Use the vendored loop-engineering toolkit to scaffold, audit, and continuously improve autonomous loops in this GodCoder repository, and pair the result with the ResearchSwarm bridge for route/log/optimize memory.
Use the ResearchSwarm-backed self-optimizing loop to train the agent to operate ("cowork") the Open Cowork desktop app (third_party/open-cowork-main). Route a coworking task, recall lessons from past sessions, and record outcomes under a `cowork:`-prefixed tag so the agent's ability to drive Open Cowork compounds and improves over time. Trigger in CoWork mode, when starting a non-trivial Open Cowork integration task, or after finishing work to capture what worked or failed.
Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new documents, (2) Modifying or editing content, (3) Working with tracked changes, (4) Adding comments, or any other document tasks
Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, or any other presentation tasks
Use the ResearchSwarm-backed self-optimizing harness to route a coding task, recall lessons from past sessions, and record outcomes so the agent compounds knowledge and improves over time. Trigger when starting a non-trivial task, when you want prior context, or after finishing work to capture what worked or failed.