Session Wrap-Up — Mar 30

Page Map — What Each Page Is For

You have 6 active pages from this session. Here's who each one is for and what to do with it.

align360.asapai.net/samuel-audit-v3

For Samuel For Team

What it is: The interactive audit page. Samuel (or any tester) opens this, chats with the clone, rates scenarios, gives feedback, submits. Data flows automatically to improvement_items.

Action: Share this URL with Samuel when ready for his review. Share with team members for pre-review testing. Use 1672 admin code to avoid needing API keys.

align360.asapai.net/samuel-extraction-review

For Samuel

What it is: Samuel reviews the 6 extraction JSONs (soul, voice, frameworks, resources, offers, FORGE+SHIFT). 295 items — he marks each "Correct" or "Needs Work" with corrections. Flagged items auto-create improvement_items targeting the specific extractor.

Action: Share with Samuel AFTER he does the audit v3 (audit tests the clone's behavior; this tests the extracted data underneath it).

align360.asapai.net/improvement-items

For Jason For Team

What it is: Triage dashboard. Shows all improvement_items from audits and extraction reviews. You set priority, add corrections, filter by block/status. Orange "Push to Factory" button sends grouped corrections to the factory engine for re-runs.

Action: This is YOUR dashboard. Check it after any audit submission. Triage items, then push to factory when ready.

align360.asapai.net/feedback-loop-architecture

Reference / PRD

What it is: The full architecture spec for the corrections loop. 11 sections covering how audit data flows through classify → aggregate → triage → correct → re-run → converge. Defines 3 new factory blocks, multi-tester weighting, convergence criteria.

Action: Reference doc. Share with factory session if they need the full picture. Share with Drew/Will if they want to understand the system. You don't need to "do" anything with this — it's the blueprint.

align360.asapai.net/feedback-loop-handoff

For Jason

What it is: Copy-paste handoff blocks. Has the exact text to paste into your Factory Claude session and your FORGE Claude session. Also has your action items and the migration 005 SQL.

Action: Open this page, use the Copy buttons to grab the handoff text for each session.

This page (session-wrapup-mar30)

For Jason

What it is: You're looking at it. The master checklist for everything that happened and everything to do next.

Action: Follow the steps below.

Paint by Numbers — Do These In Order

Step 1 — Supabase (2 min)

Run Migration 005

Supabase Dashboard → SQL Editor → Copy the SQL from feedback-loop-handoff (first copy block) → Run.

AI assist: None needed. Pure SQL paste-and-run.

Step 2 — Test the Flow (5 min)

Submit a Test Audit

1. Open samuel-audit-v3
2. Type 1672 in the API key box → click Save (activates server keys)
3. Select "Team Member" in the tester role dropdown
4. Chat with the clone for 2-3 exchanges
5. Rate 2-3 scenarios (some "sounds like me", one "doesn't sound like me" with notes)
6. Submit
7. Wait 10 seconds, then open improvement-items
8. Verify: items appear with target_block set (check the table columns)
9. Click the Reset button (top-right) to clear your test data for Samuel's real run

AI assist: If items don't show up, paste the browser console errors into this Claude session. I can diagnose the API.

Step 3 — Factory Session (2 min)

Hand Off to Factory Claude

1. Open feedback-loop-handoff
2. Scroll to Section 2 "Factory Session Handoff"
3. Click Copy
4. Open your Process Factory Claude session
5. Paste it in. Say: "Build the corrections-ingest endpoint from this handoff. The Push to Factory button on the improvement-items dashboard already calls POST factory.asapai.net/api/corrections-ingest with this exact contract."

AI assist: The factory session has full context from memory/factory-v5-corrections-api.md (it wrote that doc). The handoff aligns 1:1 with what it already designed. It should be able to build the endpoint in one pass.

Step 4 — FORGE Session (2 min)

Hand Off to FORGE

1. Same page, Section 3 "FORGE Session Handoff"
2. Click Copy
3. Paste into FORGE session
4. Say: "Register these endpoints. Add improvement-items polling to your monitoring loop. Don't build anything yet — just know these APIs exist for when we wire automation later."

AI assist: FORGE doesn't need to build anything yet. Just registering the endpoints for future automation. Low-effort handoff.

Step 5 — When Factory is Done (after Step 3)

End-to-End Test: Push to Factory

Once the factory session deploys corrections-ingest:
1. Open improvement-items
2. Verify pending items exist (from your Step 2 test, or submit another audit)
3. Click Push to Factory
4. Confirm the dialog (shows which blocks and item counts)
5. Open factory.asapai.net → find the run → verify corrections appear in block state
6. Reset the targeted block → re-run → verify corrections are injected as LLM context

AI assist: If the push fails, check browser console for CORS or auth errors. The factory session may need to add CORS headers for align360.asapai.net.

Using AI Asymmetrically at Each Step

You have 3 active Claude sessions. Here's how to leverage each one without duplicating work.

Task	Who Does It	How
Run migration 005	Jason (manual)	SQL paste in Supabase. No AI needed.
Build corrections-ingest	Factory session	Paste handoff → it builds the endpoint. It already wrote the spec (`factory-v5-corrections-api.md`).
Register monitoring endpoints	FORGE session	Paste handoff → it registers. No code to write yet.
Test audit flow	Jason + this session	You click through audit-v3. If anything breaks, paste errors here — I have full context on every API.
Test push-to-factory	Jason + factory session	You click the button. If CORS/auth fails, tell factory session — it owns that endpoint.
Samuel's real audit	Samuel (manual)	Send him the audit-v3 URL + 1672 code. He clicks through. Data flows automatically. You triage on the dashboard.
Samuel's extraction review	Samuel (manual)	Send him extraction-review URL. Same deal — corrections auto-flow to improvement_items.
Publish an HTML page	Any Claude session	`node scripts/hc-publish.js --domain align360.asapai.net --file path.html --slug my-slug` from folio-saas. Any session with folio-saas access can do this. Dogfooding our own NowPage infra.
Debug improvement items	This session	I built the GET/PATCH APIs. If items aren't showing up or have wrong data, I can trace it immediately.
Update clone prompt	This session or factory	After corrections are applied and blocks re-run, clone-compiler produces a new system-prompt.md. Then `scripts/build-knowledge-file-ts.js` regenerates the TypeScript for the clone-chat API.

The asymmetric leverage: You're using 3 parallel Claude sessions like a team of 3 engineers. This session owns the audit flow + data pipeline. The factory session owns the execution engine. FORGE owns monitoring + automation. None of them need to understand each other's code — they communicate through API contracts and the handoff blocks on the feedback-loop-handoff page. That's the modular architecture principle in action.

What Was Built This Session (Complete Inventory)

Code Deployed (folio-saas → Vercel)

File	What
app/api/a360/improvement-items/route.ts	GET endpoint — query items with filters
app/api/a360/improvement-items/[id]/route.ts	PATCH endpoint — update item fields
app/api/a360/audit-analyze/route.ts	Updated — now sets target_block on all items
app/api/a360/audit-submit/route.ts	Updated — persists tester_role
app/api/a360/extraction-review-submit/route.ts	Updated — sets target_block from skill mapping
public/a360/samuel-audit-v3.html	Updated — reset btn, admin mode, session keys, expandable chat, tester role, voice fix
public/a360/samuel-ngu-extraction-review.html	New — 295 items, 9 cards, factory-pattern build
scripts/migrations/005-feedback-loop.sql	New — PENDING (Jason runs in Supabase)

Pages Published (NowPage)

URL	What
improvement-items	Triage dashboard + Push to Factory button
feedback-loop-architecture	Full PRD (11 sections)
feedback-loop-handoff	Copy-paste handoff blocks
samuel-extraction-review	Expert reviews extraction JSONs

Local Files Updated

File	What
CHANGELOG.md	New entry for feedback loop build
memory/session-handoff-framework-creator.md	Rewritten for feedback loop context
memory/MEMORY.md	Updated (pending)
scripts/build-extraction-review.js	Factory-pattern build script for extraction review HTML
artifacts/improvement-items-dashboard.html	Source for dashboard (Push to Factory button added)
artifacts/feedback-loop-architecture.html	Source for PRD page
artifacts/handoff-feedback-loop.html	Source for handoff page

Git Commits (folio-saas)

Hash	Message
`40ee474`	Feedback loop infrastructure: improvement-items API, target_block, tester roles
`11c6e8f`	Expandable fullscreen chat window
`950c12c`	Admin mode (1672) + session-only API keys
`97cd1aa`	Visible reset button
`0b85e39`	Voice recording append fix
`d614401`	Extraction review page

If This Session Gets Cut Off

Resume prompt for a new session:

"Read memory/session-handoff-framework-creator.md first. The feedback loop infrastructure is deployed on Vercel. Migration 005 may still be pending. Check align360.asapai.net/feedback-loop-handoff for the full handoff status. The factory session needs to build POST /api/corrections-ingest — the Push to Factory button already calls it. Key files: folio-saas/app/api/a360/improvement-items/ for the API, _workspaces/samuel-ngu/artifacts/improvement-items-dashboard.html for the dashboard."

Session Handoff File

Updated at: C:\Users\jason\.claude\projects\E--align360\memory\session-handoff-framework-creator.md

Contains full inventory of what's built, what's not, file references, decisions made, and resume instructions.

What To Do Now