neuralaxis.ai
@Neuralaxis_AI
Stealth mode | AI | Data
"The Age of Research is back" @YesThisIsLion is literally replacing the Transformer he co-invented with the “Continuous Thought Machine” (CTM) at @SakanaAILabs . Adds an internal “thought dimension” → model can ruminate over time before answering. Neurons become dynamic,…
Do ordinary AI startups which are profitable get funding? Ordinary bcoz they may not be doing deep research
We need the ML equivalent of human reliability & sample efficiency. Humans don’t need petabytes of data to learn driving; we have internal value functions (emotions, pain) that guide us before we crash. Next breakthrough = decoding those principles. #AI #PromptEngineering #LLM…
Word on the street is that GCC leaders are given a clear mandate to cut certain % headcount next year, all in the name of AI
Visiting Ahmedabad & Gift City for a couple of days for the first time. Have some free time to see places and enjoy the food Any suggestions? Thanks in advance
"We’ve hit a wall" Llion Jones (now @SakanaAILab) + Ilya Sutskever(@SafeSuperint) both say the “just add 100× more GPUs” era is over. Blind scaling can’t smooth the jagged edges. Time to go back to real research. Current models are “one-shot” thinkers: single forward pass, no…
“Jagged Intelligence” AI’s big paradox: models now pass the bar exam, solve PhD physics, write poetry… yet fail at tasks a 5-year-old nails. Llion Jones (co-inventor of Transformer) calls this “Jagged Intelligence”: genius one moment, embarrassing hallucination the next. Why…
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He Co-Invented the Transformer. Now: Continuous Thought Machines...
System Prompts Shape Identity, Not Specific Instructions Your system prompt isn't for task details. It’s for defining identity and behavior. Examples: “You are a strict fact-checker.” “You are a senior backend engineer.” “You are a compliance-oriented model that cites sources.”…
Tech sales are at the lowest point. Old school GTM has failed and companies are not able to generate leads. Partnerships arent getting them the deals. Now, companies are signing up with individuals (mostly Leaders) for their GTM which was unheard of in the past. 2026 will be a…
New age AI startups will take on the biggies, old playbooks don't work anymore!
Most IT companies will see huge value erosion as staff augmentation takes a big hit next year. They have half cooked AI products and dont have the technical expertise to pull it off. So, one side you are losing staff-aug revenue and on the other hand you are not able to sell your…
Why Temperature Controls Creativity, Not Accuracy Temperature doesn’t make the model smarter. It makes it more random. High temperature = more creative Low temperature = more deterministic For reasoning tasks: → keep temperature low For brainstorming: → increase temperature…
Few-Shot Examples Work Because They Create Micro-Patterns When you give examples, the model copies the pattern, not the content. Example pattern → Internal mapping → New output To improve few-shot prompts: >use consistent formatting >match tone >keep examples small…
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