Senior Software Engineer building production agentic AI for regulated fintech — banking payment rails, compliance-aware RAG, and LLM systems built to survive an audit, not just a demo.
GCC · UK · India · Toptal Top 3% · Remote-first (IST, UTC+5:30)
// production incident, live system · detected → recovered → stable
Eight years shipping distributed systems; now building LLM-powered agents for banks, fintechs, and IoT fleets across GCC, UK, and India. Recent war stories:
- Building the telematics AI agent at Nexular — LangGraph multi-agent orchestration + hybrid RAG over high-volume CAN-bus IoT telemetry from electric two/three-wheeler fleets across India, Africa & Southeast Asia, with Redis semantic caching and complexity-based multi-model routing.
- Cut LLM inference cost with semantic caching — a two-layer cache (exact + semantic) stopped the majority of repeat-intent queries from ever reaching the model, without sacrificing correctness in a regulated support context.
- Shipped BACS Direct Credit/Debit payment infrastructure integrating ClearBank, Temporal Cloud, and Mambu core banking for a GCC fintech — eliminating legacy workflow failures across production financial products.
- Took a Rust media pipeline from 800ms → under 200ms while cutting infra cost 25%, and pushed webhook delivery reliability up 95% with an SQS + DLQ redesign.
- Delivered a Sharia-compliant Instant Savings Account end-to-end for a GCC banking product, alongside compliant multi-currency conversion via Currency Cloud.
| 🏗️ Production Builds | 🔍 Technical & Compliance Audits | ⚙️ Fractional Architecture |
|---|---|---|
| End-to-end delivery of agentic AI and payment infrastructure — architecture through production. | Architecture reviews for teams shipping LLM systems into regulated environments. | Ongoing technical ownership for teams that need a senior architect on tap. |
Writing the war stories at The Failure Mode — production agentic AI, one failure mode at a time.




