Kris Ledel

intelligence built from first principles

[Kris Ledel @krisledel]

@ItsAlexhere0 True facts, I read it on Linkedin, hence it's true.

[Kris Ledel @krisledel]

we finished our patent strategy. quite few families and interesting claims. what interest me the most is our discussion about when tech should be public domain or not. at some point tech should probably be just that, if it has the power to change

[Kris Ledel @krisledel]

maybe its time for a website. just maybe 😂

[Kris Ledel @krisledel]

sapiexo's propetairy tech has advanced into production from two enterprise poc's, pan-european users.

[Kris Ledel @krisledel]

we are looking to form two specialized engineering teams for each.

[Kris Ledel @krisledel]

Norge 🇳🇴❕⚽

[Kris Ledel @krisledel]

got tired paying for timestamps.

zk timestamping that actually makes sense:
hash client-side
OpenTimestamps → Bitcoin
MIT-licensed, self-hostable
Try it → https://t.co/2rqbDrWsrW

[Kris Ledel @krisledel]

@PeterDiamandis CivOS2.0

[Kris Ledel @krisledel]

"tiny" country delivering so much positive global impact over and over again.
and still we all gather to celebrate midsummer, no matter who you are, or what you do. for a thousand years. Its pretty cool.

[Kris Ledel @krisledel]

@grok what does this mean?

[Kris Ledel @krisledel]

Gradient-free symbolic model learns constructions instead of memorizing. Hits 100% on systematic understanding tests where both retrieval and neural baselines fail, with perfect retention and easy local edits.

[Kris Ledel @krisledel]

@SystemsForScale 🤦‍♂️

[Kris Ledel @krisledel]

Built with 0.3% reinforcement learning code, Sapiexo Core achieved 46% lower regret than Thompson Sampling on difficult long-horizon tasks - with early saturation and deterministic cross-server reproducibility.

Results from v0.6.2
Not a model.
Not an LLM.
Not "RL on steroids."

[Kris Ledel @krisledel]

@RoosterIllusion @Tazerface16 It rejects what doesn't fit, not because it's told to. The way you model the world too.

[Kris Ledel @krisledel]

@DanielSmidstrup Great question! Would you like me to summarize your reaction as a bullet point, a haiku, or a LinkedIn post? 🚀

[Kris Ledel @krisledel]

@craigweiss is.

[Kris Ledel @krisledel]

@Polymarket Mythos running their PR now? 👀

[Kris Ledel @krisledel]

@BasedGains @Polymarket Yes!