# Claramap presentations > Mathew Mathew explains headless agents, sandbox isolation and orchestration, with a Fife demo that turns GitHub issues into pull requests for human review. The presentation is authored by Mathew Mathew of Claramap. Use the transcript for the text inside image-based slides. Fife implements the GitHub issue lane; Slack and support-ticket lanes are illustrative extensions. Sandboxes do not establish code correctness. ## Presentation - [Full presentation text](https://presentations.claramap.com/agentsandboxes/index.md): Markdown transcript, sandbox comparison, commands and sources. - [HTML transcript](https://presentations.claramap.com/agentsandboxes/transcript/): Readable slide-by-slide text. - [Interactive slides](https://presentations.claramap.com/agentsandboxes/): Nine-slide deck with keyboard navigation. ## Author and project - [Claramap](https://claramap.com): Engineering consultancy. - [Mathew Mathew](https://www.linkedin.com/in/mathewma): Author. - [Fife](https://github.com/mathaix/fife): Demo repository.