Simplify: reuse shared WBGT+percentile utils, batch DB writes, memoize reads

Surface per-zone thresholds on Vercel frontend

Frontend: clarify threshold labels (city-wide default vs production per-zone)

Sync portfolio copy with post-session architecture

De-jargon pipeline cost panel: drop Claude model-name selector + token pricing

Simplify: drop narrative comments, clean arbitrary Tailwind values

Desktop hero polish + redesign ACTIVE banner

Mobile hero polish: single-KPI cards + document two-tier threshold

Mobile hero: timeline left, description + output stacked right

Mobile home page: 2-col pipeline + output; update REBUILD guide

Mobile polish: vertical timeline hero on Dashboard

Mobile responsive: hamburger sidebar + responsive grids

Frontend: use burn analysis values from DB, drop old neural pricing formulas

Replace neural actuarial model with GraphCast triggers + empirical burn analysis

Rename Cost & scale → Cost calculator

Collapse Routing fabric + Enrollees into Who's covered tab

Scale worker pilot from 30 → 2000 enrollees with searchable directory

Restructure Coverage table and Disbursements page

Coverage polish + DPI-style worker pilot with Disbursements drill-down

Filter UI to single-city Dar pilot + MECE Coverage restructure

Remove hardcoded fallbacks from frontend API endpoints

Port reskin frontend: editorial design + aligned API hook shapes

Make fork-and-adapt flow truly region-agnostic

Add AI trigger explanations behind EXPLANATION_MODE flag

Rename Notifications to Disbursements, fix tour race, add 404

Make all three funding sliders adjustable with proportional rebalancing

Make funding split adjustable with interactive sliders

Add Build Your Own tab with GitHub link, Claude Code prompt, and cost calculator

Simplify home page hero to match Weather AI format, remove callout bubbles

Remove incorrect danger banner from Dashboard

Fix tour: keep data-tour targets visible during loading on all pages

Fix tour, update architecture + CLAUDE.md for disbursements

Default to women in informal settlements, show $ amounts in funding bar

Disbursements: zone-level summaries, wired to live data, fix coverage 500

Coverage: single P97 threshold, annual costs, informal workers first

Disbursements page: M-Pesa payouts replace Alerts

Coverage filters: Who (all/women/men) × Where (all/informal/mixed/formal)

Coverage page: weekly per-worker costs, payout/safe badges, drop fake totals

Add scenario toggle: all workers vs women in informal settlements

Coverage page: funding decomposition, two-tier payouts, fix payout display

Chronos-Bolt encoder, retrained pricer, 14-day pipeline, sync DB

Revert Vercel dashboard tracker, add HF Space HTML pipeline tracker

Add live pipeline tracker to Dashboard

Add regionConfig for geographic portability, REBUILD.md fork guide

Polish frontend identity, rewrite tour, add neural pricer eval suite

Redesign Program Designer as Coverage Recommendation page

Merge Zones + Heat Monitor into single page with 3 tabs

Fix stage card grid: use 5-column layout (1fr auto 1fr auto 1fr) for proper alignment

Frontend upgrade: heat-red identity, danger banner, callout cards, richer detail

Add LSTM neural model, ERA5 data, FAISS+BM25 RAG, Neon DB, eval suite; de-jargon frontend