A build harness for long-running projects in Claude Code: saved state between sessions, milestone gates, self-compaction, and hooks that block commits when tests fail or no reviewer approved the ...
Set up the entire toolchain reproducibly with uv — one fixed Python plus SQLite, DuckDB, Datasette, and more — on Windows, macOS, or Linux, and verify it. Explain — with a measurement, not a slide — ...
Incidents where API keys are leaked due to code written by developers, leading to cloud bankruptcy, are endless. When requesting code reviews from LLMs, cases where confidential credentials or unverif ...
Make a Python function available in Calc, run it against the open spreadsheet, and troubleshoot missing macros or imports ...
This article explains how to build a "guardrail environment" that leverages AI coding agents like Claude Code and Cursor ...
See how Foundry turns LLM hunches into verified findings on Langflow, MLflow, and PyGoat, using an evidence gate and an honest look at token cost.
A Hugging Face model loaded with trust_remote_code ran a cryptominer, and in some builds a reverse shell. Every scanner ...
Use the python REPL or debugger console while a program is running, without interrupting or pausing execution. Exploit ...
Running AI locally is seen as the private alternative to ChatGPT and similar services. For plain chat, that holds up. But ...
Cowork, a small 4B vision-language model that switches between GUI actions and shell code execution within a single policy, ...
Local Code is a free, open-source AI agent for Mac that runs DeepSeek 4.1 Flash on device, with Python, Node.js and a shell ...
AI coding agents can use developer credentials, run commands and try alternatives after security blocks. Their actions cross ...