§ Journal
Notes from the workbench.
Long-form thinking on agentic AI tools, software engineering, business workflows, and the parts I'm still figuring out.
Mar 14, 2026
8 min
Prompting Matters: What 18 Months of LLM Code Generation Taught Me
A long, opinionated tour through the prompting strategies that actually move the needle when you use AI agents to reason about class-level code, and the ones that look smart on paper but quietly fail.
- #Agentic AI
- #Software Engineering
- #Research
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Nov 2, 2025
6 min
Bridging Test Plans at Firefox with a Small, Boring Pipeline
How we wired an agentic GPT-4 workflow into Firefox QA without rewriting the workflow. The boring parts mattered more than the model.
- #Mozilla
- #Agentic AI
- #QA
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Apr 8, 2024
5 min
Five Months Inside Bugbug
An honest retro of my Outreachy internship at Mozilla, shipping accessibility-tag and spam-detection models into the Bugzilla pipeline.
- #Mozilla
- #Outreachy
- #ML
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