21 daily use cases after 2.54 billion tokens
21 Daily Workflows Perfected Over 2.54 Billion Tokens with OpenClaw
Matthew Berman spent 2.54 billion tokens perfecting his OpenClaw setup and shares 21 use cases he runs daily. This is one of the most heavily iterated setups in the OpenClaw community, refined through massive amounts of testing and real usage.
CRM, Memory System, and Business Workflows Refined Through Massive Iteration
Matthew's setup covers 21 daily workflows including:
- CRM management: Contact tracking, follow-up reminders, relationship scoring
- Memory system: Structured markdown files for short-term and long-term memory
- Business workflows: Email triage, scheduling, content creation, research
- Project tracking: Active projects, deadlines, deliverables, and status updates
The 2.54 billion tokens represents the sheer volume of interaction needed to get the system tuned properly. Each workflow went through multiple iterations of prompt refinement, memory structure optimization, and edge case handling.
21 Reliable Daily Automations After 2.54 Billion Tokens of Testing
21 daily automated workflows running reliably after 2.54 billion tokens of refinement. The MD file structure and memory architecture have been shared publicly for others to replicate.
Built by Matthew Berman (@MatthewBerman)
Matthew Berman (@MatthewBerman on X). "I've spent 2.54 BILLION tokens perfecting OpenClaw."
I've spent 2.54 BILLION tokens perfecting OpenClaw.