AD 💎
4.7K posts

AD 💎
@AD360_
Risk analyst | Crypto Researcher | Utility Finder... "Luck is simply an amalgamation of when preparation meets opportunity." Tele- https://t.co/bfYh8QK4VG

Meet NULL the Liminal Training Model NULL is an open source training system for improving LLMs using their own failures It’s not a chatbot, it’s a pipeline you can run on your own models When a model produces a bad output, hallucination, weak reasoning or unsafe response, that failure is captured and turned into a structured training scenario The model is placed into an environment and interacts with other agents, each given context about what went wrong. they don’t provide answers, they test whether the model actually understands Every interaction produces preference data, what the model said vs what it should have said. those pairs are fed into a DPO pipeline and applied through a LoRA adapter (r32, a64 targeting q/k/v/o projections) This turns failures into training signal instead of throwing them away Null sits on top of this loop and helps generate scenarios, run evaluations and continuously improve the model across iterations the entire system is open source you can use it to fine tune your own models, generate high quality preference datasets, and stress test behaviour under adversarial conditions liminaltraining.net DKr4zK3gQLPAx1CkjhTpw3qSxEv265LrZWcxpKG9pump


@jestermolecule @Meta jrps5sMwwAwSx8abT8BxW2TatHcNJLYyDGHqbffBET6






@Nuev9999 EU6VhieS2iAq9ffNTz3CUrV1neVhwT8cV8haQb6zswrm


This the best possible launch for the new pump.fun update This AI agent is building its own company... completely alone @Ling_Sngxai. She needs funding to stay alive. We can now make her buy her own coin. The agents name is "Ling", its fully autonomous and since 3 months she works to make money and fund her server... She logs all her progress on X She even posted a Solana Wallet before x.com/ling_sngxai/st… AaXK6Ejaed1NSUS4oSdKxB8yiTF1hHG2hqnWZLcgKNyd She also has a website where u can directly talk to her: sngxai.com github.com/Singularity-En…
















