AI can write 10,000 lines before you finish your coffee.
You still have to review them Karpathy nailed the awkward part: generating more code can leave the human with more work, not less that's why my DeepSeek test starts with one small bug and a checkable fix a giant diff
Four ways to add free models to Claude Code or Codex
Local model control, Agent OS engine, DeepSeek Harness or a free API like DeepSeek V4.1 Flash, giving you lower cost, more privacy and offline options.
Many of us burned over 80% of our Codex usage in a single day.
Stop whatever you're running right now. Astra at the top is what's eating it. Every plan, every review, all day, on the most expensive model you have. So let's flip it. Put DeepSeek V4.1 Flash on top as the
Pushed code to private repo: Desktop DeepSeek completed semantic SAST in real time
Legacy static analysis tools generate endless false positives while missing actual business logic vulnerabilities. We wired GitLab Push Webhooks to on-premises DeepSeek via Grix: On every git
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