
5 min read
Judging evidence with LLM oracles on GenLayer
What building Proven taught me about latency, cost and disagreement when smart contracts ask LLMs to evaluate evidence.
- Web3
- GenLayer
- Proven

5 min read
What building Proven taught me about latency, cost and disagreement when smart contracts ask LLMs to evaluate evidence.
4 min read
Lessons from building the Food Code oracle over ANMAT, SENASA and FAO datasets: normalize, version and cite every source.
5 min read
Why evidence custody is a protocol implemented on paper, and how we proposed redesigning it on Cardano without exposing sensitive data.
4 min read
The constraint was to ship a type-safe agent without hand-writing the interface. What held up, what didn't, and why it changed my MVP workflow.