Meet M
Your Smart Agent doesn't just follow scripts—it learns, adapts, and improves with every task. Here's how the technology works, explained simply.
Why Traditional Automation Fails
Most automation tools are rigid. They follow exact steps and break the moment something changes. Your Smart Agent (M) is different—it learns reusable skills that adapt to new situations.
Fixed steps that break when websites change or new scenarios appear.
Learned abilities that adapt and improve over time.
The Skill Library
Think of M's brain as a library. Every time M successfully completes a task, it can save that approach as a "skill"—a reusable pattern that can be applied to similar tasks in the future.
Key Insight: Instead of starting from scratch every time, M builds on past successes. A skill learned today makes M faster and smarter tomorrow.
The Learning Cycle
M doesn't just memorize—it actively improves through a continuous learning cycle called SAGE (Skill Augmented Growth through Experience).
Here's what happens at each step:
Skills Build on Skills
The real magic happens when M chains tasks together. Skills learned from one task can be reused and improved in the next.
This is called Sequential Rollout—M processes related tasks in order, and each completed task makes the next one easier. It's like how learning to cook one dish helps you cook similar dishes faster.
How M Knows What Works
Not all skills are equal. M uses a reward system to identify which skills are worth keeping and which need improvement.
Did M complete the task correctly? Success = positive signal to keep learning.
Did a saved skill help complete a future task? Reusable skills are valuable.
Did M create a new skill that others can use? Good skills get bonus points.
Result: M naturally gravitates toward creating high-quality, reusable skills that work across many scenarios—not just one-time hacks.
The Outcome for You
Same task today takes half the time it did last month.
Handles edge cases and variations it's never seen before.
Skills work across different apps, sites, and blockchains.
Skills can be shared. When someone creates a great skill, everyone benefits.