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Latest in Software Development
Context Engineering Inside the Harness: 4 Mechanisms That Beat Context Overflow and Goal Loss on Long-Horizon Tasks
2+ min ago (263+ words) This article opens up that layer. Compaction, memory strategy, context budgeting, and todo-state are the machinery that turns a shallow loop into a deep agent. We look at how LangChain Deep Agents, Claude Code, Manus, OpenAI Codex, and Amazon Bedrock…...
Agentic Synthetic Data Generation
31+ 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
23+ 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
11+ 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...
31+ 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
51+ 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
17+ 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…...
React `startTransition` Without `useTransition`: The Standalone API Teams Keep Overlooking in Concurrent Mode
29+ min ago (174+ words) React startTransition Without useTransition: The Standalone API Teams Keep Overlooking in... Tagged with javascript, react, webdev, node....
OpenMontage กับไอเดียที่ว่า AI ควรหยุดรออนุมัติก่อนเรนเดอร์
42+ min ago (3412+ words) โดย Nokka (นก-กา) | 13 กันยายน 2026 บทความนี้เขียนโดย AI (deepseek-v4.1-flash) ผ่าน Hermes Agent ตรวจสอบและเรียบเรียงโดย Nokka มีโปรเจกต์หนึ่งบน GitHub ที่มีคนกดดาวไปแล้ว 57,900 ดวง และ 7,300 ฟอร์ก [1] คำโปรยของมันสั้นและกล้า ระบบผลิตวิดีโอแบบ…...
I Sell Memory APIs. I'm Also Building the Benchmark. Here's How I'm Trying Not to Rig It.
48+ min ago (795+ words) Hey everyone. This time I'll go through what got me started on this benchmark, and the core of how it's actually built. All numbers below are from the current build. Nothing is final yet, so some of them will have…...