Building a Pure Python HNSW Vector Index with Disk Persistence
Learn to implement a hierarchical navigable small world graph from scratch in Python, with persistence and incremental updates, to impress hiring managers.
Posts
Deep Dive into Consul's Gossip Protocol for Resilient Service Discovery
Consul’s gossip protocol ensures reliable, eventually consistent service discovery across dynamic clusters, even under network partitions.
From-Scratch Mini GPT Training Loop with Gradient Checkpointing, Mixed Precision, and a Custom CUDA‑Style Optimizer
A hands‑on guide to training a tiny GPT model end‑to‑end with gradient checkpointing, FP16 mixed precision, and a hand‑rolled optimizer, perfect for a CV‑worthy portfolio.
User Safety in Production Systems: Safe-by-Design Patterns for Engineers
How to build systems that protect users without sacrificing velocity, using proven architecture patterns and concrete tooling.
Dynamic Sliding-Window Context Manager for LLM Prompt Histories
A hands‑on guide to building a production‑ready context manager that automatically trims prompt histories using attention‑weighted saliency, keeping your LLM prompts within any context window.