Gabriel | Limiar Research

Product manager exploring memory, learning, and artificial life through AI. Sharing experiments, results, and null outcomes in public.

[Limiar Research @LimiarResearch]

Introducing C★3: a machine that improves its own engine.

Accelerated selection guided by intent. A fixed verification criterion that never moves.

Early results:
• 8-element sorting routine 4.3% faster than the known optimal network
• 15× fewer formulations than CEGIS across 192 cases
• 32 self-improvements, zero regressions

[Gabriel | Limiar Research @GabrielSantIro]

I named my research ‘reverse-engineering chance’ on Sep 22. On Oct 16 Anthropic’s Claude found the NIST seeds came from lrand48 + timestamps. Different methods. Same theme. Full formalization + code open: https://t.co/3HFdGje1oU

[Steve Weis @sweis]

CLAUDE FOUND THE SEEDS
https://t.co/m8N6OPQoCQ

[Gabriel | Limiar Research @GabrielSantIro]

@sseraphini Algo interessante está surgindo aqui https://t.co/LMp2khWgz8

[Limiar Research @LimiarResearch]

We built a new way to watch systems change. from a company to a rover on mars.

everything goes open source on tuesday.

[Gabriel | Limiar Research @GabrielSantIro]

@xtechbrains Yes, they need to know the gift and be on the edge of the present constantly.

This starts by observing properly.

In the coming weeks there will be four publications starting with Tuesday

[Limiar Research @LimiarResearch]

We built a new way to watch systems change. from a company to a rover on mars.

everything goes open source on tuesday.

[Gabriel | Limiar Research @GabrielSantIro]

This is just the first step of the research

three more releases are coming over the next few weeks. each one is more complex than the last, and builds on it

the first one goes open source on tuesday

[Limiar Research @LimiarResearch]

We built a new way to watch systems change. from a company to a rover on mars.

everything goes open source on tuesday.

[Gabriel | Limiar Research @GabrielSantIro]

@FelippeRegazio @FelippeRegazio terça feira sai a primeira publicação de código aberto da Limiar. Nas próximas semanas publicarei 4 pesquisas, essa primeira é a unidade básica do restante. Acompanha lá!

https://t.co/SX4578kcQo

[Limiar Research @LimiarResearch]

The usual detectors: "something changed"

ours: "failed checks per minute went from 0 to 1, since 11:17"

ran it on a whole simulated company. 131 processes, 30 days, all at once

tuesday. open source.

[Gabriel | Limiar Research @GabrielSantIro]

@ojosestaff Obrigado Staff! Você me ajudou como pode ao longo de toda a pesquisa.

[Gabriel | Limiar Research @GabrielSantIro]

What @LimiarResearch posted today is a small part of what i've been researching

i tested it against 15 known methods, on over 2,000 series, with public data and a whole simulated company

tuesday. open source.

[Limiar Research @LimiarResearch]

The usual detectors: "something changed"

ours: "failed checks per minute went from 0 to 1, since 11:17"

ran it on a whole simulated company. 131 processes, 30 days, all at once

tuesday. open source.

[Gabriel | Limiar Research @GabrielSantIro]

@FelippeRegazio Acredito e acredito muito, logo publicarei algo no mínimo embaraçoso pela @LimiarResearch