A developer warns that AI demos often fail in production because they lack automated evaluation, robust prompts, cost monitoring, and model-agnostic architecture. The key is treating evaluation as inf…
A developer warns that AI startups are building on shifting foundations, with model APIs and products being deprecated or retired within months. The post argues that teams should abstract model-specif…
A developer discovered that a green test suite for a routing agent was passing for the wrong reason, providing false confidence. The test reused the same task string, making the new capability structu…
A developer discovered that a multi-model LLM evaluation panel exhibited self-preference bias, favoring outputs that resembled the judges' own writing style. Research from Panickssery et al. (2024) co…
Clioloop, an open-source AI agent featuring Agentic Fusion, has been released. The agent uses a panel of models that collaborate on tasks via a /fusion command, synthesizing outputs from cheap open mo…
A developer argues that AI is scary not because of its intelligence, but because it arrived during a period of widespread societal fragility following COVID and mass layoffs. The post claims that fear…
Agentic AI workflows represent a paradigm shift in artificial intelligence, moving from content generation to intelligent production orchestration. These systems interpret natural language commands an…
A developer building a multi-armed bandit router for LLM routing discovered that silent model degradation can cause the router to fail because it relies on historical success estimates that become out…
A developer added a hybrid post-quantum key exchange to the Rust-based VPN Qeli, combining X25519 and ML-KEM-768 to protect against 'harvest now, decrypt later' attacks. The handshake runs both algori…
DEV announced the winners of the Hermes Agent Challenge, where developers built innovative projects using the open-source Hermes agentic system. Notable submissions included an offline-first emergency…
A solo developer built a cited, fact-checked knowledgebase for their fleet of 20 AI agents to prevent confident hallucinations. The system, called the 10-Library, stores only world-true facts and enfo…
A developer working on the open-source framework Projector encountered a bundle size issue caused by unnecessary code being pulled into the browser. Using ChatGPT 5.5 with Codex, they iterated on solu…
Currai, an AI observability platform, helps teams monitor, test, and improve AI applications in production by capturing prompts, model responses, latency, token usage, and costs. It enables prompt eng…
A developer argues that most AI coding tools are built for developers working in a repository, not for ops engineers debugging production issues at 2am. They propose an AI assistant that works within …
Runflow benchmarked 8 image generation models across 12,000 real inference jobs, scoring each on quality, cost, and latency. Flux.2 [dev] achieved a composite quality score of 95, matching or exceedin…
A paper by Orogat and Mansour argues that agent memory should not be treated as a database, identifying four failure modes when memory is handled like storage. The authors propose Governed Evolving Me…
Dr. Sams argues that handoff contracts between agents are the critical but often overlooked component in production multi-agent systems. The post defines a handoff contract as a typed, documented inte…
An experienced engineer deployed Nous Research's autonomous AI agent Hermes directly into a Linux terminal environment to build production-ready systems including a Flutter Web PWA, a Go-native deskto…
Hermes Agent, an open-source AI agent framework by Nous Research, has released a desktop app that provides a visual interface for managing and monitoring AI agents. The app offers features such as aut…
An engineer building anchortree, an agent-first browser interface, observes that the industry is converging on durable element identity for AI agents. Tools like Playwright, agent-browser, and browser…