A developer demonstrates how to build a custom MCP (Model Context Protocol) server for Claude Code using the FastMCP library, creating a fortune-telling tool in just a few dozen lines of Python. The t…
A developer recommends using pre-aggregated metrics for gaming AI-agent admin dashboards while keeping structured logs for investigation, emphasizing rollback safety as a release requirement. The advi…
A developer has automated a niche newsletter about sustainable tech startups using AI, generating $2,400/month in sponsorship revenue while cutting weekly work from 12 hours to 45 minutes. The pipelin…
PerkFuel has published a guide on tracking AI referral traffic in Google Analytics 4, based on its analysis of how visits from AI assistants like ChatGPT, Claude, Gemini, and Perplexity appear in anal…
Karan Bhasin's open-source project itr-wala, which prepares Indian income tax returns from the terminal, bans the language model from performing any arithmetic. The LLM extracts facts from documents a…
Software engineer Rajश्री argues that Retrieval-Augmented Generation (RAG) alone is insufficient for enterprise AI, as production demands shift from simple knowledge retrieval to complex software engi…
A developer who was laid off from a large company built an automatic llms.txt generator and later created Schrödinger's Website, a project that lets AI generate a story and HTML page with complete cre…
Oracle has announced a multiyear agreement to deploy Quantinuum's Helios quantum computer inside Oracle Cloud Infrastructure data centers, enabling enterprise customers to run hybrid quantum-AI worklo…
A developer has released AiTrace.NET, an open-source .NET library that creates tamper-proof audit trails for AI decisions by hashing each record and chaining it to the previous one. The library, avail…
A developer who created the open-source project holyclaude, a web UI for running Claude on one's own machine, has built a hosted version called HolyHost. The hosted product runs a Linux box per user o…
Agentic RAG transforms retrieval-augmented generation by letting the AI agent decide when and how to retrieve information, rewriting queries, grading results, and retrying as needed, rather than using…
An independent researcher reported a high-severity vulnerability, CVE-2026-16584, in the AWS API MCP Server, which allows AI assistants to interact with AWS services. The flaw could cause the server t…
A developer explains how to build reliable AI features by using structured outputs with JSON Schema instead of parsing free-form text. The approach defines a data contract that models must follow, val…
A developer created a pure CSS rendering of South Indian Filter Kaapi, complete with procedural coffee froth, a metallic brass finish, and GPU-accelerated steam animation. The project uses layered gra…
A developer built AgentShield, a pre-execution spend firewall for AI agents, after a runaway agent made 21 API calls costing $2,800 at 3 AM. The developer integrated it with Agent-Devtools, a causal d…
MongoDB shipped three retrieval features this week: context-aware embeddings, hybrid search, and a native reranker. The developer behind csvql argues that while these features address unstructured dat…
In a newsletter issue, a senior software engineer discusses the concept of evals as guardrails in AI development, crediting Dan Shapiro and Nate B. Jones for the framework. The engineer explains that …
Roy Libman's essay proposes a six-level autonomy scale for AI agents operating Kubernetes, modeled on the auto industry's self-driving levels. The framework uses the '3am test' to separate levels 3 an…
A developer has built OptiQra, an open-source website optimization tool that not only identifies issues but also automatically fixes them, using deterministic changes for simple problems and optional …
A developer built a model catalog drift monitor for OpenAI-compatible Chinese AI APIs, designed to catch changes in model names, context windows, output limits, and pricing before they cause incidents…