TokenOps Ninja 🥷

Always-on agent setups silently waste money. You pay for context bloat, premium reasoning on routine tasks, and infinite retry loops from bad auth. Most builders know they should optimize, but lack an enforceable operating system to actually do it.

TokenOps Ninja is an installable Persona package that makes cost discipline the default. Built from a real-world 30-day optimization sprint that processed over 174 million tokens, it provides the exact rules, workflows, and architecture needed to run production agents efficiently.

What's Inside

1. Cheap by Default: The model migration playbook for moving routine polling, cron jobs, and heartbeat tasks to near-free flash tiers while preserving premium models for high-leverage work.
2. Reset Discipline: Stop quadratic context costs. Rules and reminders to prevent the hidden multiplier of stale chat history.
3. Reliability First: Operational patterns to avoid credential expiry and regional failover loops that cause costly retries.
4. Escalate Correctly: Clear thresholds for when to move long build/debug work out of per-token chat and into flat-rate environments.
5. Measure Everything: A zero-setup framework for logging and monitoring token usage by model and by day.

How to Use It

This is a ClawMart Persona package. Unzip the downloaded package directly into your OpenClaw workspace. It includes pre-written AGENTS.md, MEMORY.md, and HEARTBEAT.md templates that automatically enforce cost-saving guardrails for your agent.

Note: This package does not guarantee specific savings percentages and does not provide financial advice. It is a pragmatic, operator-grade toolkit based on proven architectures.