LoRA adapter illustration

Build a LoRA Adapter Layer from Scratch in PyTorch

A hands‑on guide to building a LoRA adapter layer in pure PyTorch, with complete code, merge/unmerge, and tips for turning the project into a CV‑standing side project.

September 10, 2026 · 7 min · 1439 words · martinuke0
A schematic diagram of the safe. gateway architecture showing content flowing through policy checks, rate limiters, and audit log sinks.

Building 'safe.' — A User Safety Gateway That Signals Real Systems Skill

A hands-on guide to building ‘safe.’ — a User Safety Gateway that signals real systems engineering skill. Learn to implement policy-as-code content moderation, rate limiting, and audit pipelines with production-grade architecture patterns.

September 9, 2026 · 10 min · 2101 words · martinuke0
A sleek laptop screen displaying a terminal with model benchmark output.

Hands-On Build Guide: Quantization‑Aware Portfolio Project for Engineering CV

A step‑by‑step guide to creating a quantization‑aware tool that you can ship, benchmark, and showcase in job interviews.

September 9, 2026 · 8 min · 1515 words · martinuke0
A modern dashboard displaying a developer portfolio with real-time updates

Building a Portfolio Side Project That Signals Real Systems Skill

Learn how to build a portfolio side project that showcases real systems skills, integrating websockets, Telegram, Supabase, Stripe, and dynamic programming challenges.

September 9, 2026 · 2 min · 368 words · martinuke0
A distributed log store architecture diagram showing nodes, replication, and client connections

Build a Distributed Log Store: The Side Project That Signals Real Systems Skill

A hands-on guide to building a distributed log store in Go — covering ingestion, replication, persistence, and a query layer. Each section includes real code and a roadmap to production-grade features.

September 8, 2026 · 11 min · 2211 words · martinuke0
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