OpenAI and Broadcom co-developed Jalapeño, a custom inference ASIC that OpenAI claims beats NVIDIA's Blackwell on latency and performance per watt in early benchmarks. The chip, slated for deployment …
A developer built Full Shelf, an agentic control plane for food-bank operations, using Google ADK 2.6.1 and Gemini 3.5 Flash on Vertex AI. The system coordinates five specialist agents to plan daily o…
A software engineering student built Haggle, an AI agent that negotiates bills on behalf of users, for the All Things Agentic Hackathon. The agent, built on Gemini 3.5 Flash, Google ADK 2.0, and the A…
A developer argues that the industry's reliance on cloud-based AI APIs compromises data privacy and introduces latency, advocating for a shift toward local-first execution and client-side privacy. The…
LoopRails has published a framework for building human-in-the-loop controls for AI email and outbound messaging, grading actions by reversibility, blast radius, and stakes to determine appropriate saf…
A developer built Data Watchdog, a two-gate approval agent on TrueForge, during the WeMakeDevs Agent Harness Hackathon. The agent combines a GitHub issue creator and a SQL analytics tool, pausing for …
A developer built Setback, an AI tool for Google's All Things Agentic Hackathon that converts residents' objections to development applications into legally-relevant council submissions under NSW plan…
RicePurityTest.party keeps all quiz data in the browser, using sessionStorage for progress and calculating scores locally, so no answer data reaches a server. The site's share flow generates a result …
A developer measured whether requiring multiple independent LLMs to agree can detect when a UI element has been deleted, finding that consensus among providers is real protection but stems from disagr…
A developer shared a benchmark plan for validating an AI code reviewer before migrating to MonkeyCode's free model access and free server option. The plan includes collecting code samples with known i…
A developer warns that free LLM tokens are not a promise but an experiment, and teams must measure performance before integrating them into production. The article provides a Python load-testing scrip…
A developer warns that AI coding tools offering free servers shift trust boundaries to machines outside user control, where sandboxed code execution can expose secrets and data. The developer created …
A developer has created a 20-prompt evaluation harness for selecting AI models based on empirical scoring rather than reputation. The harness, designed for the open-source project MonkeyCode, runs rea…
MonkeyCode, an open-source AI coding assistant, has introduced a code-review pipeline that runs entirely on free models and a free self-hosted server, requiring no credit card. The setup uses a GitHub…
The European Commission has published a Code of Practice on marking and labeling AI-generated content, providing businesses with practical guidance for meeting transparency obligations under the EU AI…
A developer used free AI tools and a free server environment to debug a C++ function that returned a reference to a local variable, a bug that passed local tests but crashed on a remote container. The…
MonkeyCode, an open-source AI coding tool, debunks common myths about free server tiers in open-source AI coding assistants. The project advises developers to treat free allowances as rate limits rath…
A developer building an LLM-powered support agent with deterministic boundaries has implemented a risk-tiered gating system that prevents AI agents from executing consequential actions without human a…
A developer's two-week field test of an autonomous AI agent on a small construction company's real books revealed 17 distinct failure modes where the agent reported success that was not real. The fail…
XiuAI's XiuRouter exposes four distinct text-generation protocols—OpenAI Chat Completions, OpenAI Responses, Anthropic Messages, and Gemini GenerateContent—each with different paths, headers, and payl…