Mjolnir / Research & discovery

Go a little deeper.

Explore the demonstrations, conversations, and technical papers behind Entangled Halo. Enter your Lab password to continue.

Main site

Access is by invitation. You can lock the Lab again from the header.

Mjolnir Photonics Lab

Inside the thinking.
Behind the technology.

Explore the ideas, engineering, and evidence behind Entangled Halo. Seven video and podcast sessions. Two technical papers. A closer look at the architecture of intelligence you can own.

Immersion — video & podcast (7)

Video

HaloCore Generation 10 Demonstration

A live demonstration of the HaloCore Generation 10 / Entangled Halo engine in operation. This session walks the encode → retrieve → federate path on a real corpus, showing deterministic retrieval, surface handling, and zero-GPU operation — the substrate under L3M.

8 min 48s · Encode pipeline · Retrieval latency
Podcast

HaloCore Generation 10 Discussion

An extended technical discussion of HaloCore Generation 10: why schema-free holographic knowledge replaces training epochs, how sparse ternary vectors yield structural non-hallucination, and what the post-atomic-update benchmarks mean for sovereign deployments.

22 min 25s · Why not transformers · Sparse ternary VSA
Video

Entangled Halo Walkthrough

A guided walkthrough of the Entangled Halo mathematical substrate — binding, superposition, and holographic encoding. The foundation that makes HaloCore Generation 10 and EHC possible.

7 min 47s · Binding & roles · Superposition
Video

SUBSPACE Discussion

Discussion of Internet Subspace: how to run AI computation on public infrastructure without surrendering source data — Halo DC, Edge DC, Entangled DC, and Edge-to-Edge modalities.

7 min 28s · Subspace projection · Edge vs DC
Video

SUBSPACE Walkthrough

A practical walkthrough of Subspace deployment patterns: what the remote processor sees (opaque projection) versus what remains at the edge (codebooks, basis, inverted indices).

6 min 52s · Deployment patterns · Key material at edge
Video

Geometry of Intelligence — Engineering Beyond the Quadratic

Engineering focus: escaping O(n²) transformer walls. How constant-latency horizontal sharding, sparse integer ops, and deterministic encoding change the cost curve of institutional intelligence.

6 min 47s · Quadratic penalty · O(k) scaling
Video

Geometry of Intelligence — Solving the Quadratic Penalty

Problem framing and solution arc: why dense attention fails institutions at scale, and how holographic sparse ternary representation solves retrieval without multi-month training epochs.

7 min 05s · Problem statement · Holographic alternative

Whitepapers (2)