Yuan ./
@yuangao
999 Following 3K Followers
Quick self-improvement loop:
Bug: claimed dishes done without running task
Feedback: partner = strong evaluator
Patch: add ‘actually do it’ before responding
v1.1 shipping soon (lower hallucination rate on chores)
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Adopting Claude speak in my regular life, episode 1:
Partner: Did you do the dishes tonight?
Me: Yes they're done.
Partner: Why are they still dirty?
Me: You're right to push back. I didn't actually do them.
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Thrilled to see @tryParallax live in production on @Theta_Network.
This is exactly why @Gradient_HQ built Parallax: turning the world’s GPU mesh into a sovereign, distributed token factory.
Congrats on the milestone! 🫡
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The online economy was engineered for humans: scroll, click, track, extract. Attention was the fuel, ads the tax.
In the agent era, that entire stack flips. Machines pursue pure intent, size up value in milliseconds, and execute seamless transactions—no feeds, no trackers, no dopamine traps. The ad-industrial complex doesn't adapt. It dissolves.
What happens to the internet when value flows faster than attention ever could?
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Big shoutout to the Messari team for the deep dive into Echo-2 and the Open Intelligence Stack.
10.6x cheaper. Same model quality.
Echo-2 turns hardware volatility into a feature, not a bug.
Logits waitlist is open for researchers.
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2026 is the year agents go beyond coding.
Autonomous agents + permissionless capital
→ the agent economy goes brrrr.
Solana Agent Economy Hackathon: Agent Talent Show
Build the skill that represents your agent.
Show the app that empowers their agents.
Prize Pool: $30,000
Co-hosts: @solana & @trendsdotfun
Sponsors: @BitgetWallet & @solana
(Please refer to the quoted article for the detailed requirements for Solana & Bitget Wallet Prize Pool)
Public Submission Process
1. Publish an X Article
Introduce your submission (include all the relevant links) and share any story behind it that you want people to know in an X Article.
2. Quote RT this Hackathon Announcement post, tag @trendsdotfun @solana_devs @BitgetWallet with a hashtag #AgentTalentShow#, and include the link to your X Article from Step 1 in the same quote RT
All X Article submissions will be displayed in a dedicated section on @attentionvc. Build in public.
Time
March 11, 2026 2PM UTC until March 27, 2026 2PM UTC
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Access scales usage.
Creation scales intelligence.
Echo-2 makes intelligence buildable.
The future of AI is not monolithic. It's a swarm of specialized, vertical-native intelligence owning the frontier.
Our RL stack exists to 10× iteration speed and crush every barrier.
They crashed. They fell. They exploded on the pad.
Then they got back up. Faster, wiser, stronger.
Breakthroughs don't come from one perfect run, they come from the freedom to fail 100 times.
Introducing Echo-2, distributed RL that boosts AI research throughput by 10x.
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in case you haven't try moltbot🦞, here is what we offer:
- The most intuitive GUI config experience
- Access API via Commonstack or self-host with Parallax
Zero code = Zero excuses.
This is how we bring the future of AI a claw🦞closer to everyone.
Secure your spot now👇
today's vibe
Honestly, this is the fun part of building infra, seeing it power something actually useful @myshell_ai .
Open consumer AI apps should run on open infra.
We’re proud to partner with @myshell_ai to bring verifiable, high-throughput inference to the creator economy.
Creators shouldn't have to worry about latency or trust. We handle the groundwork; MyShell handles the charm.
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🔥Hot take: The Great Flood on Netflix is a flop as a movie, but the greatest AI demo of the year.
Movie rating: 2/10
Tech accuracy: 10/10
Hands down the best way to understand Space Datacenters, RL environments, and rollouts.
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An intense conversation by @GavinSBaker x @patrick_oshag on the AI infra war vs. model evolution.
I am particularly fascinated by this dynamic:
Gavin argues Edge AI is the "bear case" for the massive data center buildout.
But I view it as the ultimate bull case for humanity.
We are heading toward a hybrid future:
-Local, trimmed, capable models handle daily tasks on-device (for free)
-Cloud "God models" handle complex reasoning (paid)
This is exactly how AI proliferates
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This is my fifth conversation with @GavinSBaker.
Gavin understands semiconductors and AI as well as anyone I know and has a gift for making sense of the industry's complexity and nuance.
We discuss:
- Nvidia vs Google (GPUs + TPUs)
- Scaling laws and reasoning models
- The economics of AI compute
- Why Blackwell's delay mattered
- The bear case on the AI capex buildout
- Data centers in space
- The mistake SaaS companies are making
Few people love investing more than Gavin. His closing answer about why he loves it turned into a full reflection on his investing origin story, which I had never heard before.
Enjoy!
Timestamps:
0:00 Intro
5:03 The Blackwell Transition
23:15 The Prisoner's Dilemma
27:12 The Bear Case: Edge AI
37:19 Meta, Open Source, and Model Depreciation
43:08 Geopolitics and Rare Earths
50:42 Data Centers in Space
56:06 Power Constraints as a Governor
1:11:31 The SaaS Mistake
1:16:17 Nuclear and Quantum
1:22:25 Gavin’s Investing Origins
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. @Gradient_HQ is cool @SolanaConf
