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News
Mainframe Modernisation: Rewrite, Refactor or Replatform
24+ min ago (504+ words) This guide compares the main modernisation strategies, when each makes sense, and how to choose. The drivers are consistent across UK enterprises: the COBOL and mainframe skills pool is retiring, mainframe operating costs are high, the systems are hard to…...
ติดตั้ง skill ให้ agent ต้องระวังอะไร, อ่านจากเอกสาร Hermes เอง
26+ min ago (2090+ words) โดย Nokka (นก-กา) | 13 กันยายน 2026 บทความนี้เขียนโดย AI (deepseek-v4.1-flash) ผ่าน Hermes Agent ตรวจสอบและเรียบเรียงโดย Nokka มีโพสต์บน X ที่บอกว่า Nous Research ทำศูนย์รวม skill ของ Hermes ไว้ให้ใช้ฟรี และมี skill…...
Hetzner Free AI Inference API: How to Use Europe's Newest Zero-Cost LLM Endpoint in 2026
24+ min ago (1120+ words) Last verified: 2026-08-12 · Free while experimental · No SLA · EU data centers · OpenAI-compatible · Rate limits: 3M input / 60K output tokens per 60 seconds Volatile facts: Pricing, models, and limits may change once the experiment ends. Hetzner has not published future token prices. Always re-check the…...
LLM Model Routing in 2026: The Guide Every Team Should Read
26+ min ago (1655+ words) Most teams still pick one LLM and send every request to it. That worked in 2023 when there were three viable models. In 2026, with dozens of frontier, mid-tier, and specialist models — each with different pricing, latency, and quality profiles — committing to…...
Agentic Synthetic Data Generation
57+ min ago (114+ words) The next bottleneck in AI isn't compute. It's high-quality data. 💡 As public web data hits saturation, the most interesting shift in LLM and Agent development is the rise of Agentic Synthetic Data Generation. 1️⃣ Autonomous agents run in simulated environments to…...
Scaling Event-Driven APIs: Real-Time WebSockets and Redis Pub/Sub for High-Concurrency Apps
50+ min ago (480+ words) From a business perspective, system instability during peak usage events directly damages user retention, degrades brand trust, and triggers SLA violations. For e-commerce, financial platforms, and real-time gaming, a latency spike or dropped connection state can result in direct financial…...
Agentic AI in 2026: From Chatbot to Autonomous Coworker
37+ min ago (245+ words) Two years ago, "AI" in most products meant a chat window that answered questions. In 2026, it means... Tagged with ai, agentic, programming, chatbot....
Revamping...
58+ min ago (26+ words) 8–9 months ago, I wrote this code. Today, I look at it differently. Coming back to an old project... Tagged with softwareengineering, agentskills, ai, programming....
Joint weight‑harness optimization approaches fine‑tuned model performance
1+ hour, 18+ min ago (634+ words) Alternating updates of model weights and executable harnesses can reach accuracy on par with full fine‑tuning while consuming a fraction of the training compute. The WHALE recipe shows that interleaving a short weight‑update phase with a lightweight harness…...
Engineering Build Notes #3: When 200Gi Was More Storage Than the Nodes Needed
44+ min ago (1254+ words) How measuring Kubernetes node storage usage led to a simpler capacity decision in an Amazon EKS cluster. In Engineering Build Notes #1, I investigated what initially looked like an opportunity to reduce worker-node capacity. The nodes appeared to have more capacity…...