used by NAFA ambient context and audit-trail consumers
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