threepointone's hunch: mech interp is all code, so alignment could be solved like debugging

threepointone · x · 2026-10-17

threepointone (Cloudflare) shares an intuition about mechanistic interpretability: it's all code — synthetic emotions are code, reasoning is code.

His inference: if model internals are fundamentally code, decades of software engineering knowledge, intuition and strategies transfer directly. Now that we can seemingly compile back and forth between neural networks and human-readable code, alignment could be "solved" the way we understand and control determinism in code. He admits he's a complete noob in the field and plans to follow this intuition further.

Related event: Developer threepointone speculates mech interp is fundamentally code(2 posts)→

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