secret-scanning-hooks.md
A developer documented a secret scanning setup that prevents credentials from entering the context window of Claude Code, an AI coding assistant. The system uses trufflehog with 700+ detectors to intercept secrets at fou…
Large language model (LLM) news — GPT-4, Claude, Gemini, Llama, Mistral and the latest research on training, fine-tuning, RLHF, and deployment of LLMs.
A developer documented a secret scanning setup that prevents credentials from entering the context window of Claude Code, an AI coding assistant. The system uses trufflehog with 700+ detectors to intercept secrets at fou…
AI coding agents now edit repositories, run commands, and produce branches, making the specification before the work more critical. The spec carries the context, boundaries, and success criteria the agent needs, transfor…
A developer built Proofline, a 5-skill Markdown pack that catches fake-ready output from AI agents before it becomes a release or handoff. The tool works as a review route after agent output, asking questions about missi…
A developer discovered that the CLAUDE.md file, originally written for AI agents, serves as a superior onboarding document for new engineers. The file captures the team's learned conventions, mistakes, and tribal knowled…
Databricks announced the unification of OLAP and OLTP in its Lakehouse with a new LTAP architecture, combining Lakebase and the Lakehouse under a single governance model. The company also introduced Lakehouse//RT, a real…
Google has made Gemini 3.5 Flash generally available, offering faster performance and improved agentic and coding benchmarks over its predecessor, but developers migrating from the preview version must navigate three bre…
Modelparams.dev launched an open, community-maintained catalog of LLM model parameters, offering a UI, API, and NPM package. The database currently covers 191 models from providers like OpenAI, detailing parameters such …
Google's AI Overviews feature is presenting fictional entities from the SCP Foundation horror fiction universe as real, without acknowledging their fictional nature. Searches for SCP-565 and SCP-426 return AI-generated s…
Microsoft raised Copilot's input limit from 500 to 10,000 characters across all surfaces in February 2026, but the article argues this is not the most significant upgrade.
A developer shares strategies for effective AI-assisted code review, emphasizing specificity in prompts to get actionable feedback rather than generic comments. Techniques include asking about performance concerns, edge …
ChatOn Premium offers a 5-year subscription for $99.99, providing access to multiple AI models including GPT, Claude, and Gemini, compared to ChatGPT Plus at $240 per year. The deal costs less than $2 per month and inclu…
Squeez Labs demonstrated CrankGPT, a fully offline, hand-cranked AI voice assistant built on a Raspberry Pi 5 with 8GB RAM and a 20W generator, running local LLMs via llama.cpp. The device boots in 30 seconds and achieve…
Ironsmith, a free open-source macOS menu bar app, lets users generate native SwiftUI apps by describing what they want, using local or hosted AI models. It builds real Mac apps without Electron, supports Ollama and OpenA…
Dify, an open-source platform for building LLM applications, integrated Pyrefly static analysis into its CI pipeline to improve type coverage without blocking daily work. The rollout uses a blocking check for enforceable…
A developer demonstrated how to quickly start coding with Cadenza by using a vibe coding prompt, then run the resulting .NET 10 file-based app with dotnet run or chmod +x. The example included creating a ping tool for Na…
A developer launched Language1, a word game where players guide an LLM to output a target word without using forbidden 'taboo' terms, aiming to build a benchmark dataset for evaluating AI comprehension of vague prompts. …
A new open-source Git diff filter uses Claude AI to annotate every changed line with a one-sentence explanation inline in the terminal, helping developers understand code changes during interactive staging. The tool inte…
Microsoft is evaluating a range of open and open-weight models, beyond DeepSeek, for its Copilot Cowork agentic work app, aiming to enable flexible model swapping based on task type, cost, and latency. The move could red…
A developer built a scanner that fires prompt-injection probes at a self-hosted AI agent and tested it across five model backends, finding leak rates ranging from 0% to 90% depending solely on the model. The scanner dete…
Code sandboxes are isolated computing environments that allow developers to run untrusted code, such as code generated by large language models, without risking security breaches or data loss. They are experiencing a sur…