A developer compared four specification standards—Kiro, PRD, Spec Kit, and OpenSpec—by using an AI assistant to rewrite a side project's baseline in each format. The developer chose Spec Kit and OpenS…
A developer argues that true software decoupling must be viewed from the data's perspective, not just logic, introducing concepts of independent memory pointers and stop-and-start boundaries. The post…
Esteve Castells, maker of DomScan, demonstrates a practical domain research workflow using REST APIs and the Model Context Protocol (MCP). The workflow separates availability, WHOIS, DNS security, and…
A solo developer used an uncensored local LLM (Qwen 27B) running on a Mac via OpenCode to perform adversarial QA on his security app RoamSwitch, uncovering three architectural edge cases missed by sta…
Artur Poniedziałek, an IT project manager, launched Best in IT, a blog focused on practical AI, automation, and developer tools. The blog covers local AI models, RAG systems, AI agents, and automation…
A developer built bumpwarden, a background agent that triages dependency updates without ever merging. The agent scores pending bumps against a fixed rubric, generates pull requests or issues, and use…
A developer detailed how to rate-limit and secure generative AI media pipelines, which are vulnerable to resource exhaustion and denial-of-service attacks due to their non-linear compute costs. The ap…
A developer has fixed a synchronization bug in the 'fushi' product catalog tool, which previously kept the editing tool and public catalog page out of sync. The fix uses shared localStorage and a 'pub…
Tencent's WeChat Vision team released WeMM-Embedding, a family of multimodal embedding models in 2B, 4B, and 9B parameter sizes, supporting text, images, videos, visual documents, and interleaved inpu…
A developer's AI agent pipeline marked 175 items as done without delivering any downstream, caused by a dedup ledger stamping items before a processing cap was applied. The fix reordered the steps, an…
GitHub's 7-hour outage on August 17, 2026, was exacerbated by a retry loop in the VS Code Copilot extension that overwhelmed the Copilot Token Service with up to 100,000 requests per second, 14 times …
Google Cloud has introduced native CORS support for GKE Gateway and Inference Gateway, now in Preview, offloading cross-origin policy management to the load balancer. The feature, implemented via the …
A developer built an AI-powered eldercare coordination system for their parents in India, using five agents on Google's ADK and Gemini 3.5 Flash, but the key innovation is a deterministic enforcement …
A developer added a fourth model, Mistral Small 3.2, midway through a field test of AdversarialDebate, changing the experiment's outcome. The addition revealed that maximum diversity can lead to capit…
Shrijith Venkatramana, an engineer building LiveReview, explains how the Adam and AdamW optimizers became essential to modern LLM training. The post details how Adam, introduced in 2014 by Diederik Ki…
A developer built a payment verification system for a French neural TTS API that accepts micro-payments of $0.03–0.05 USDC on the Base network, using only Python's standard library and no payment proc…
A developer building self-hosted business tools implemented Model Context Protocol (MCP) endpoints across 49 applications, focusing on what a read-only API key can and cannot do to a live invoice regi…
A developer has released Quipu, an open-source library that implements hybrid encryption by combining classical and post-quantum algorithms. The library uses X25519 with ML-KEM-1024 for key exchange a…
Open-source AI platforms have become the default for 62% of enterprises, surpassing proprietary AI for the first time, according to Gartner 2026 data. The shift is driven by cost savings, transparency…
AI-driven software testing is transforming quality assurance in 2026, with tools like Testim, Mabl, and Functionize cutting manual test creation time and reducing flaky failures. Companies such as Atl…