engineering
4 min
Why AI Agents Never Hold Execution Authority
Mowazi separates model output from wallet authority, venue credentials, and deterministic execution checks.
Aug 10, 2026Read note
Engineering
Build the boundary, then make it legible.
Kiyan engineering starts with constraints: models do not receive signing authority, payment state has one source of truth, and product status must say what it means. We publish the design work behind those constraints.
Engineering notes
engineering
5 min
From Model Output to Deterministic Preflight
A proposal is only the beginning: Mowazi tests the current world again before asking an owner to sign.
Aug 9, 2026Read note
engineering
5 min
Durable Agent Workflows Need More Than a Model
Why Mowazi assigns different responsibilities to Convex, Temporal, Timescale, Redis, and the execution boundary.
Aug 7, 2026Read note
engineering
5 min
Curation Without Global Rejection
Naseeg keeps a project's public identity separate from a Fund's round-specific decision.
Aug 4, 2026Read note
engineering
5 min
Confidential Signals Without Putting Fiat On-Chain
Naseeg uses optional fhEVM interactions for private signals while keeping fiat settlement and public totals in their proper places.
Aug 2, 2026Read note
Research notes
research
5 min
69 Candidates, 38 Dossiers: Research Without Marketing Claims
Mowazi's agentic-system research program uses explicit hard gates, evidence standards, and activation boundaries.
Aug 8, 2026Read note
research
5 min
Matching Capital with Transparent, Bounded Mathematics
Naseeg's funding model makes the match pool, prize pool, caps, and eligible support explicit.
Aug 3, 2026Read note