THE MINDS
SECTION 01
ISSUE 001
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.
- S01DeepSeek V4 Pro and V4 Flash
official model release / published 2026-04-24 / retrieved 2026-07-10
- S02AlphaEvolve
official research release / published 2025-05-14 / retrieved 2026-07-09