A developer detailed three costly mistakes made while using the OpenAI API, including failing to set token limits, not tracking API calls per user, and using expensive models for simple tasks. The dev…
A developer warns that unverified AI output can lead to costly errors, including hallucinated facts, missing constraints, and fabricated quotes, and recommends a structured verification process that t…
A developer explores the unusual economics of AI tokens, noting that while token pricing provides a simple billing unit for AI services, the actual cost per useful outcome varies dramatically dependin…
A developer outlines a security framework for AI agents in production applications, emphasizing that models must be treated as untrusted decision-makers. The approach includes classifying tools by ris…
A developer has built tooler, an open-source runtime written in Rust that provides AI agents and DevOps workflows with structured tools for tasks like HTTP requests, database operations, filesystem ac…
Tiny Systems has introduced 'tiny', a tool that runs Claude Code and Codex sessions on Kubernetes clusters, allowing developers to manage multiple AI coding sessions, switch between them, and broadcas…
OpenAI is pulling its models from the AI coding editor Cursor following Cursor's acquisition by Elon Musk's SpaceX, citing Musk's history of breaking agreements. The move escalates the feud between Op…
A developer demonstrates building a Retrieval-Augmented Generation (RAG) application using Spring AI, connecting large language models to private data sources. The post outlines the RAG pipeline, incl…
Mads Lorentzen, a laid-off geophysicist, used Claude Code to build an open-source agentic job-search framework that automated his entire job hunt, resulting in 69 applications, 20 interviews, and a jo…
GitGuardian's research shows that reducing time to revoke exposed credentials requires addressing operational blockers such as unclear ownership, fear of breaking systems, provider-specific friction, …
A developer's guide demonstrates how to automate Excel file merging using Microsoft Power Automate, highlighting the limitations of manual methods and VBA scripts. The workflow integrates AI tools for…
A developer tested RamaLama, an open-source CLI that runs large language models as OCI containers, on an Apple Silicon Mac with Docker. The tool simplifies local LLM deployment by pulling container im…
A developer created a two-phase memory probe to evaluate AI code reviewers that retain context across pull requests, exposing a failure mode where bots trust stale memory over current repository decis…
GitHub has switched Copilot from request-based to token-based billing, metering usage through AI Credits, while Claude Code retains a flat-rate model with throttling. A developer's analysis of publish…
A developer introduced a test-first documentation workflow that treats documentation like code, using automated checks to keep AI-generated docs honest. The approach includes executable doctests, CI e…
A developer built a scoring script to test the consistency and correctness of free AI code review models on MonkeyCode's free server. The experiment, which ran three prompts three times each on a smal…
A developer built Needflare, an autonomous disaster intelligence and logistics agent on Google Cloud, integrating Gemini 3.7 Flash, Gemma 4, and Google Veo 3.1. The system performs on-device data clea…
The WUIC Assistant, an agentic VS Code plugin built on the WUIC framework, improved its local coding agent by applying Direct Preference Optimization (DPO) to a 30B-parameter model served via Ollama. …
A developer built CodePilot, an open-source, embeddable Python runtime for coding agents, after finding that JSON tool-calling broke on large code payloads. The runtime uses a plain-text search-and-re…
A developer tested five free LLM APIs—Groq, Google AI Studio, OpenRouter, Cloudflare Workers AI, and Token Harbor—using a single Python script and two tasks. The results, published on August 28–29, 20…