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News
Perplexity deploys GPT-6 Astra for production system management
1+ hour, 56+ min ago (600+ words) Perplexity is using OpenAI's GPT-6 Astra model to manage production systems, write communications and modify software with significantly reduced human oversight compared to earlier AI generations. The San Francisco-based startup is using Astra, OpenAI’s latest generation language model, to write…...
Your LLM cost estimate is wrong above 200,000 tokens
31+ min ago (441+ words) I went looking for a straight answer to "what will this cost per month" and found that almost every comparison table gets it wrong the moment prompts get long. Not slightly wrong. Double. Gemini 3.1 Pro is $2 per million input tokens,…...
My FDCServers VPS Was Online. Disk Reads Were Taking 18.7 Seconds
1+ hour, 7+ min ago (1599+ words) I actually liked FDCServers. That is probably the strangest way to start an article about a VPS that eventually became unusable enough for me to cancel it. For quite a while, the server worked normally. It handled real production traffic....
Your AI Agent Has No Colleagues
40+ min ago (632+ words) "The coordination of the builders is not direct. It is the work already done that directs and triggers the work that follows." — Pierre-Paul Grassé, describing termites, 1959 You have seen this. Every agent framework does it:) Three attempts. Three identical failures....
When Free Inference Should Not Own the Retry Loop
1+ hour ago (667+ words) A retry loop that consults free inference before it fires again is not resilience. It is a second outage, delayed by a model call that can stall, drift, or disagree with itself. Status codes, idempotency keys, and a hard budget…...
Python watchdog File Monitoring Guide
2+ day, 4+ hour ago (788+ words) Use Python watchdog to detect created, modified, moved, and deleted files without repeatedly scanning a directory yourself. Start with a working Observer example, then adapt its event handler, filters, and watchmedo commands to your own file workflow. Python watchdog is…...
Your Free Probe Passed. You Still Measured the Wrong Box
1+ hour, 33+ min ago (1002+ words) Your free probe passed on a scratch box. That green badge still measured the wrong machine. A green free endpoint is a cheap probe. It is not a production ship gate. Treat it like a probe, or you ship luck....
First Rollback: Revert the Agent PR You Cannot Explain
1+ hour, 9+ min ago (783+ words) Your first AI pull request will often need rollback. Plan that rollback before you merge anything. You lack repo history on day one. Agents still produce large and confident diffs today. A rollback plan keeps that blast radius tiny. First…...
🎧 Your AI Agent Is Thinking. You're Just Staring at a Blank Screen.
1+ hour, 9+ min ago (27+ words) You know the moment. You hit enter, the agent starts "thinking," and for the next 15 to 45 seconds... Tagged with ai, productivity, devtools, opensource....
[Lab Notes] Kubernetes the Hard Way, For Real This Time (Step 04)
1+ hour, 23+ min ago (170+ words) Continuing my Kubernetes the Hard Way homelab build on Proxmox. Steps 01-03 are already done, this covers step 04. Before the actual step though, here are some stuff I learned or was thinking about along the way: Anyways, here's Step 04: Generated the…...