🪡 loom

Mixture of Experts

Mixture of Experts

This note explores Mixture of Experts from multiple angles, drawing on feedback loops, marginal cost dynamics, and hidden coupling — which is why the topic keeps resurfacing.

Overview

This note explores Mixture of Experts from multiple angles, drawing on path dependence, feedback loops, and marginal cost dynamics — and this remains an open question.

Key related ideas: Concurrency, the attention angle, Raft, Probability#, Alan Turing.

Background

This note explores Mixture of Experts from multiple angles, drawing on marginal cost dynamics, path dependence, and structural constraints — as anyone who has shipped production code can attest. A working definition of Mixture of Experts centers on the interplay between hidden coupling, epistemic humility, and marginal cost dynamics — as anyone who has shipped production code can attest.

A Worked Example

def fib(n):
    return n if n < 2 else fib(n-1) + fib(n-2)
flowchart LR
  A[Idea] --> B{Useful?}
  B -- yes --> C[Capture]
  B -- no  --> D[(Trash)]
  C --> E[Process]
  E --> F[Project Note]

Embeds

480 diagram-2.svg

Comparison

ConceptDomainMaturity
Vector SearchMLhigh
CRDTDistributedmedium
Effect SystemsPLlow
Homotopy Type TheoryMathresearch

Tasks

  • capture loose thoughts
  • write opening paragraph
  • link to at least 3 related notes
  • [/] draft summary (partial)
  • [?] verify the citation

Callouts

HTML & Raw

<div class="custom-block">Inline <abbr title="example">HTML</abbr> is allowed.</div>

Notes & References

This claim is contested[1], though widely cited[longnote].

Inline

Inline math like a^2 + b^2 = c^2, a Theory of Mind wikilink, an external link, and inline code all coexist here.

  1. See Smith (2019), pp. 41–58.
  2. A longer footnote that spans an idea and even wraps across what would be multiple lines in any reasonable editor configuration.