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How we ship software: scopes, repos you keep, and stacks picked from the brief.

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Engineering

GPT-6 and Intelligent UI: ChatGPT Stops Being a Text Box

OpenAI’s GPT-6 rollout brings Intelligent UI to ChatGPT: answers with buttons, charts, forms and working mini-tools instead of plain text.

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Engineering

Thirty billion on the desk, three billion awake

Ollama shipped NVIDIA Nemotron 3.5 Lightning, a 30B open model that keeps about 3B parameters active. That is a local agent you can actually budget hardware for.

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Engineering

Fifty-two from a 17GB file

Qwen 3.8 27B scored 52 on Artificial Analysis's Intelligence Index, tied with GPT-5.6 Luna (max). The default reasoning setting is what actually burns the box.

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Engineering

Your kernel crypto socket is leaving

LWN reports Fedora moving to restrict AF_ALG, the old userspace crypto socket, after flaws like Copy Fail. Kernel 7.1.9 stable landed the same week. Name your branch.

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Engineering

The vendor that stopped answering

A PBS station may lose about 50TB after a cloud storage vendor went silent. Cheap object storage without an export drill is not a disaster plan.

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Engineering

Revoke the stolen PAT, leave the deploy keys

GitHub now lets admins revoke credentials by token type. That is the difference between containing a leak and taking the company offline for a night.

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Engineering

Open weights are a procurement question

Hugging Face's summer 2026 open-model roundup and Mistral's regional inference pitch are the same decision: residency, lock-in, and who owns the off switch.

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