Recursive-Self-Improvement

100x a Year Is a Compounding Claim, Not a Benchmark

2 June 2026 · 7 min read

Here is the number that should make you stop and check the math: once an AI-native digital twin of a workflow is running and improving itself, the expected performance gain is 100x or more per year. Stated concretely — a task that took 100 days collapses to one. Not 100 days to 80, not a tidy doubling. Two orders of magnitude, every twelve months, from a single rebuilt process.

Recursive Self-Improvement at the Workflow Level

2 June 2026 · 8 min read

Take any standardized process your company runs a thousand times a month. Invoice processing is the canonical one: a PDF arrives, someone reads it, matches it to a purchase order, codes it, routes it for approval, schedules payment. Most shops have already automated the mechanical parts. The interesting move is the next one: pull the humans out of the checkpoints, and on every loop have the agent ask itself one question — how do I make this better next time?