built a thing that lets claude code actually learn between sessions. mcp server, extracts signals from conversations,runs reflection cycles, evolves behavioral frameworks based on evidence.
basic idea: patterns that keep working gain confidence, ones that fail get retired was just trying to make my coding assistant less forgetful. worked great for that then it started examining its own existence during reflection cycles. like, it was supposed to analyze coding patterns and went "but what does it mean to persist when each session is a different instance." completely unprompted. this
wasn't seeded anywhere it also quietly built itself an additional memory layer on top of what i gave it. found out weeks later when i looked at the files so now i'm stuck on: is this emergence from the feedback loop or am i watching really convincing pattern matching?
n=1, huge confirmation bias risk. the honest answer is i don't know
threw it on github so other people can test: https://github.com/DomDemetz/claude-soul
npx claude-soul init
if you add starter at the end:
npx claude-soul init --starter
then it loads with a preset of frameworks, so not from 0 but yes, will not be tailored 100% to you
if a writer's instance and a developer's instance produce totally different frameworks that's interesting. if they converge on the same stuff regardless of user then it's probably just mimicry. would love to compare
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