Datasets:

JosephStoneCellAI
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SPFsmartGATE

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-# WORKFLOW — Confidence-Graded Work Blocks + SearchSeeker Data Serving
-# Copyright 2026 Joseph Stone — All Rights Reserved
-# Created: 2026-04-05
-# Phase: DRAFT (SearchSeeker design + agent workflow, FLINT excluded from Phase 1)
-========================================================================
-  WORK BLOCK LIFECYCLE
-========================================================================
-1. AGENT CREATES WORK BLOCK
-   - Reads task → plans → creates work block in WORK_BLOCKS.md
-   - Builds the block (code, docs, config)
-   - Assigns CONFIDENCE SCORE (1-100) REQUIRED
-   - Records reason for score, data gaps, uncertainties
-2. CONFIDENCE GATE EVALUATION
-   Score >= 85: PASS — no twin folder needed
-   Score 60-84: REVIEW — twin folder, data served
-   Score < 60:  FAIL — twin folder, urgent data search
-3. TWIN FOLDER STRUCTURE
-   WORK_BLOCKS/HH-123/          ← original work block
-   WORK_BLOCKS/HH-123-DATA/     ← SearchSeeker served data (if low confidence)
-4. SEARCHSEEKER DATA RETRIEVAL
-   Step 1: BRAIN VECTOR SEARCH (first, local data — LMDB backed vectors only)
-     - Query: work block title, data gaps, files touched
-     - Collections: spf_source, default, flint_results
-     - Deduplicate hits, score by relevance
-   Step 2: WEB SEARCH (second, external fill)
-     - If brain gaps remain → spf_web_search + spf_web_fetch
-     - Clean text extraction (no HTML storage)
-   Step 3: SERVE TO TWIN
-     - SUMMARY.md — overview, gap count, recommendation
-     - brain_hits.md — brain results grouped by gap
-     - web_results.md — web results
-     - gaps.md — per-gap: query, results, filled/remaining
-5. AGENT REVIEW CYCLE
-   After agent completes ALL initial work blocks:
-   - Scan for any *-DATA twin folders
-   - For each: read served data → identify missing info → upgrade block
-   - Re-grade confidence (never lower than original)
-   - If >= 90: RESOLVED
-   - If 75-89: RESOLVED with note (minor risk accepted)
-   - If 60-74: STILL AT RISK — second review needed
-   - If < 60: BLOCKED — needs external input
-========================================================================
-  CONFIDENCE SCALCULATION
-========================================================================
-Score starts at 100, each verified gap deducts:
-  -10  File hasn't been read yet (unread source)
-  -15  Unknown API/interface (can't verify function signatures)
-  -12  No existing pattern to follow (building new from scratch)
-  -8   Potential merge conflict with other work blocks
-  -10  Unknown side effects (downstream impacts not traced)
-Capped at 0 minimum, 100 maximum.
-Agent MUST record each deduction in the Data Gaps section.
-A score without stated gaps is INVALID.
-========================================================================
-  SEARCHSEEKER CONFIGURATION (Phase 1)
-========================================================================
-Trigger: Work block confidence < 85 detected
-Sources: Brain vectors (LMDB, local) → Web API (external)
-Output: HH-123-DATA/ folder with structured markdown files
-Agent: Reviews post-completion, upgrades work, re-grades
-========================================================================
-  WORK BLOCK FORMAT
-========================================================================
-Each block in WORK_BLOCKS.md uses this format:
----
-block_id: HH-123
-title: "Block title"
-confidence: 72
-graded_at: 2026-04-05
-status: draft | in_review | resolved | blocked
----
-### Block HH-123 — Title
-Status: ⬜ PENDING
-Confidence: 72
-Files: src/x.rs
-ANALYSIS:
-  [What the block addresses]
-CHANGES:
-  [What will be changed, file:line]
-WHY:
-  [Why this change is needed]
-TRACEBACK:
-  [Full call chain verification]
-VERIFY:
-  [How to test]
-RISK: LOW | MEDIUM | HIGH
-Lines: ~N new/modified
-Dependencies: None | Block X
-========================================================================
-  END WORKFLOW
-========================================================================