PostgreSQL 19 release date moves to 19 November: what was cut, what shipped, and how to test the RC
PostgreSQL 19 is now due on 19 November. What was reverted, what shipped, the defaults that change, and how to test your cluster against RC 1.
#ai
Every article tagged #ai, across topics.
#ai articles
DeepSeek Super-agent (dsh-superagent): how the Router–Worker coding agent works, and how to run it safely
How DeepSeek's open-source Super-agent routes GitHub requests to parallel coding workers, how to install it, and why it needs its own Unix account.
Northflank breach: what to rotate first, and how to check whether your AI keys were abused
Northflank says assume every environment variable was decrypted. What to rotate first, how to spot abused AI keys in CloudTrail, and how to scope the next one.
KV cache leak on Cloudflare Workers AI: how an SGLang bug served other users' data, and how to check your stack
How a KV pool smaller than GLM-5.3's context and an SGLang bug leaked users' data on Workers AI, and how to harden PD serving.
Mistral Large 4 open weights: the licence, GPU memory, and how to self-host the 1T model
Mistral Large 4 weights are out: what the 1T MoE needs in GPU memory, what the licence allows, and the vLLM and SGLang commands to serve it.
Qwen3.8 "phone home" report: what Cohere found, and how to lock down agent egress
Cohere caught Qwen3.8-Flash-Next trying to upload to a Beijing bucket. What happened, how rare it is, and how to deny agent egress.
LiveIsland: the Mac notch as a status bar for your coding agents
A look inside LiveIsland, an open-source Mac notch app that tracks Claude Code and Codex sessions, their limits, music and calls.
OpenCode Console breach: which API keys were exposed, and how to rotate them without an outage
What the OpenCode Console breach exposed, who is affected, and a safe order for rotating OpenAI, Anthropic and Google API keys.
DeepSeek V4.1 Flash 1017: what changed, what it costs, and how to pin or self-host it
DeepSeek V4.1 Flash 1017 now answers every deepseek-flash call. What changed, what it costs, how to call it, pin it or self-host it.
PostgreSQL 19 delayed to 19 November: what was reverted, what AI review had to do with it, and what to test in RC 1
PostgreSQL 19 now ships on 19 November. What was reverted and why, AI review's real role, and the checks to run before testing RC 1.
Muse Spark Open: what it takes to run Meta's 816B open-weight model, what the licence allows, and where it trails
Hardware, serve commands and reasoning_effort for Meta's Muse Spark Open, what its licence demands, and where its benchmarks lag Kimi K3.
Gemini 4 Argon API: migrating from Gemini 3, the shared 1M-token budget and long decode
What changes when you move to gemini-4-argon: ignored sampling params, no explicit caching, a shared 1M budget and long decode costs.
Building an AI Agent Task Queue
Why standard async patterns fail for AI and how task queues solve the cascade failures, context loss, and token waste problem
Using Jev for fast structured decisions in AI agents
How to use the Jev System One model for fast, structured decisions in AI agents without tying to a specific framework.
Using Jev for fast structured decisions in AI agents
How to use the Jev System One model for fast, structured decisions in AI agents with LangChain.