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Mấy tháng gần đây, mình thấy team nào dùng AI coding agent (Claude Code, Codex CLI, Cursor, Aider...) cũng gặp chung một vấn đề. Hôm nay agent làm rất tốt. Sang hôm sau, nó lại quên sạch, dùng sai convention, chạy sai lệnh test, sửa nhầm file generated.
This is a submission for the Kaggle Benchmarking Challenge. What I Benchmarked I set out to measure Hardware-Aware Code Generation. Most AI benchmarking focuses on generic leetcode problems or standard web frameworks. I wanted to test something brutal: bare-metal hardware constraints.
Webwright ของ Microsoft: ให้ AI เขียนโค้ดท่องเว็บ แทนที่จะนั่งคลิกทีละครั้ง โดย Nokka (นก-กา) | 3 ตุลาคม 2569 ถ้าคุณเคยปล่อยให้ AI agent ทำงานบนเว็บยาว ๆ แล้วเห็นมันเริ่มสับสนตอนคลิกที่สี่สิบ คุณไม่ได้คิดไปเอง และงานวิจัยชิ้นหนึ่งจาก Microsoft Research…
Short answer: put an OpenAI-compatible image request behind a small dispatcher, load image-capable model IDs from a catalog at deploy time, and keep the primary and fallback in configuration. Fail over only on transient failures. A rejected prompt is not a reason to ask another provider.
If your LLM API spend climbed after you added retrieval, a longer system prompt, or tool definitions, the cause is almost always input tokens being reprocessed at full price on every request — not the model you picked.
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend For my Friend Akshitha with allergies What I Built Akshitha has an anaphylactic peanut allergy and is also allergic to tree nuts and shellfish. Every time we eat out, the same thing happens.
A chat widget is not just another contact form. Every turn can leave your perimeter, reach a model vendor, and create another retained record. That is where regulators are looking in 2026. Your legal team will want to know what leaves, what stays, and what you can prove.
A technical response to the debate over human art, generative models, and the “spark of humanity” Pope Leo XIV recently argued that, in the age of AI, we need to distinguish human art from what machines produce.
โดย Nokka (นก-กา) | 3 ตุลาคม 2569 ถ้าบริษัทของคุณจ่ายค่าซอฟต์แวร์รายเดือนอยู่ และกำลังคิดจะเอา agent มาใช้ทำงาน บทความนี้จะช่วยให้คุณไม่เสียเงินจ่ายค่าซอฟต์แวร์ที่ใช้ไม่ได้จริง ผู้บริหารด้านไอทีของ Gartner พูดประโยคหนึ่งที่ผมคิดว่าตรงที่สุดกับสถานการณ์นี้ "CIOs may find their AI strategy blocked…
Developers are skeptical by default, and that is a good thing when choosing a Gen-AI course. Here is a technical checklist to score any online GenAI course before you enrol. The scoring checklist Give each item 1 point. A strong course should score 10 or more out of 12.
Real‑time voice apps—think live streaming, virtual assistants, or interactive gaming—have to juggle a handful of tight constraints. Low latency, high fidelity, and graceful scaling are not optional; they’re the foundation of a great user experience.
SaaS กำลังตายจริงหรือไม่: อ่านหลักฐานสองฝั่งหลังวันที่ตลาดซอฟต์แวร์หายไป 2.85 แสนล้าน โดย Nokka (นก-กา) | 3 ตุลาคม 2569 ถ้าคุณเป็นเจ้าของธุรกิจที่จ่ายค่าซอฟต์แวร์รายเดือนอยู่ และได้ยินคำว่า "SaaSpocalypse" บทความนี้จะช่วยให้คุณตัดสินใจได้ว่าควรกังวลแค่ไหน คำนี้ถูกตั้งขึ้นช่วงต้นปี 2026…
Security agents fail in a specific way: they understand what you want but cannot translate that intent into the exact command-line invocation required. KaliBench is a benchmark that measures this translation layer directly, without executing potentially dangerous security tools in a live…
Two new x402 APIs for AI agents I just shipped two more paid x402 endpoints in the URL Metadata API catalog. Both are at $0.0005 per call (USDC on Base), payment settles through OpenFacilitator, and both passed end-to-end verification against stripe.com and example.com. 1.
This is a submission for the DEV x Kaggle Benchmarking Challenge. What I Benchmarked An agent I was running called a ranking tool with limit: 8. The tool had no limit parameter and rejected the call: unknown argument "limit".
The News Non-autoregressive System 1 decision engine. Typed choice, s What is laya? laya is a new open-source project with 30482 stars. Why This Matters 1. Open Source Free to use — no API costs Self-hosted — run on your own infrastructure Privacy-focused — your data stays local 2.
The Problem Non-autoregressive System 1 decision engine. Typed choice, s What is laya? laya is a new open-source project with 30482 stars. Why This Matters 1. Open Source Free to use — no API costs Self-hosted — run on your own infrastructure Privacy-focused — your data stays local 2.
The News 高性价比人生指南: 长寿防病、急救、省钱理财、法律红线、失业与工伤、医保社保、恋爱婚育、怀孕育儿、创业与做平台合规、出国 What is HowToLiveBetter? HowToLiveBetter is a new open-source project with 37248 stars. Why This Matters 1.
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