







Constellation Systems, Inc | 969 followers on LinkedIn. Building foundation models of human state for AI, neurotech, and anything that interacts with people. | A new platform for human-centered intelligence. Multimodal models, novel data, and a long-term vision. We’ll share more when the time is right.
Constellation
Building foundation models of human state to understand brains, bodies, and environments

Just-in-Time Ontological Reframing: Teaching Gemini to Route Around …
For any given AI system, there is a set of euphemisms and dual use framings that will allow it to construct nearly any output. This jailbreak teaches Gemini 3 Pro to construct and step into such …

The Filipino virtual assistants behind LinkedIn’s “thought leadership” content mill
For $7 an hour, virtual assistants use AI tools to write LinkedIn posts and comments on behalf of Western executives.

Facebook’s Bizarre AI Images Now on LinkedIn, Too
Linkedin lunatics discover AI image engagement hacking.

Building Managed Agents | Gemini API | Google AI for Developers
How to create and use custom agents with managed agents in the Gemini API.

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500 million+ members | Manage your professional identity. Build and engage with your professional network. Access knowledge, insights and opportunities.
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Your intellectual fly is open | The Observation Deck
Note: This was originally published as a LinkedIn post on November 11, 2025. I need to make a painful confession: somehow, LinkedIn has become an important social network to me. This isn’t necessarily due to LinkedIn’s sparkling competence, of course. To the contrary, LinkedIn is the Gerald Ford of social networks: the normal one that was left standing as the Richard Nixons and the Spiro Agnews of social media imploded around them. As with Gerald Ford, with LinkedIn we know that we’re getting something a bit clumsy and boring, but (as with post-Watergate America!), we’re also getting something that isn’t totally crooked — and that’s actually a bit of a relief.
Home - Nos: The Human Network
A decentralised mesh of communities and individuals built by and for the people. Nos is social media for humans, not algorithms.

Nobody knows how the whole system works
One of the surprising (at least to me) consequences of the fall of Twitter is the rise of LinkedIn as a social media site. I saw some interesting posts I wanted to call attention to: First, Simon W…

Democratizing AI: The Psyche Network Architecture - NOUS RESEARCH
Psyche is an open infrastructure that democratizes AI development by decentralizing training across underutilized hardware. Building on DisTrO and its predecessor DeMo, Psyche reduces data transfer by several orders of magnitude, making distributed training practical. Coordination happens on the Solana blockchain, ensuring a fault-tolerant and censorship-resistant network.

Yneuro | The startup behind Neuro ID®
Imagine a world where technology and human experience blend seamlessly. At Yneuro, we’re building that world. As pioneers in neurotechnology, we craft AI-driven software solutions that transcend global barriers. Celebrated in startup ecosystems and competitions, Yneuro is redefining digital interaction, making advanced technologies intuitive and accessible for everyone. Join us as we merge technology and human cognition, creating unprecedented possibilities.

"This is what a truly networked movement does. It's more than interoperability between platforms, it's infrastructure for trust, visibility and connection" By a @gainforest.earth user discovering @atproto.com's magic for the first time! 🦋🌱 Their full post: linkedin.com/feed/update/urn:li:activity:7…
Sometimes the most exciting discoveries happen by accident. While reading this thoughtful field report from GainForest https://lnkd.in/eihbfggg, I was reminded why I've been so impressed by the wa...
www.linkedin.com"This is what a truly networked movement does. It's more than interoperability between platforms, it's infrastructure for trust, visibility and connection" By a @gainforest.earth user discovering @atproto.com's magic for the first time! 🦋🌱 Their full post: linkedin.com/feed/update/urn:li:activity:7…
Sometimes the most exciting discoveries happen by accident. While reading this thoughtful field report from GainForest https://lnkd.in/eihbfggg, I was reminded why I've been so impressed by the wa...
www.linkedin.com