I build grounded, private AI for institutions that cannot send their data to a public cloud — after 25 years designing quantitative models, structured products and production machine-learning systems on Wall Street and in insurance.
sanchez-garcia.bioToryx Inc. (Delaware C-corp, New Jersey) builds sovereign, air-gapped knowledge systems for defense, banking and insurance. The idea is simple: a mid-sized model with the right five pages in front of it beats a frontier model with none. Toryx finds those pages — across text, images and video — on hardware the customer owns, and every answer is logged with the passages it came from.
The underlying methods — retrieval, grounding, inference routing and governance — are covered by a portfolio of 20 patent filings. Toryx is a member of NVIDIA Inception, Google Cloud for Startups, AWS Activate, Microsoft for Startups and Cloudflare for Startups.
For New Jersey investors. Toryx is a New Jersey emerging-technology business and a State-certified Minority Business Enterprise (certified September 2026). Qualified investments in companies like Toryx can earn a refundable New Jersey Angel Investor Tax Credit of up to 40% of the amount invested, through NJEDA’s program. Each credit is applied for and approved per investment; investors should confirm eligibility with their tax advisor.
I am also the founder of SGX Analytics LLC, an AI consultancy for hedge funds, insurers and fintechs since 2016, and earlier of Ttwick, Inc., an alternative-data and semantic-search company whose patent portfolio was acquired by Elliott Management.
82.7% top-5 retrieval recall on the MuSiQue multi-hop benchmark, 4.4 points above the best peer-reviewed result; benchmark and harness published for replication.
Featured in The Wall Street Journal, The Washington Post, The Deal, International Business Times and Alternative Investment News.
20 filings: one granted US patent and 19 pending applications covering grounded retrieval, inference routing, model distillation, AI governance and provenance.
Granted. Search and retrieval across the internet; acquired by Elliott Management.
Time-stamped, confidence-scored facts across vector collections for multi-hop, recency-aware retrieval.
Routes each request across models by cost, speed and tool-calling reliability with a learned router.
Treats model selection as portfolio optimization under financial-style risk measures.
Escalates or re-routes when model confidence is low.
Routes workloads by sensitivity to tier-isolated nodes.
Splits inference stages across heterogeneous, on-premises hardware for auditable AI.
Compresses large models into smaller ones with adaptively weighted distillation heads.
Validates extracted facts inline with calibrated confidence and entailment checks.
Credit-rating-style grades (AAA–D) for AI-generated code.
Signed, policy-gated agent messaging with transparency logging.
Perceptual fingerprinting and smart-contract licensing for creative works.
Builds narrative structure before visuals in AI-generated video. Non-provisional filed.
Four provisional applications filed September 2026.
Grounded, private AI infrastructure for defense, banking and insurance; patent portfolio across retrieval, routing and AI governance.
Alternative-data platform and semantic search engine for investment managers, before “alternative data” was an industry term. 10+ ML patent filings; portfolio acquired by Elliott Management. Team of 20 across three countries.
ML-driven pricing for structured products and new asset classes; led a team of 10.
ML forecasting for film, music and video-game royalty portfolios for hedge funds and investment banks.
Launched $4.5B+ in fixed income products including synthetic CDOs, ABS and insurance-linked securities; structured the first catastrophe bond on geological risk (CAT-Mex).
ABS risk models; designed the AIG CAT Fund ($200M, AAA-rated).
Quantitative models for derivatives on global equity indices.
| Transaction | Type | Rating | $MM |
|---|---|---|---|
| Kondor 2001-1 | Synthetic CDO | AAA | 2,900 |
| CIT EC-EF 2001-A | ABS – equipment leases | AAA | 1,100 |
| Synthetic Swap Funding (Greece) | CDS | AAA | 500 |
| Alpha Movie Portfolio Fund | Capital-protected notes | A+ | 500 |
| Odyssey Project | Balance-sheet CDO | AAA | 450 |
| CAT-Mex Ltd | Insurance-linked security | BB | 450 |
| AIG CAT Fund | ILS fund | AAA | 200 |
| Litigation Settlement Fee Trust I, II | ABS – royalties | A | 115 |