A dashboard showing flagged user content

Building a Real-Time User Safety Pipeline: A Portfolio Project

A hands-on guide to building a production-flavored user safety service that ingests, moderates, and logs user content in real time.

September 10, 2026 · 9 min · 1723 words · martinuke0
Conceptual diagram of a dynamic context buffer

Dynamic Context Buffer with Learned Relevance Predictor

This post walks you through implementing a token‑aware context buffer that learns relevance and prunes low‑value tokens to fit a target window.

September 10, 2026 · 7 min · 1312 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 dashboard showing real-time safety metrics

User Safety: Safe – A Hands-On Portfolio Project

A practical guide to building a real-time user safety service with FastAPI, Redis, and Docker, showing hiring managers your systems engineering capabilities.

September 8, 2026 · 6 min · 1238 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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