Product updates & field notes.
What shipped, what we learned building it, and what's next on the RESILAND CA+ roadmap.
What we cite — the reference base behind every verdict
Every Phase-4 verdict the platform produces traces back to nine real World Bank reference reports plus a 125-document RAG. No scraping, no synthetic data, no proprietary feeds.
Why Apache-2.0 — forking RESILAND for the rest of Central Asia
The reason the entire stack is open-source has nothing to do with hackathon optics. It has to do with five RESILAND CA+ countries, $256M of allocated budget, and the math on what would happen if we tried to license this.
How we ship Phase-4 reports for $0.14
A line-item breakdown of what an Opus 4.7 feasibility report actually costs in production — and the prompt-cache trick that drops the bill from $1.20 to fourteen cents.
Five things that broke during the hackathon (and how Opus 4.7 fixed them)
An honest postmortem of the gnarliest bugs we hit in five days — paramiko 3.x, PostGIS auto-detect, Pydantic protected namespaces, Next.js SSR, and a Git Bash path-mangling surprise.
Why I built this — a forestry consultant's view
I have spent the past decade writing the kind of report this platform now drafts in two minutes. Here is why I think that is a good thing.
Generate feasibility reports directly from Claude Desktop
Skip the web UI. With pip install mcp-resilland, your Claude Desktop / Cursor / Windsurf can analyse parcels and draft full nine-section reports without ever opening a browser.
Inside our Managed Agents architecture — 15 agents, 1 environment
A walk-through of the seven primary and eight specialist agents we provisioned on Anthropic's Managed Agent platform, why we wired them together this way, and why the production flag is still off by default.
How we built RESILAND in 5 days with Opus 4.7
Five days. One developer. One brand-new Opus 4.7. Here is the sprint-by-sprint story of how RESILAND Intelligence shipped to production in time for the Cerebral Valley hackathon.
RESILAND Intelligence is live
Built in five days for the Cerebral Valley × Anthropic 'Built with 4.7' hackathon. Here's what shipped.