kolm vs Ollama.
Ollama solved one important problem: getting any GGUF running on your laptop with one command. We are not trying to be Ollama. We are trying to be the layer above it: take a task, give back a signed artifact you can ship to production with a receipt chain auditors can read. Ollama runs the artifact; kolm compiles it.
Eleven axes. Reviewed 2026-05-15.
| Axis | kolm | Ollama | Why it matters | Proof |
|---|---|---|---|---|
| Compile pipeline | yes, 42 SOTA techniques | no (run-any-GGUF) | Ollama runs models. kolm makes them. | /research → |
| Receipt chain | HMAC-SHA256 per inference | none | Audit primitive that survives a regulator's questions. | receipt JSON → |
| K-score quality gate | compile-time blocking | none | A gate that blocks a compile is the contract that protects production. | K-score formal → |
| Audit log | tamper-evident chain | none | A signed audit log is the first thing every regulated buyer asks to see. | /audit → |
| Multi-tenant adapter pool | CID-keyed, S-LoRA pattern | no | 1000 tasks → 94 GB instead of 14000 GB of VRAM. | paper → |
| SDKs | Python + TypeScript + CLI | REST only | Front-end and edge teams need real SDKs. | /sdks → |
| Artifact format | .kolm (RS-1 public spec, signed) | GGUF (no receipt) | A format with a public spec and a receipt is the standardization play. | RS-1 → |
| Compliance packs | HIPAA, SR 11-7, SOX-lite | none | Industry-specific is what procurement actually asks for. | /compliance-packs → |
| Speculative decoding | EAGLE-3, Lookahead, REST | basic draft | 5× throughput on long-context workloads. | paper → |
| Constrained generation | union-schema oneOf, refusal token | no | Tool calls and grounded answers need decoder-level enforcement. | constrained decoding → |
| One-command run-any-GGUF | requires compile step | yes, ollama run | Tinkering with random open-weight models is one verb in Ollama. Ours is opinionated. | ollama → |
When Ollama is the right answer.
You want to download a model and chat with it. Ollama is the cleanest implementation of that flow on the planet. We use it ourselves.
When kolm is the right answer.
You want to ship a model. Production, regulated zone, edge fleet, customer-facing feature. The compile step is what makes the artifact shippable: gated by K-score, signed, with a receipt chain. Ollama can then run the .kolm if you want.