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News
LLM Inference, Explained: Prefill, Decode, and KV Cache
1+ hour, 49+ min ago (29+ words) Ever wondered what actually happens the second you hit send on ChatGPT or Claude? That near-instant reply isn’t magic. It’s inference …...
I Blamed the Firewall for 48 Hours. localhost Resolved to IPv6 First
9+ hour, 33+ min ago (786+ words) This is a 48-hour field notebook, not a victory lap. I will show what I tried, what actually broke, and the small reproduction I wish I had run in the first hour. If you strip every product name out of…...
GPT-Image-2.5 in Production: Choosing Between Flare and Sunburst
9+ hour, 29+ min ago (1098+ words) GPT-Image-2.5 is split into two models: Both accept text and image inputs, support the quality levels auto, low, medium, high, xhigh, and max, and work through the Images API for generation and editing. For an existing OpenAI-compatible integration, the migration…...
Real-Time AI Monitoring: Catching Model Drift Before It Costs You
6+ hour, 38+ min ago (499+ words) Then there’s the drift your own team introduces. Someone tweaks a system prompt to fix one edge case and shifts the distribution of every other output. A retrieval index gets rebuilt with a different chunking strategy. A fallback route that…...
Ollama's Responses API accepts previous_response_id, returns 200, and forgets the whole conversation
12+ hour, 28+ min ago (538+ words) Ollama 0.34.0, Debian 13, CPU only, qwen2.5:1.5b. The Responses API, which is the OpenAI-compatible endpoint Codex and similar clients use. Turn 1 plants something the model could not guess: password. Now two controls. The same question with the full history sent in the request…...
How I Integrated WebMCP into My Developer Portfolio (And Turned It into an AI-Callable Agent)
12+ hour, 36+ min ago (20+ words) Most developer portfolios are still static digital brochures. With the web is increasingly being... Tagged with angular, webdev, ai, typescript....
I Combined GPT-6 Astra With DeepSeek... (100x Cheaper) · DS TV
23+ hour, 6+ min ago (111+ words) I Combined GPT-6 Astra With DeepSeek... (100x Cheaper) dutchstartup.ai Jack Roberts13 September 2026Watch on YouTube - DeepSeek runs at $0.75 per million tokens versus $60 for GPT Astra, making it attractive as a cheaper workhorse. - Through a free GitHub repo (DeepAstra) you wire DeepSeek into…...
The Workflow Ran With Four Personas Instead of Five and Looked Fine
13+ hour, 21+ min ago (504+ words) I run Claude Code as five separate subagents with different permissions — architect, coder, reviewer, conflict resolver, UI designer. One of them stopped loading. The symptom has the shape of not working well. The cause was not being there. Five conditions…...
LLM Inference Optimization: Techniques for Faster and Cheaper AI
14+ hour, 6+ min ago (18+ words) Large Language Models... Tagged with ai, llm, optimization, machinelearning....
GPT-6 Astra vs Mythos 5.1 vs DeepSeek V4.1: $49 Gap [2026]
13+ hour, 53+ min ago (542+ words) This comparison breaks down what each model actually costs, what it scores on independently reported benchmarks, and which one makes sense for coding agents, customer support, research, or high-volume consumer apps. Every figure below is sourced from official pricing pages,…...