Self-improvement

Corrections that actually stick

Most software forgets your preferences the moment you close the tab. A Havelin agent doesn't. Every correction — a tone tweak, an escalation rule, a formatting preference — becomes part of how it works from then on.

That compounding is the whole point. The tenth conversation with an agent should feel nothing like the first.

Wren’s memory

Summaries: three bullets max
Escalate refunds over $500New
Weekly report ships Friday, 9 AM
Tone: friendly, plain language

Feedback is captured automatically, no separate training step

Corrections apply immediately to the next task, not just the next reply

Judgment carries across every channel the agent works in

Common questions

When you correct something — tone, a policy, a threshold — that becomes a standing note attached to the agent. It's applied automatically to future work, the same way a teammate would remember.