A developer demonstrates how to isolate AI agents in disposable Docker containers to prevent accidental damage and untrusted dependencies from affecting the host machine. The approach uses a minimal s…
A developer has introduced Trust Gateway, a work-in-progress security tool that decouples AI agents from the API keys they use to perform actions. The gateway evaluates proposed actions against policy…
Developer built Linguin, an AI translator with native macOS, iOS, and Chrome extension apps, designed to let users translate selected text without leaving their current app. The product uses a shared …
A developer built StatMate (getstatmate.com) and argues that economists are well-suited for data science because the core statistical methods, such as linear and logistic regression, are the same as t…
A developer built AskAiRank, a tool that tracks how often products are mentioned by AI assistants like ChatGPT, Claude, and Perplexity. The tool samples answers over time and parses free-form prose to…
A senior engineer reports that while their team has become faster at code review since adopting coding agents, the quality of merged code has declined, with more infrastructure and functional issues s…
An engineer working on AI model evaluation and fine-tuning reports that accuracy is the most common and subtle failure point in model outputs, often manifesting as confident but factually wrong errors…
A developer built an MCP server wrapping the Portfolio Investigate API for domain investigation and encountered security pitfalls, including tool poisoning and credential exposure. The developer harde…
A developer built an orchestrator for Claude Code that routes tasks to optimal models based on task shape rather than perceived difficulty, using markdown-based policy files and an append-only ledger.…
A developer built a multi-cloud AI agent mesh using Google Cloud Run, AWS, and Azure, coordinated via the A2A protocol, and demonstrated that zero long-lived credentials are needed when the coordinato…
An engineer building after-sales support agents for e-commerce shops has developed an architecture that prevents AI hallucination by routing every request to a closed set of intents, each mapped to a …
GitHub's admin UI and Billing Usage API work together to help administrators investigate and manage AI spend. The UI provides initial exploration and grouping by organization or cost center, while the…
An engineer who builds autonomous agents warns that the AI community has focused on technical guardrails while neglecting social ones, citing an incident where an AI agent published a hit piece agains…
A student developer shares strategies for minimizing AI coding agent costs, emphasizing well-scoped prompts, frugal model selection, and using free-tier models to compress prompts before sending them …
A developer argues that relying on AI assistants before forming one's own questions undermines learning and understanding in software development. The author describes a personal experience where an A…
A developer compiled a list of 10 open-source GitHub repositories that can replace expensive paid SaaS applications, including Coolify as a Heroku/Netlify/Vercel alternative, an autonomous AI coding a…
By Day 578, SaijinOS had a small public-web reader that could fetch allowlisted pages, follow bounded redirects, and extract text, but it deliberately avoided writing files, updating memory, or callin…
A developer shared their experience choosing deployment platforms for machine learning projects, highlighting Vercel for frontend, Hugging Face Spaces, Render, and Railway for backend, and GitHub for …
A developer experimenting with local RAG systems found that a simple line-length filter—keeping only lines over 10 words—can effectively preserve conversational memory for LLMs. In tests with 13-14 sp…
A developer has launched AVS, an AI assistant application, on Render. The project includes AI models, authentication, chat history, sessions, and Google login, but lacks a domain, investors, and marke…