SlopCop

Pit Claude against Codex on every diff: Mjolnir automates adversarial review with an independent reviewer, validated findings, and fix cycles.

Introducing Muninn and QuarryMuninn is a state-of-the-art code localization model (English to function-level code chunks), and Quarry is a new benchmark measuring code localization for agentic search. Muninn clocks in at just 346M parameters, small enough

For everyone who just got a little tense reading the headline: I get it. I was there too, not so long ago. At the beginning of this year I spent a month building what was at the time-and might still be-the best AI-aided code review tool in

SlopCop started from a familiar problem: agents can write code quickly, but they do not always write code that belongs in the repo.They miss local conventions. They recreate helpers that already exist. They add comments nobody asked for. They produce code

When Gemini 3 Pro Preview launched, Sam Altman called a Code Red at OpenAI. At the time, the Gemini 3 hyped looked a little overblown: Gemini 3 Pro, while showing flashes of brilliance, just isn't that good yet.But yesterday, Google launched Gemini 3 Flas

DeepSeek just released what will probably be the last major open coding model of 2025, so it's a good time to reflect and take stock of where we're at. (All numbers are from the Brokk Power Ranking.)Local models: almost good enough to be interestingWe see

The Brokk Power Ranking is a new open-source coding benchmark, featuring 93 tasks from large, real-world codebases.

As part of the Brokk Power Ranking of coding models coming next week, we're pleased to present the first independent numbers for GPT-OSS performance!Update: the full Power Ranking results are available here: https://brokk.ai/power-rankings.To put it in co

Today the craft of software is going through its own studio-like renaissance. That clicked for me when Simon Willison recently observed that when you take an experienced engineer and have him write a quick and dirty project via LLM, what you get out of it