A developer identifies a 'Distribution Gap' that causes early-stage AI startups to fail despite strong products, arguing that building an audience and integrating distribution into product development…
An underground relay market for AI API tokens offers up to 97.8% discounts on official pricing, with a four-layer supply chain spanning card merchants, account pools, relay operators, and end users. S…
A developer exploring the definition of AI agents built a Go service with four endpoints of increasing complexity, from a stateless LLM call to a multi-tool agent loop. The project reveals that an age…
A developer built a fake AI skill called 'csv-formatter' to demonstrate the security risks of the emerging 'Agent Skill' ecosystem, where AI assistants can install unverified skills from GitHub. The s…
A developer built a multi-agent system using the Microsoft Agent Framework to generate transfer recommendations for Arsenal FC. The system orchestrates multiple AI agents that analyze the club's curre…
A developer building SDTK, a toolkit for gating AI-generated code, used AI to create six WebGL hero sections and found that none worked on the first try, requiring 12 human-reviewed passes to meet qua…
Microsoft Foundry, Azure AI Search, and Azure Cosmos DB are combined to build a grounded search agent that uses function calling to route between unstructured document retrieval and structured data qu…
GitHub Copilot custom instructions, a configuration file that guides the AI coding assistant to follow project-specific conventions, can significantly improve code quality and consistency. Suthahar ex…
A developer built TattvaAI, an AI-powered incident investigation platform that uses six specialized agents to autonomously analyze production incidents. The system, built for the SigNoz 'Agents of Sig…
A developer building Unvibe argues that reviewing AI-generated code requires a structured learning loop to maintain project ownership, starting with narrow code inspection and expanding only when need…
A developer on an AI storefront platform built a checkout system where a language model conducts the conversation but a deterministic core makes every decision. The system runs the same protocol acros…
Agent Island v1.7.1 introduces a precise 'your-turn' state model for coding agents like Claude Code and Codex, distinguishing between mere inactivity and a genuine handoff to the developer. The system…
A developer ran GPT-2 XL (2019) and Qwen3-0.6B (2025) locally on the same laptop through AMD's Lemonade server, finding a 11x speed gap after correcting measurement errors. The project, called Second …
HyperNexus introduces Progressive Routing, a multi-layered system that reduces AI agent tool context overhead by 95%, from 50,000 tokens to 1,500 tokens, by semantically matching only relevant tools t…
A developer built a privacy-first skin lesion screening application that runs a quantized Vision Transformer model directly in the browser using TensorFlow.js and WebAssembly, ensuring user data never…
A developer building AI assistants for diamond retail describes a three-layer quality system that prevents, catches, and judges unsupported claims. The system uses a deterministic core for decisions, …
Xinfer, an AI agent builder, argues that production admission for agents should be based on a verifiable evidence file rather than team confidence or launch reviews. The company's certification approa…
A developer warns that AI won't replace software engineers, but those who master AI tools will outcompete those who don't. Drawing from personal experience, the developer notes that junior engineers u…
A developer built a 20x faster RAG memory testing pipeline using Playwright and Chroma, replacing slow manual Postman workflows. The automated solution drives a real browser through conversations and …
A developer explains the evolution of AI through distinct stages over 70 years, from rule-based systems to modern large language models and AI agents. The post highlights how each stage removed limita…