The Real Reason Your AI Coding Assistant Keeps Getting It Wrong
It's not the model — it's what you're feeding it. Why the context pipeline, not the LLM, is where the real performance and cost gap lives.
Topic
Product Engineering
Turning ideas into shipped, maintainable products.
2026
2025
Are We Cultivating Innovation — or Technical Debt?
AI lets everyone 'grow' software fast. But without understanding the soil — architecture, security, maintainability — we may just be accumulating debt faster.
AI Makes Code Work. Engineers Make It Right.
Part 1: Agile user stories work because humans fill the gaps with context. Hand those same lightweight stories to an AI and the gaps become dangerous.
GitHub Copilot: A Developer's Powerful Ally — With the Right Guidance
Copilot is a productivity multiplier, but only when you lead and it follows. Practical prompting, review, clean-code, and team practices for getting real value.
Exploring DeepSeek R1 Distilled Models on Raspberry Pi 5
Running DeepSeek R1's distilled reasoning models locally on a Raspberry Pi 5 — what worked, what didn't, and why local AI is worth the experiment.