Joaquin Soto
Systems Architect · AI Strategist · Capital Orchestration
I design and build systems where failure is expensive, ambiguity is high, and incentives matter. My work happens before chaos becomes visible, when structure still determines outcomes.
What I Actually Do
- Architect mission-critical platforms across healthcare, telecom, and commercial real estate
- Replace brittle, manual workflows with deterministic, automated systems
- Design platforms that survive institutional resistance and organizational entropy
- Use AI as a programmable system component, not a black-box assistant
Impact & Track Record
I was the technical architect behind redIQ, a commercial real estate data platform acquired by Berkadia (a joint venture of Berkshire Hathaway and Jefferies). The systems I designed remained market-dominant years after active development slowed.
Post-acquisition, I led research and production-ready prototypes that eliminated paper documents and PDFs by interfacing directly with source-of-truth property management systems—years ahead of modern automation trends.
In telecom, I helped enable early VoIP adoption by interfacing open-source infrastructure (Asterisk) with enterprise systems in real time, including per-call billing and full traceability—considered impractical at the time.
In healthcare, I built OCR systems for handwritten forms, compliance-verified LMS platforms, and clinical tools that reduced critical workflows from days to minutes, including systems used in hospice care environments.
How I Work With AI
I do not use AI as a substitute for thinking. I design systems where AI operates within clear boundaries, with observability, control, and explicit alignment. I let AI generate aggressively at the edges while owning the core.
Operating Principles
- I avoid public speculation and half-formed narratives
- I explain deeply, but only in trusted, high-signal environments
- Capital is an acceleration tool, not the objective
- I disengage when rules of engagement are no longer respected