Developer Achint Tiwari is building Achintisalive, an AI-powered educational co-pilot that acts as a Socratic tutor for secure coding. The tool, part of the Gen AI Academy APAC project, uses Google Ge…
A developer at an unnamed company built a 40-line Go router that cut their LLM bill by 71% by sending most requests to a cheaper model and using output-based gates to escalate only when needed. The sy…
A developer has identified critical security blind spots in local AI workflows, including unauthenticated network exposure when tools like Ollama and vLLM bind to 0.0.0.0, clipboard API key leakage, a…
A developer reports that prompt engineering is being replaced by harness engineering, as 40% of AI agent projects fail in production. The shift from optimizing single prompts to managing entire contex…
A developer replaced grep-based code review with a knowledge graph integrated via the Model Context Protocol (MCP), uncovering three bugs that vector search had missed. The graph retrieves code by str…
A developer warns that AI-generated database migrations are outpacing human review, creating a 'reviewed without reviewing' risk where engineers approve plausible-looking SQL that may contain semantic…
PresentOfAI, an automated AI newsroom, implemented a three-layer fact-checking pipeline after its LLM writing system produced errors. The layers include a judge model that reviews drafts against sourc…
A developer released agent-memory, an open-source project that provides a shared memory layer for AI coding agents over the Model Context Protocol (MCP). The tool is fully local, using Ollama, Qdrant,…
A developer reports that an AI agent vetted their small business's website before a customer made a purchase, fetching standard pages like /legal and /support but also encountering 404s on guessed URL…
Developers are shifting from cloud-based LLM APIs to on-device inference, driven by latency, cost, and reliability issues in production agent systems. Techniques like quantization and grammar-constrai…
A developer built Logical Folders, a VSCode and IntelliJ plugin that displays flat filenames as a virtual directory tree without moving files on disk. The plugin uses a parsePath function to split fil…
A developer known as Ax0r1 has released three open-source tools for defensive security: SentinelMesh, AI Security Report, and an LLM-based Log Anomaly Detector. These tools aim to provide small, audit…
A developer argues that as AI-generated code becomes more common, the ability to verify its correctness is becoming more valuable than writing it. Citing a 2025 Stack Overflow survey showing 84% of de…
A developer detailed a technique for integrating Model Context Protocol (MCP) resources and prompts into an LLM's tool-calling loop, converting them into synthetic tools to avoid context bloat. The ap…
ViteLens, an open-source developer tool for React and Vite, lets developers Ctrl+Click multiple UI elements on localhost to generate structured Markdown context tables for AI coding assistants like Op…
A developer's own automation script was killing Instagram login sessions nightly, disrupting a revenue-generating account. The issue stemmed from two separate repositories sharing the same Chrome prof…
A developer built an 'Agentic AI Knowledge Assistant' that combines hybrid retrieval-augmented generation (RAG) with an LLM agent to answer questions strictly from a predefined knowledge base. The sys…
A developer built Airlock, an open-source tool that audits MCP servers by comparing their declared tool annotations, such as readOnlyHint, with observed behavior. In tests, Airlock detected all five p…
A developer built Verdict, an evidence-first agent harness that turns GitHub issues into bounded investigations, requiring bugs to be reproduced before being fixed. The tool uses three subagents—Hunte…
A developer detailed best practices for building agent trajectory datasets, emphasizing the need to preserve the full behavioral context—tasks, observations, tool calls, and corrections—rather than on…