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Production notes1 article a month

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Real challenges from my projects and from production: backend, cloud, containers and reliability

  1. Claude Security goes continuous and closes findings on its own once the fix ships 4 min
  2. Cloudflare WAF now blocks the response when an exploit lands, Free plan included 3 min
  3. LiteLLM 1.107.0 stole credentials every time Python started, no import needed 3 min
  4. php2shell: unauthenticated RCE in PHP 5.4 through 8.5, and exploits are already out 5 min
  5. Migrating COBOL with AI: GPT-6.1 Sol hits 86.6% where GPT-5.6 Sol managed 5.4% 3 min
  6. Grafana Cloud now prunes your metrics on its own and searches logs at no extra cost 4 min
  7. tsrs puts TypeScript in Rust: up to 8x faster than tsc 7.0 with 70% less memory 5 min
  8. Skill of the day: security-audit, Cloudflare’s audit where verifiers trust no one 3 min
  9. Repo of the day: Graphify, a graph of your code so your agent stops grepping 4 min
  10. PyTorch now runs natively on TPUs: Google open-sources TorchTPU, no torch_xla needed 4 min
  11. DeepSeek open-sources DeepInfer, its production engine: one model, NVIDIA and Ascend 3 min
  12. llm-d 1.0: LLM serving on Kubernetes with 85% lower time to first token 4 min
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