Causari vs Sanbox

The first content-addressable ledger for AI agents. Every prompt, model, read, write and reasoning becomes an immutable causal event, captured at the wire, no agent...

Sanbox is a self-improving computer in the cloud. It remembers context, turns experience into reusable skills, and keeps its tools, files, and workflows. Every task builds...

About Causari

The first content-addressable ledger for AI agents. Every prompt, model, read, write and reasoning becomes an immutable causal event, captured at the wire, no agent cooperation required. Trace, bisect, revert and explain every line your agents wrote. re audit reads plain git history, detects AI-authored commits from verifiable metadata ( Co-Authored-By trailers, bot authors, aider markers) and measures how many of those lines are still alive at HEAD. Every number carries its evidence class: VERIFIED (explicit metadata) is never mixed with PROBABLE (heuristic).

About Sanbox

Sanbox is a self-improving computer in the cloud. It remembers context, turns experience into reusable skills, and keeps its tools, files, and workflows. Every task builds on the last. A built-in harness that uses tools, builds skills, and improves its workflows over time. The Computer remembers context, past work, and learned skills so tasks can continue over time, not restart from scratch. Give agents a browser to research, navigate websites, fill forms, and complete tasks in the browser.