2024 — present

Ere

A research and execution platform for algorithmic trading strategies in frontier and emerging markets. Includes data ingestion, feature engineering, backtesting, walk-forward validation, and live execution components.

frontier exchanges
3
tick history backtested
8 yrs
signal-to-order
< 50ms
  • Python
  • FastAPI
  • PostgreSQL
  • Redis
  • Quant

2025

Production RAG infrastructure

Built and deployed a production retrieval-augmented generation system serving 10M+ daily requests. Architected the embedding pipeline, vector search layer, and response generation system. 40% latency reduction and 99% query resolution rate.

daily requests
10M+
latency reduction
40%
resolution rate
99%
  • Python
  • LangGraph
  • PGVector
  • AWS
  • RAG

2024 — 2025

HIPAA-compliant therapy platform

Lead AI Engineer for a HIPAA-compliant therapy platform built on LangGraph. Designed multi-agent therapy session flows with safety guardrails, clinical-evaluation pipelines, and audit trails meeting healthcare-compliance requirements.

compliant by design
HIPAA
audit trail
24/7
safety incidents
0
  • Python
  • LangGraph
  • PostgreSQL
  • GCP
  • HIPAA

2023 — 2024

LLM evaluation & training data

Senior ML Trainer authoring software-engineering tasks, reviewer-based agent benchmarks, and trajectory annotations for frontier model training. Specialising in instruction-tuning alignment and reward-hacking prevention.

  • Python
  • LLM Evaluation
  • Turing Enterprises

2022 — 2024

Data engineering & analytics pipelines

Built ETL pipelines, dashboards, and analytical reports for enterprise clients across finance and retail. Migrations between data warehouses, normalisation of legacy datasets, and real-time analytics rollouts.

  • Python
  • dbt
  • Snowflake
  • PostgreSQL
  • Data Analytics

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