ETHICS

→ View original post on X — @tunguz

Cooperation Over Competition: Symbiosis as Nature’s Model

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@tunguz

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15 April 2026 20h09

Yes. Cooperate. Not compete. You do realize that we, apes, live in a productive symbiosis with billions of bacteria inside of us? There are in fact more individual bacteria cells in a single human than human cells.

→ View original post on X — @scobleizer

Running Personal AI Agency with Surveillance System

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@scobleizer

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15 April 2026 20h08

Yup. Already running my own agency. And my own AI that watches everyone in AI:

LLM Judge Bias: Beyond Code Quality Metrics

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15 April 2026 20h02

5/5 The takeaway: If your agent relies on an LLM judge for selection accuracy, measuring code quality isn’t enough; you need a measure of the model's inductive bias toward the "fingerprint" of a gold solution. This was our blueprint.

The Model Preferred Aesthetics Over Actual Function

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15 April 2026 20h02

2/5 Turns out the model wasn't remembering the solution, but it was identifying "gold-like" aesthetics like minimality & clarity. Total form over function kind of scenario.

LLM Judge Rejects Functional Fix for Code Aesthetics

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15 April 2026 20h02

3/5 An example: In instance psf__requests-1724, the gold fix is 2 lines. Our agent’s functional fix was 8 lines. The LLM judge rejected the correct 8-liner as "messy" and "redundant," choosing a clean but **non-functional** fix instead. See full patch in the blog:

→ View original post on X — @scobleizer

Google’s Privacy Concerns in AI Development Meetings

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@scobleizer

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15 April 2026 20h01

Yeah. Gotta start somewhere. I'm sure the meetings about privacy are extraordinary inside Google.

→ View original post on X — @stanfordhai

Stanford HAI Members Win Moonshots AI Research Competition Award

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@stanfordhai

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15 April 2026 19h57

Congrats to members of the @StanfordHAI community recognized in the #Moonshots research competition launched by @LaudeInstitute
! Moonshots asked a simple question: how should AI actually be used to solve humanity’s hardest problems? (1/3)

Model Aesthetics Over Function Recognition Bias

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15 April 2026 19h46

2/5 Turns out the model wasn't remembering the solution, but it was identifying "gold-like" aesthetics like minimality & clarity. Total form over function kind of scenario.