v0.7.0
LLM inference in C/C++. Contribute to ggml-org/llama.cpp development by creating an account on GitHub.
llama.cpp11 min read
Polylane Blog
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Agents on live hardware: reason where you must, engineer everywhere else
CoreWeave Blog10 min read
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llama.cpp1 min read
Nobody reads pull request descriptions, so we made videos
Almost none of the pull requests Polylane opens were asked for by an engineer, and a longer description does not make them easier to review. We are experimenting with a narrated video for every fix. Why, what it looks like, and what happened to merge rates.
Polylane Blog6 min read
Turn your app into a context graph
Agents that run software need a context graph of the app: every resource, what it connects to, the repository that deploys it and the team that owns it.
Polylane Blog10 min read
We swapped our LLMs for Jev. It's 39% cheaper.
Our on-call agent makes thousands of small decisions a day. We moved them from LLMs to Jev, a model that doesn't write text, and cut the cost by 39%.
Polylane Blog7 min read
How we prevent slop from hitting prod
Nothing in your pipeline asks whether a change is safe for prod. This is the check we built that does, and how we got it to finish before your tests do.
Polylane Blog9 min read
Sub-agents are just wrong
Polylane's autofix used to be a workflow of multiple agents, each responsible for a single task, with an orchestrator managing state between them. We moved to a single agent which does the entire job, from evidence gathering, hypothesis testing to pull request.
Polylane Blog9 min read
How We Fixed Our Cloudflare Durable Objects Memory Exceeded Errors
Cloudflare Durable Objects run in V8 isolates with a hard 128 MB limit. Ours idled at ~140 MB and was reset ~300 times a day. 130 MB of zod schemas were built at module load, most of them by code that was never called.
Polylane Blog18 min read
I'm Betting My Company on Proactive Agents
Agents can do almost anything you ask. That's the problem, you still have to ask. The next evolution is agents that figure out the job to be done. I started with operations, because nobody should be on-call in 2026.
Polylane Blog9 min read
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