Terminal window showing DeepSeek Harness CLI output with logs and eval scores.

Your First 7 Days with DeepSeek Harness: A Practical Field Guide

A field-tested walkthrough of your first week with DeepSeek Harness, from installation and prompt design to evaluations, tool wiring, and the operational habits that separate demos from production.

September 2, 2026 · 8 min · 1609 words · martinuke0
A laptop screen showing a chat interface with code snippets and logs, with a stylised rocket trajectory overlay.

Your First 7 Days with Grok: An Engineer's Field Notes

A working engineer’s day-by-day account of putting Grok through real tasks — code review, debugging, writing SQL, explaining logs, and creative work — with concrete prompts and honest verdicts.

September 2, 2026 · 11 min · 2180 words · martinuke0
A laptop screen showing terminal output next to an editor with AI-suggested code blocks.

Your First 7 Days With Codex: A Working Engineer's Survival Guide

Seven days of hands-on lessons for working engineers adopting OpenAI Codex, from repo-aware setup and prompt hygiene to review patterns and cost control.

September 2, 2026 · 10 min · 2030 words · martinuke0
A workstation screen showing a Claude chat interface with code snippets and a terminal in the background.

Your First 7 Days with Claude: A Practical Onboarding Guide for Engineers

A hands-on, engineer-focused walkthrough of the first seven days with Claude — from setup and prompt patterns to tool use, RAG, and the production habits that separate demos from real systems.

September 2, 2026 · 13 min · 2617 words · martinuke0
A diagram showing the stages of an LLM inference request moving from the API edge through the scheduler, KV cache, and GPU.

The LLM Inference Roadmap I Wish More Engineers Followed

Most teams treat LLM inference like a REST call. This roadmap walks through the layers that actually decide cost and latency in production — from continuous batching to KV cache layout to speculative decoding.

September 2, 2026 · 12 min · 2441 words · martinuke0
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