Agents

Detection validation for AI agents: replay attack traces against your detection rules and measure coverage by OWASP Agentic Top 10 and MITRE ATLAS

Maker-checker approvals for Karni: a second person approves high-value changes before they are written, with a queue, an API and an audit trail. Karni is an open-source Django + React framework for building with AI coding agents. Your agent writes only your domain. The API, admin, permissions and React screens come from a package you upgrade, not code it rewrites in each project. One rule set covers Claude Code, Cursor and Copilot. The build fails when an agent hand-writes what Karni ships.

Payments for Karni: hosted checkout, refunds and signature-verified webhooks for Stripe and Razorpay, with a test provider for CI. Karni is an open-source Django + React framework for building with AI coding agents. Your agent writes only your domain. The API, admin, permissions and React screens come from a package you upgrade, not code it rewrites in each project. One rule set covers Claude Code, Cursor and Copilot. The build fails when an agent hand-writes what Karni ships.

Temporary package placeholder for staged publishing

Terminal and web AI agent that answers requests by driving an LLM in a tool-call loop inside a sandboxed container pod.

Local coding agent that runs on your laptop: an offline AI coding assistant for the terminal, powered by open-weight LLMs through Ollama. Your code never leaves your machine. Vega writes, runs your tests in a sandbox and repairs what fails. Python CLI and TUI, built for small models (under 10B) on 16 GB.