233

THE MINDS

SECTION 01

ISSUE 001

PROJECTIONresearch1-3yconfidence / medium

Executable Evaluators Become a General Lab

Projection: DeepSeek V4 brings current open reasoning and agentic coding, while AlphaEvolve proposes programs and scores them through automated evaluators. That combination can extend wherever outcomes are executable or formally checkable. Tasks without reliable evaluators cannot inherit the same feedback loop by analogy alone.

Why this idea is here

What the evidence establishes.

DeepSeek documents current V4 reasoning and agentic coding; Google DeepMind documents an evolutionary coding agent that proposes programs and scores them with automated evaluators. The proposed general lab is a forward inference, bounded by evaluator quality.

Source ledger

Read the sources.

  1. S01
    DeepSeek V4 Pro and V4 Flash

    official model release / published 2026-04-24 / retrieved 2026-07-10

  2. S02
    AlphaEvolve

    official research release / published 2025-05-14 / retrieved 2026-07-09

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