I did not need Jev to beat Claude or Kimi on a benchmark. I needed to know whether I could trust it with a decision I actually make regularly, where a false pass matters and uncertainty cannot just be hidden behind confident prose.
That is a much harder test of the product claim.
A surprising amount of AI work starts wi...
Part 2 of 2 - Troubleshooting the development environment
In Part 1, I covered how I approached setting up a reliable .NET MAUI development environment on macOS.
This article focuses on what happened when things didn't work as ...
📌 This article is Part 2 of a multi-part series: *"Logging in Django: From Basics to Production"*.
If you missed Part 1, check it out here: Part 1: Why Logging?
Think of a logging system as a data pipeline—by setting up...
Many problems don't have an obvious single correct choice.
Instead, you have multiple possibilities:
Choice A
Choice B
Choice C
...
You need to explore those possibilities and find a valid or optimal solution.
Examples in...
You maintain agent skills — the SKILL.md instruction files that steer Claude Code, Cursor, Codex, or any coding agent. Careless edits feel cheap: rewrite one instruction line, done.
The problem is what happens next. That one line silently changes how the agent behaves on the next run. Files you didn't ask it to to...
Twice in this series, a client refused to connect to a working MCP server, and both refusals looked like bugs until they turned out to be the specification doing its job.
The first was in MCP vs API Is the Wrong Question. The Functions-hosted MCP server was protected by its mcp_extension system k...