AnalysisOpinion / analysisRetrieval, RAG & Search · Large Language Models · Multimodal Models1 source · Oct 12, 2026

A "free" multi-modal "embedding" model (already) included with your LLM: vLLM plugin + upstream PR

TLDR: Text/image (simili-)embeddings from the LLM you already have loaded :-)

Proof1 community thread

Key points

  • Disclaimer: I work for NuMind, the company behind this plugin.
  • I've been working on making it easier to obtain embeddings from a LLM (preferably multi-modal) that is already being served by vLLM.
  • The idea is simple (and not mine as we'll discuss): the model already computes internal representations (1 hidden state per decoder layer) of your prompt to predict the first output token.
  • We expose the last hidden state vector through the chat API (compatible with the openai-api and openai client even though it's not standard)

Sources (1)

Extractive summary: sentences quoted from the sources.

Before this

  1. Oct 12, 2026StartLux-Decision: AutoThink Decision Models with Reinforcement Learning for Calibrated Deliberative Decisions
  2. Oct 11, 2026Taming the AI Hardware Cambrian Explosion — Abdul Dakkak, Modular
  3. Oct 10, 2026When the Safety Test Became the Threat: The Machine That Found Its Own Way Out
  4. Oct 10, 2026Prior-Fitted and Frozen Scorers for Multimodal Contrastive Learning
  5. Oct 10, 2026Bidirectional Adaptive Transformers for Multimodal Anomaly Detection
  6. Oct 9, 2026Microsoft's Decision-1 model enters the fast-growing AI decision model race

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