Learns from everything and tunes the whole loop. Week 12 beats Week 1.
Evolve is the loop turning back on itself. It learns from every run across the whole company and tunes Sheel — so the workforce you operate next quarter is measurably better than the one you operate today.
Harvests reflections, KPIs, critic verdicts, and human feedback from across the platform.
The Self-Optimizing Intelligence Engine rewrites agent charters from KPI evidence.
Sharpens model routing and optimizes tools that get slow or costly.
Generates the weekly briefings that show leadership what changed and why.
Gather
Collects signal from every arc — outcomes, reflections, and feedback.
Diagnose
Finds what helped, what hurt, and where the loop leaks value.
Tune
Folds improvements back into charters, routing, memory, and tools.
Compound
Repeats every cycle — the gap doesn’t close, it widens.
Start with one arc or run all six. Pragya maps your business to Sheel and the Meta Agent builds what’s missing.