lower query latency for Bloomberg ESG research workflows
Senior applied AI and data engineering
AI systems that hold up.
I turn fragile prototypes into dependable production software for teams with launch risk.
to calibrate a 100M+ parameter search previously taking days or weeks
paid GreenRoom consultations preserved through the V1 to V2 migration
A focused first engagement
Production Triage
Find the highest-risk issues before committing to a larger build.
$1,500
3 business days
You receive an architecture review, prioritized risk map, remediation plan, and a 45-minute technical walkthrough.
The fee is credited toward a qualifying implementation sprint started within 30 days.
Start with triageEvidence from systems that had to work.
Product judgment, data architecture, and production reliability in the same pair of hands.
GreenRoom V2
Re-architected a paid networking product into a Postgres graph platform with AI-assisted discovery, structured professional proof, and a safe V1 migration.
- Users migrated
- 130+
- Paid meetings preserved
- 137
- Data model
- 49 tables
QuantMechanix
A resumable research pipeline that narrows 500 symbols into explainable, risk-gated setups before execution.
View the research platformInstitutional systems
Bloomberg and Assured Guaranty
6,500+
companies moved through a Kafka-based ESG data pipeline
85%
faster onboarding for new Snowflake data sources
See professional experience
Where I create leverage.
I work best where product ambiguity meets backend, data, and AI complexity.
Prototype to production
Turn a promising demo into a tested, observable system with explicit failure modes.
AI product engineering
Build LLM workflows, retrieval, tool use, evaluation, and reliable human review paths.
Data and platform systems
Design FastAPI services, Postgres models, ETL pipelines, queues, and cloud delivery.
Technical rescue
Find root causes across contracts, data flow, infrastructure, and release discipline.
Clear ways to work together.
Start with the smallest engagement that can reduce uncertainty.
Production Triage
Architecture, risk, and next-step clarity.
Production audit
Deeper system review with implementation-ready recommendations.
Build or rescue sprint
Hands-on delivery against a bounded production outcome.
Fractional engineering
Ongoing senior ownership without a full-time hire.
Senior delivery capacity for agencies.
Bring me in when a client engagement needs applied AI, data architecture, or backend depth your core team cannot spare.
Discuss an agency projectA short path to a real decision.
- Fit callFifteen minutes to establish the problem, urgency, and decision owner.
- Production TriageThree days to identify the highest-leverage technical move.
- DeliveryA bounded sprint, fractional support, or a clean recommendation to stop.
Start with the current state
What is keeping the system from shipping?
Send the problem, timeline, and desired outcome. I will respond with the most useful next step.