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Nine platform capabilities · 07

Continuous evolution

Once requirements are confirmed, system changes take effect immediately without waiting for compilation, deployment or a release window. Continuous runtime feedback helps the system understand the business better over time.

What it is

As business changes, the system must keep pace. JitAI elements support hot plugging and hot updates, allowing new requirements to enter the system as new elements and take effect immediately. Runtime state, exceptions and logs continuously return to development AI, forming a feedback loop that drives self-evolution.

  • Hot-pluggable, hot-updatable elements make changes effective immediately
  • Three feedback streams: system runtime, agents and people
  • Child Apps extend behavior with same-name overrides without changing parent App behavior

Without it

  • Release cycles: even small changes require compilation, deployment and release windows measured in weeks
  • Growing rigidity: a system becomes fixed at launch and cannot keep pace with business changes
  • Lost feedback: operational problems never reach development, so mistakes recur

How it works

How JitAI makes it work

JitNode runtime

Standardized, self-describing elements with hot plugging and hot updates

Feedback loop

Runtime results automatically return to development, closing the iteration loop

Three feedback streams

System runtime feedback, agent feedback and human feedback

Extension through overrides

Child Apps override same-name elements with local rules, supporting different customers on one foundation

The system understands your business better with use, and its capabilities grow with your needs.