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In-the-Flow Agentic System Optimization for Effective Planning and Tool Use
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Jul 2, 2026Source
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I Compared DeepSeek vs Qwen vs Kimi vs GLM - Real Results ok so heres the thing. ive been building indie projects for like 6 years now and the past few months have been WILD when it comes to chinese…
Research reveals that reinforcement learning gains concentrate in just one or two middle layers, potentially revolutionizing how we fine-tune large language models. A surprising discovery in how…
Three years ago I was charging $60/hour as a freelance developer and wondering why my bank account never seemed to grow. The work dried up on weekends. Clients ghosted me. I was building someone…
Anthropic shipped Claude Sonnet 5, and the takes I saw were predictable: "It replaces Opus." "It is just another Sonnet refresh." "The benchmark chart means you can route everything to it now." Two…
ChatGPT and Claude forget context in long conversations because every model has a fixed context window — once the thread outgrows it, the oldest turns get dropped. The fix is not a longer thread. The…
day 32 of running real business processes end-to-end on an autonomous AI stack — human-gated on the scary stuff, just one armed switch and a live board i watch climb. here's a look under the hood.…
Open-source AI ecosystem keeps shipping interesting things. Today's pick: Spec Kit: GitHub's Revolutionary Spec-Driven Development Toolkit Complete guide to Spec Kit by GitHub - the open-source…
In today’s fast-growing digital world, businesses are moving online and creating new opportunities for people who understand digital marketing. Whether you want to start a career, grow your business,…
Key Takeaways Cloud roundtrips sound fine until you’re building something where the response window is 10 milliseconds. At that point, the architecture either works at the edge or it doesn’t work at…
How I Cut Our LLM Bill by 40x — A CTO's Migration Playbook Three months ago I opened our monthly infrastructure invoice and nearly choked on my coffee. We were burning through OpenAI credits faster…
Unleashing the Future: Business Impact of AI Adoptions in Q2 2026 Welcome to another thrilling episode in the world of Artificial Intelligence (AI), where we delve into the latest transformative…
Originally published at devopsdiary.blog . Post F-AID2 in the "Governing AI in the Enterprise" series. The advice for the last two years has been simple: give the agent more. More tools. A bigger…
The room had no windows and the demo was going perfectly. Every question the team threw at the model, it answered. A CTO nodded. The pilot was approved. Everyone went home happy. Three weeks later I…
Edge AI is moving inference off the cloud and onto the device itself, driven by latency, bandwidth and cost, reliability, and privacy regulation. Training stays in the cloud; inference moves to the…
I want to be upfront about something. When I first heard about affiliate programs for AI platforms, I almost scrolled past. My reasoning was the same one I hear constantly in developer communities:…
https://www.youtube.com/watch?v=nbZA4N7BDCU 陶哲轩这场演讲的核心内容用大白话说就是这么几件事： 1. 数学界现在遇到了“消化不良” 过去几百年，数学研究的节奏很慢。一个成果出来，要经过同行评审、反复验证、慢慢消化，最后写进教科书。整个过程就像一条顺畅的生产线。…
Every factory floor already has cameras. The problem is that nobody is watching them. A safety officer can't be on every camera, on every shift, on every floor — so the footage gets recorded and…
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