The environment for a self-improving company.
People decide. Agents execute. Self-improving doesn't mean growth on autopilot — it means people stop being the bottleneck, even in a company of one.
A company cannot improve through prompts alone.
As projects multiply, one person cannot remain the memory and router for all of them. Agents need each project to stay readable, execution to have clear direction, and outcomes to carry back into the next round of work. We're building these layers. Context came first.
Context
liveWhat the company knows, what it decided, and where the work stands — readable to people and Agents.
Direction
nextGoals, policies, and clear boundaries for what an Agent can do and what still needs a person.
Tools
nextThe systems and capabilities an Agent needs to turn a decision into real work.
Feedback
nextSignals that show what worked, what failed, and where a person should step in.
Learning
nextA way for outcomes to improve the context, policies, and workflows used in the next cycle.
Every cycle should improve the next one.
Adding an Agent to an old workflow only makes the old workflow faster. Improvement comes from closing the loop — observe what happened, decide what changes, act on it, and carry the lesson into the next cycle — with every step reading and writing the same Context. SharedContext is that foundation, and it's live today.
The first layer is live.
SharedContext turns confirmed decisions, working state, and lessons learned into scoped project Context the next Agent can use.
Get connectedHow SharedContext works →