Adhyayan

Wednesday, May 14, 2025

can AI control the purse strings?

economic agency at scale (along with tiered insuring AI models based on risk, AI fat fingers based on hysteresis of wrong emmeory) being able to sell or buy correctly, without being hoodwinked and vice versa. During exploratory things not done before ie dealing with a new agent, the robot wallet could send the money to a central repository, so that the purse is not open by mistake. Or always get access to the purse, only after verification with a human in the loop.

shadow AI

from prompting to AGI

Tuesday, May 13, 2025

All things AI

AI in universities

financial transactions go awry with implanted memory

should the agent already earmark the money for certain type of transactions ie budgeting as a way to avoid bad actors. Also be skeptical. Review previous transactions. Have a special process and a database checking of who can be the one time, first transactors.

Limitations of AI - The Binding problem, The stability-plasticity dilemma ...

Datacity electricity demand through 2035

Zerve launches multi-agent-system-support-full-enterprise-ai-development-lifecycle

"AI agents provide a plan for a problem stated in natural language.

- distributed compute engine that enables massively parallel code execution using serverless technology.

- making multiple concurrent calls to large language models, offering speed and efficiency without driving up costs."

Humanoid robot 5 trillion revenue by 2050

insuring AI models

autonomous supply chains of the future won’t just respond — they will think, learn and act.

"linear programs and mixed integer programs to model constraints on your supply capacity primarily."

virtue - habit of caring

If a general AI agent can collaborate with a niche expert AI and may be a doubting agent which keeps questioning the approaches taken by the team AI.

Sunday, May 11, 2025

AI timeline

ai-timeline

Know the limitation of the tool - general reasonong ability is back. Expertise is niched.

“The world is so much richer than even their training data,” Lewis said.

Is hallucination a case of wait wait dont tell me tongue slips. (toddlers generalize)

Measure Model belief - as one researcher said, humans have an idea of how wrong/right they are.

rock paper scissors with AI and simultaneity -- compare the behavioral aspect of neural networks with Behave book by Sapolsky

a-guide-to-cutting-through-ai-hype-arvind-narayanan-and-melanie-mitchell-discuss-artificial-and-human-intelligence/

"people in various professions have a much better understanding of the limits of AI in their domains than AI researchers do."

"it’s very hard to articulate all your knowledge. Much of it is tacit or unconscious—things you don’t even realize you know. And that knowledge is often crucial to doing the job well."

midstream evaluation.