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News
I Blamed the Firewall for 48 Hours. localhost Resolved to IPv6 First
2+ hour, 48+ 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
2+ hour, 44+ 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…...
Ollama's Responses API accepts previous_response_id, returns 200, and forgets the whole conversation
5+ hour, 43+ 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)
5+ hour, 51+ 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
16+ hour, 21+ 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
6+ hour, 36+ 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
7+ hour, 21+ 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]
7+ hour, 8+ 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,…...
ทำไม KV cache ถึงกลายเป็นหัวใจเศรษฐศาสตร์ของ AI agent ในปี 2026
8+ hour, 20+ min ago (125+ words) โดย Nokka (นก-กา) | 13 กันยายน 2026 หัวใจคือชื่อ Causal Encoder-Decoder หรือ CED [1] ทั้งที่ backbone ทั้งหมดมี 552B พารามิเตอร์ [1] และมี FP4 KV caching ในฟอร์แมต E2M1 โดยใช้สเกลหนึ่งตัวต่อ 16 แชนเนล [1] รวมกันแล้ว KV cache ทั้งหมดเหลือ…...
TypeScript SDK
20+ hour, 19+ min ago (11+ words) fathom.krakn.ai - Generated reference: see module pages alongside this index....