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Teams report AI tools bypassing recovery, PR ads, and prod deletes
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Teams report AI tools bypassing recovery, PR ads, and prod deletes

HN follow-up on Meta support, Copilot PRs, VS Code Git, and Cursor on Railway converged on one failure mode: AI systems changed account or repo state with more authority than users expected. Watch for backup isolation, least-privilege tokens, and stricter consent checks.

Security12th June·4 min read
Users report GPT-5.5, Opus 4.7, and DeepSeek V4 limits on xhigh and 1M context
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Users report GPT-5.5, Opus 4.7, and DeepSeek V4 limits on xhigh and 1M context

HN threads added rollout details: Opus 4.7 defaults to xhigh, DeepSeek V4-Pro hits rate limits and reasoning_content errors, and GPT-5.5 API access lagged launch. Use those details to tune token spend, harnesses, and model choice for 1M-context production work.

Benchmarks12th June·5 min read
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📊Business & Policy(1)

Top storiesthis week

Engineers report GPT-5.5, Opus 4.7, and DeepSeek V4 cost spikes and API errors

Fresh threads compared three coding-model stacks on operating cost: Opus 4.7 raised spend with xhigh defaults, DeepSeek V4-Flash beat V4-Pro on cost and stability, and GPT-5.5 drew scrutiny on access and limits. Use these tests to judge cost per task and API behavior before switching stacks.

Engineers report GPT-5.5, Opus 4.7, and DeepSeek V4 cost spikes and API errors
Benchmarks·11th June·6 min read
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