Super

PythiaLabs has now shipped a runnable pre-execution gate demo:

- make demo

- real Web3 treasury engine

- 4 scenarios

- SHA-256 evidence verification

- counterfactual rejected → accepted

- landing page with runnable proof

This strengthens the implementation pathway for the LTP + CML research roadmap.

90-day execution plan

Days 1–30: finalize trace schema, integrate one framework, define failure taxonomy.

Days 31–60: build initial adversarial corpus, implement CML graph logic, run first baseline comparisons.

Days 61–90: expand benchmark, publish evaluation write-up, release reusable library + documentation.

Update:

I have active related applications under evaluation with LTFF, Open Philanthropy / Coefficient-affiliated funding, and NLNet, and I am currently clarifying fiscal sponsorship structure for an external SFF application. Current focus is tightening benchmark scope, deliverables, and release plan for LTP + CML.

Update:

I have active related applications under evaluation with LTFF, Open Philanthropy / Coefficient-affiliated funding, and NLNet, and I am currently clarifying fiscal sponsorship structure for an external SFF application. Current focus is tightening benchmark scope, deliverables, and release plan for LTP + CML.

Update: We are aligning fiscal sponsorship for an external SFF application. This project is gaining multi-fund interest.