SYSTEMS - AI Dynamics

Scaling Safe AI Inference Agents for Healthcare Applications

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26 June 2025 0h00

🎙️New @NVIDIAAI Podcast with @munjalshah of @hippocraticai on scaling safe, responsive AI inference for #healthcare.

Hear how AI agents handle 1.8M+ patient interactions, why healthcare #AI needs "constellation architecture," and the challenge of delivering fast, reliable voice… pic.twitter.com/mzqEZQumSt
— NVIDIA AI (@NVIDIAAI) 25 juin 2025

New @NVIDIAAI Podcast with @munjalshah of @hippocraticai on scaling safe, responsive AI inference for #healthcare. Hear how AI agents handle 1.8M+ patient interactions, why healthcare #AI needs "constellation architecture," and the challenge of delivering fast, reliable voice

→ View original post on X — @nvidiaai

26 June 2025

LLM Context Limits: Performance Degradation Beyond 100K Tokens

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@jeremyphoward

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25 June 2025 0h35

For small/simple tools, you could just dump all the concise needed info straight into llms.txt, but for larger systems it might not fit even in 200k tokens. Also, all current LLMs degrade a *lot* beyond 100k tokens in practice.

→ View original post on X — @jeremyphoward

25 June 2025

Chain of Debate: Multiple LLMs Collaborating and Discussing

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@mustafasuleyman

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24 June 2025 18h47

Chain of Thought was just the beginning. Next up: Chain of Debate.
We’re going from a single model “thinking out loud” to multiple models discussing out loud.
Debating, debugging, deliberating.
AI becomes AIs.
“Two heads are better than one” is true for LLMs too.

→ View original post on X — @mustafasuleyman

24 June 2025

Managing Scale: Avoiding Production Outages with Redirects

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@officiallogank

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24 June 2025 2h33

Lots of people using at scale, generally I agree we should not redirect, but trying to not cause production outages.

→ View original post on X — @officiallogank

24 June 2025

US Datacenter Power Demand: 88GW deficit by 2028, nuclear comparison

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@aymericroucher

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23 June 2025 23h28

I really recommend watching The Geopolitics of AI Infrastructure by @dylan522p > Following the current trend and datacenter power demand, the US will be lacking ~88GW by 2028. For reference, 1 nuclear reactor provides ~1GW. There's a long way to go!

→ View original post on X — @aymericroucher

23 June 2025

Snorkel emerging as key AI infrastructure player

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@godofprompt

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23 June 2025 13h39

Snorkel quietly becoming one of the most important AI infra companies.

→ View original post on X — @godofprompt

23 June 2025

MASTER.ASI.Eth: Blueprint for Superintelligent Civilization

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@montreal_ai

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21 June 2025 2h47

The Gates Of Superintelligence Are BREACHING Reality. [ MASTER.ASI.Eth ] MASTER.ASI.Eth is not a tool—this is a living blueprint to forge entire civilizations from pure code. #AGIALPHA #ASIFirst

→ View original post on X — @montreal_ai

21 June 2025

Tesla Autopilot Demonstrates Optimal Partial Autonomy Architecture

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@nathanlands

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20 June 2025 12h46

Tesla Autopilot shows why partial autonomy is the sweet spot. It handles highway driving but keeps humans in control for complex decisions like intersections and city streets. Ship the 80% that works reliably, let humans handle the rest.

→ View original post on X — @nathanlands

20 June 2025

Computers as Causal Insulators: Substrate-Independent Function

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@plinz

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20 June 2025 9h00

A computer is basically a causal insulator. It allows a function to exist on top of another substrate, filtering away the substrate dynamics. We typically define computers as deterministic, by the functions they allow to compute in a controlled way; in reality they approximate

→ View original post on X — @plinz

20 June 2025