# RESILAND Intelligence

- **Event:** [Built with Opus 4.7: a Claude Code hackathon](https://cerebralvalley.ai/e/built-with-4-7-hackathon)
- **When:** Apr 21 at 12:00 PM – Apr 27 at 2:00 AM (EDT)
- **Where:** Online
- **Team:** [ilhan KILIC](https://cerebralvalley.ai/u/Yapar)
- **GitHub:** https://github.com/ilhankilic/resilland-intelligence
- **Demo video:** https://youtu.be/S-0B2MfGans?si=gpl6AcmNdetAeouv
- **Gallery:** https://cerebralvalley.ai/e/built-with-4-7-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/built-with-4-7-hackathon/hackathon/gallery/48

RESILAND Intelligence is an AI-powered decision-support platform for
the World Bank's $256M RESILAND CA+ landscape-restoration program —
covering Kazakhstan, Kyrgyzstan, Tajikistan, Uzbekistan ($153M pilot),
Turkmenistan, and Türkiye as a partner geography (drawing on decades
of OGM/TEMA dryland afforestation expertise).

The problem: Phase-4 feasibility studies for forest-restoration parcels
take field consultants 4–6 weeks each. Every day of delay means more
desertification, mudflows, and lost ecosystem services. With Opus 4.7
as a teacher model learning from nine real World Bank reference reports,
we turned that into 2–3 minutes per report (with prompt caching).

Built in 5 days, solo, live in production at resilland.com since Day 2.

CORE INTELLIGENCE
• Click any of 3,563 cadastral parcels → 9-section feasibility report
  with passage-level citations to nine reference Phase-4 docs
• Drop a field photo → Opus Vision analyzes vegetation health
• Drag-drop a KMZ/KML/GeoJSON polygon → spatial scoring + suitability verdict
• 5,925 Sentinel-2 scenes, 12-month NDVI per parcel, ERA5 climate,
  CHIRPS precipitation, 64-species recommendation catalog
• 125-document RAG knowledge base (Voyage-3 → pgvector with HNSW index)
• Parcel-level Hansen GFC + Köppen-Geiger + WorldClim baselines on all 3,563 parcels
• Translate any report EN ↔ TR/RU/UZ, section-by-section, sibling-linked

MULTI-TENANT PLATFORM
• 5-step setup wizard, Fernet-encrypted credentials in Postgres
  ("clone, paste your keys, ship" — nothing in .env)
• Organizations + role-based invitations (owner / admin / user)
• Layer sharing across orgs with per-org pinning
• Demo allowance (10k tokens/day, 30-day TTL) lets visitors try without keys

ECOSYSTEM
• Published MCP server: pip install mcp-resilland — 16 tools that let
  Claude Desktop / Cursor / any MCP client analyze parcels AND generate
  full feasibility reports (analyze_area, generate_feasibility_report,
  translate_report, share-link, PDF) without opening the web UI
• WhatsApp bot at +90 535 374 99 71 (chat-only), routing
  Haiku 4.5 → Sonnet 4.6 → Opus 4.7 in the background
• 15 provisioned Managed Agents (7 primary + 8 specialist) — full
  HMAC-signed bridge + audit trail behind a feature flag
• Knowledge Ingestion pipeline: drag-drop DOCX / PDF / PPTX / MD or
  paste a GitHub repo URL — Opus 4.7 classifies, Voyage-3 embeds

ECONOMICS
Adaptive cascade routing keeps the bill in single-digit dollars per
session: Haiku 4.5 handles ~90% of conversational turns, Sonnet 4.6
drafts report sections with 9× prompt-cache savings, Opus 4.7
escalates only for deep cross-document reasoning and Vision.

Stack: Next.js 14 + FastAPI + PostgreSQL/PostGIS + pgvector(HNSW) +
Redis + MinIO + Anthropic SDK + FastMCP. Open-source under Apache-2.0
— see ROADMAP.md for the public Q2 / Q3-Q4 / Moonshot kanban (25 issues).

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