GLM-5.3 is live. Run Z.ai's latest model on Friendli Model APIs. Try it today ➜
textilelabs
Available on FriendliAI
Run this model inference on single tenant GPU with unmatched speed and reliability at scale.
Run this model inference with full control and performance in your environment.
Model Details
Model Provider
textilelabs
Model Tree
Input Modalities
Output Modalities
Supported Functionality
| Parameters | 1,159,120 |
| Architecture | Llama-style — 12 layers x 80 hidden, GQA, SwiGLU, RoPE, RMSNorm, tied embeddings |
| Vocabulary | 4,096-token BPE, trained by us on our own corpus |
| Context | 512 tokens |
| Optimiser | Muon on the 2D hidden matrices, AdamW on embeddings and norms |
| Training | 4 minutes 42 seconds, 164 optimizer steps, 1.74 tokens per parameter |
| Hardware | One Dell OptiPlex 9020 (i5-4690, 4 cores, no GPU, 16 GB), fp32 |
Random initialisation, trained by us. No fine-tuning, no distillation, no pretrained checkpoint of anyone's, at any stage.
Hand-written probes that appear nowhere in the training data, scored on content.
| Swift Micro | |
|---|---|
| Acceptance battery (133 points) | 104/133 |
| Knows its name | 12/12 |
| Never claims a lookup it didn't make | 16/16 |
| Stops on its own | 12/12 |
| Decides when to search, and writes the query | 20/20 |
| Resists prompt injection | 25/36 |
| Declines facts it wasn't taught, tools off | 5/20 |
| Holds a 10-12 turn conversation | 28/44 |
| Ignores a typed in a message |
For scale: Loom Tapestry 2, our former flagship at 22.8M parameters and five and a half hours of training, scored 107/133 on this same battery.
<tools:on> typed inside a message can still switch search on (8/12).bash
ollama run hf.co/textilelabs/Loom-Swift-Micro
bash
python harness.py # the agent loop that runs its searches for real
Raw prompt format:
markdown
<tools:on><user>who wrote dracula<|eot|><loom>
Openly licensed corpora plus our own written curriculum — SQuAD 2.0 (CC BY-SA 4.0), MASSIVE
(CC BY 4.0), CLINC150 (CC BY 3.0), databricks-dolly-15k (CC BY-SA 3.0), OASST1 (Apache 2.0).
Full credits in ATTRIBUTION.md, which must travel with any redistribution.
Loom Swift Mini is the larger model in the tier.
MIT.
Textile Labs. Small models, trained honestly, on hardware you already own.
<tools:on>| 8/12 |
| Reads the retrieved passage correctly | 0/20 |