HOLOGRAMTECH/q-trilm-3.9b

Hologram · TriLM-3.9B

Natively ternary, largest of its kind

t2r · 2.1-bit ternary · 0.87 GB · streamed to Q as a key-addressable .holo object

Hologram · Live Space · Organization · Code

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What this is

The largest natively ternary-trained model (Spectra 3.9B, ICLR 2025). Per-row scale structure is preserved exactly in the t2r key format.

This repository is not a GGUF or Transformers checkpoint. It is a Hologram key object: the weights of Green-Sky/TriLM_3.9B-GGUF re-encoded into Hologram's content-addressed .holo format so they stream, one verified block at a time, into Q, the on-device brain of the Hologram web OS. It runs in the browser on WebGPU, serverless, with nothing to install.

How it streams

The object is laid out for cold streaming from an untrusted CDN:

File	Role
manifest.json	the root. Names every tensor and the key (content hash) of its block.
b/sha256_*.gz	the tensor blocks. Each filename is the SHA-256 of its bytes.
tokenizer.gguf	bundled header (where present), so loading is fully serverless.

Q fetches the manifest, then pulls each block by its key and re-derives sha256(block) on arrival. If a byte is wrong, the block is rejected. Nothing is trusted; everything is proven.

Verify (Law L5)

The object's identity is the SHA-256 of its manifest, pinned in Q's catalog before a single byte of weight is trusted:

did:holo:sha256:499032ceb19c0476345a72cf5fea6caec83054c98486c91a5891dfad0d25ea30

# the manifest hash equals the pinned identity above
curl -sL https://huggingface.co/HOLOGRAMTECH/q-trilm-3.9b/resolve/main/manifest.json   | sha256sum

Specifications

Architecture	TriLM (Spectra)
Precision	t2r · 2.1-bit ternary
Object size	0.87 GB
Hidden size	3072
Layers	30
Heads (Q / KV)	24 / 24
FFN	9216
Vocab	50688
Context	3000
Format	holo-2bit/1

Provenance and license

Derived from Green-Sky/TriLM_3.9B-GGUF. The re-encoding is lossless-by-construction at the key level: every block is content-addressed, so the object either re-derives to its pinned identity or it is refused.

Run it

These weights load through Q, not a standard runtime. Open the Live Space or visit gethologram.ai to run Hologram, then pick TriLM-3.9B from Q's model list.

_{Composed on the golden ratio. One key, everything.}