Notes

Writings...✍🏽

Welcome to my little corner where I write on things I find interesting. Feel free to reach out for corrections, feedback, or just to chat about the topics I cover. Happy reading!

All Articles Slides

Inferex: A benchmark-driven LLM inference engineering platform

Jun 2026 Inference Engineering LLMOps

An LLM inference platform built layer by layer, from a FastAPI gateway and Quantisation benchmarks to vLLM vs SGLang engine comparison on an RTX 5090 GPU, Observability with Grafana and Prometheus, Docker and Kubernetes for Deployment.

Platframe: Building an AI-Assisted Investigation Platform

May 2026 AI Platform Operational Systems

A walkthrough of the environment, architecture, workflow, subsystem boundaries in Platframe. A multi-stage AI workflow system using insurance investigations as the operational environment.

Evaluation as a System Primitive for Model Behaviour

Apr 2026 AI Platform Evaluation Systems

Embedding evaluation into execution pipelines to enable consistent comparison of model behaviour across API and local providers.

Agent Learning: Execution-Aware Policy Optimization for LLM Tool Systems

Mar 2026 Agentic Workflow Policy Optimization

Tool orchestration in LLM systems as a learnable policy optimized for execution cost, latency, and constraint satisfaction.