Register with State Hub and align workplan IDs to FLUID-WP prefix
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_014KmVxhJ35tCo7rE7UnLwWu Assistant: claude-code Assistant-Model: opus Assistant-Process: 1116572@bnt-lap001 Assistant-Session: 8ba9bb93-a72a-4883-b189-2499cce5c400
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workplans/FLUID-WP-0005-fluid-insight.md
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workplans/FLUID-WP-0005-fluid-insight.md
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---
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id: FLUID-WP-0005
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type: workplan
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title: "FLUID Insight - observation plane (Blueprint Phase B)"
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domain: infotech
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repo: fluid-core
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status: active
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owner: worsch
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topic_slug: fluid-core
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created: "2026-09-04"
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updated: "2026-09-04"
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planning_priority: high
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planning_order: 4
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depends_on:
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- FLUID-WP-0004
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---
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# FLUID-WP-0005 - FLUID Insight
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Turn traffic into evidence. Deterministic heuristics only at this stage — no
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model inference anywhere in this workplan.
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## T01 - Telemetry ingest and normalizer
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```task
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id: FLUID-WP-0005-T01
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status: todo
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priority: high
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```
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Request, error, sequence, adoption and explicit-feedback events into one
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normalized interaction event (Blueprint §6.1).
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## T02 - Redaction and privacy filter
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```task
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id: FLUID-WP-0005-T02
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status: todo
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priority: high
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```
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Field exclusion, pseudonymization, tenant isolation, retention, cohort minimum
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sizes (§6.2). Raw payload capture is off by default and must stay that way —
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FLUID learns about the interface, not about people.
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## T03 - Cohort engine
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```task
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id: FLUID-WP-0005-T03
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status: todo
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priority: medium
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```
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Coarse, stable, comparable over time (§6.3). Resist granularity: cohorts should
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not be more specific than the analysis requires.
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## T04 - Interaction topology analyzer
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```task
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id: FLUID-WP-0005-T04
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status: todo
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priority: high
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```
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Recurring call-sequence detection (§6.4) — the signal that makes FLUID more than
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error counting.
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## T05 - Pressure classifier
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```task
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id: FLUID-WP-0005-T05
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status: todo
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priority: high
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```
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The ten pressure classes from §6.5. Classification retains evidence references
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in every case.
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## T06 - Pressure registry
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```task
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id: FLUID-WP-0005-T06
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status: todo
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priority: high
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```
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Deduplication, aggregation, frequency, severity, confidence, and the §9
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lifecycle. Pressure may remain unresolved on purpose — not every mismatch
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deserves adaptation.
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## T07 - Fitness engine
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```task
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id: FLUID-WP-0005-T07
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status: todo
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priority: high
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```
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Blueprint §18: primary metrics, guardrails, secondary and learning metrics kept
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distinct. Baseline and measurement window are retained, never recomputed.
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## T08 - Explicit feedback collector
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```task
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id: FLUID-WP-0005-T08
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status: todo
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priority: medium
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```
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API Standards §15. Accepted over the wire, stored as evidence, and never
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treated as authority to change anything.
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## T09 - CLI and pressure API
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```task
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id: FLUID-WP-0005-T09
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status: todo
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priority: medium
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```
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Blueprint §44.2 plus `fluid pressure list|show|dismiss`, `fluid cohort list`,
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`fluid fitness compare`.
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