Instavm

code mode vs direct tool call

How do you deploy a public chatbot that runs real commands - ffmpeg, shell tools, anything - without a stray prompt wiping your host or leaking your keys? Split the brain from the hands.

How OpenAI's Codex and Anthropic's Claude Code prevent an LLM from running arbitrary commands on your machine. Same OS primitives, different trust architectures.

Are the Skills already optimized at the job they are supposed to do? Or can we make it even better?

Teaching AI agents to find security vulnerabilities by distilling 4,000 paid HackerOne bug bounty reports - from PDF cracking to API hacking with CLI tools.

Learn how to use InstaVM as the code execution backend for DSPy's Program of Thought module, enabling secure Python code execution for LLM-powered reasoning.

Anti-patterns observed while working extensively with LLMs - from redundant context to over-engineering.

We wanted to let people import their skills from Claude and use it locally - no cloud dependencies, maximum privacy.