We’re putting $5M behind research and development of smaller, specialized AI models for real-world deployment — Read our manifesto →
    Conscious Engines

    Research and Development

    Experiments in model architecture, training, evaluation, and efficient inference

    All research

    Distribution Matching Is Not Enough: Two Failure Modes in Latent Text Drifting

    Conscious Engines

    A technical postmortem on adapting the Drifting one-step generative framework to text, and the two failure modes that derailed it.

    Probing Latent Directions in Video Diffusion Models

    Conscious Engines

    Testing whether GAN-style linear latent editing transfers to LTX-2, a modern video diffusion model, and what the geometry reveals.