Created Aurelio Saturn, a B2C AI document extraction SaaS, for preparing unstructured documents for LLM use. Scaled the system to over 100 active users.

Developed an in-house usage-based metering system handling 100,000+ usage events per second for our Saturn document extraction service.

Provisioning and optimising GPU infrastructure (in cloud and on-prem) for serving open source Transformer and OCR models, achieving ~30% cost reduction compared to HF Inference Endpoints

Others: vectorised BM25 retrieval algorithm with sub 100ms response time under load, developing Semantic Router OSS library, setting up payments & auth for Aurelio Saturn

Agentic AI journalism framework with human-in-the-loop, orchestrated using Temporal

Trending topic discovery, topic clustering, agentic scraping and agentic deep-research

11.8K monthly page views, with 5K monthly visitors

Overhauled company Infrastructure into a global, zero VPC peering, zero trust, self-service, private networked Engineering Platform. Improved dev team iteration speed while maintaining Platform team approval over core infrastructure changes

Adopted GitOps-based CI/CD strategy, with ArgoCD at its core, providing dev teams with DevSecOps-compliant base templates (for PCIe & ISO-27001)

Introduced Istio Service Mesh across our globally distributed private K8s clusters, for cross-service encryption using mTLS, out-of-the-box telemetry & service discovery. Zero-downtime migration onto the mesh

Helmed creation of Incident Response guides within company, and adoption of deeper instrumentation using Datadog

Reduced company Elasticsearch spend by 64%, using cold-node advanced index lifecycle management

Created an idempotent Python data ingestion pipeline for FMCG retailer data, tracking data quality and change in feature importance. Improved batch job throughput by 30x. Solved supply chain issues by creating a product allocation algorithm, achieved a 40% uplift for shelf fill rates

Hired and managed a team with two junior Data Engineers; wrote Engineering onboarding guide