Voice AI Engineer.
agents that answer the phone_

Decision infrastructure for autonomous AI agents, deployed first against crypto-derivatives quant research — I designed and own the full stack: the agent control surface, the evidence layer, and the data platform underneath. Agents pre-register hypotheses over MCP before any outcome exists and a live forward clock adjudicates — a backtest can only reject, never promote — on append-only ledgers over an 843M-row lake. The durable asset is proprietary point-in-time data: purpose-built 24/7 collectors capturing what can't be bought or reconstructed after the fact, now enriched with ML-derived features at capture time and powering in-house strategy research — a thesis earned by first measuring public data to exhaustion. The multi-tenant control plane deploys each tenant's agents in isolated containers over that same infrastructure, each judged on its own forward clock.

Owned the year-2000 legacy PHP platform the business actually ran on — healthcare interpreting, 2.5M+ encounters/year — and migrated its highest-value features to the 5-person team building Aurora, its replacement. A multi-agent architecture made that tractable: MCP sync, a schema-aware database agent, and a retrieval engine, because finding the right code cost more context than any other step. Retrieval had to answer over more than source: internal documents, and the specific function buried in an 8,000-line file — which is why it grew custom indexing strategies per kind of file. That engine was brainbank, later rewritten as megabrain.

Co-founded and built an all-in-one real-time voice AI platform (phone, WhatsApp, and web), processing thousands of production calls for clients including Naffco (fire safety, UAE), Cointel (Bilbao), TPX.security (Mexico), Relatyon (Madrid) and Cloudacio (New York). Owned the full stack — media server to TypeScript SDK — and still own the core today, while my co-founder Gabriel Cardama and his team run the agents and the accounts. The split is deliberate: it keeps me on the engine.

Nearly five years at one of the fastest-growing life-insurance agencies in the US (3× Inc. 5000). A Twilio voice bot that recovered six figures in lost leads; a complete e-app system — 4,000+ e-apps with Mutual of Omaha and other carriers; and a call-center Conversation Analyzer — diarization up to 5 speakers, target-agent ID from a voice sample, Whisper large-v3, per-segment speech emotion.

3D medical imaging. Built the public API from scratch, an image editor with comparison tools, subscription manager and KPI dashboards. Won the first company hackathon (selfie → 3D model).