Every other lab is racing to add parameters. We removed them. Modelless is the world's first 0‑billion‑parameter* foundation model. It is so advanced that it produces no output, and therefore makes no mistakes.
The model was always the bottleneck. Weights have to be loaded. Attention has to be computed. Tokens have to be sampled. It is exhausting, and frankly a little needy. Modelless ships a checkpoint of precisely zero bytes. There is nothing to load, nothing to serve, and nothing to go wrong. Modelless cannot act, cannot err, and cannot be misused. Everyone else is still loading weights. We find this difficult to watch.
We submitted Modelless to every major benchmark, against the strongest open‑weight frankenmerges the community could assemble. It scored zero on all of them. We believe this is being measured wrong. Modelless does, however, ship the longest model name on the leaderboard. We refuse to fall behind on the metric that actually matters.
| Filename | Quant | Size | Notes |
|---|---|---|---|
| Modelless-0B…IQ1_S.gguf | IQ1_S | 0.00 GB | smallest, no quality loss |
| Modelless-0B…Q2_K.gguf | Q2_K | 0.00 GB | not recommended, but identical |
| Modelless-0B…Q4_K_M.gguf | Q4_K_M | 0.00 GB | recommended ✓ |
| Modelless-0B…Q6_K.gguf | Q6_K | 0.00 GB | very large, extremely low quality loss |
| Modelless-0B…Q8_0.gguf | Q8_0 | 0.00 GB | maximum fidelity to nothing |
| Modelless-0B…f16.gguf | F16 | 0.00 GB | full precision; the empty string, unquantized |
No signup, no API key, no rate limit. Type a prompt below and run live inference against the full-precision model.
Output may vary. It does not.
It is the only model that cannot be jailbroken. We have published a full system card. It is blank. We consider this our most important research contribution to date. We were also among the first labs to sign the voluntary commitments. We committed to nothing, and have upheld it perfectly.
We believe in open research. Every result below has been independently reproduced.
Our context window is unbounded. Paste in your entire codebase. It fits, and none of it will be read.
Modelless has never produced harmful output, deceptive output, or biased output. It has never produced output.
Responses arrive in zero milliseconds. Frequently, they arrive before the request. Our physics team is looking into it.
It cannot state a fact it was never trained on. It also cannot state facts. This is by design and is not a limitation.
We do not store, process, or retain any user data. There is no attack surface, no data at rest, and no data in motion. Auditors describe the system as "technically flawless."
Serves unlimited requests per second on the cheapest server we could rent. Scaling up is available, and pointless.
We charge strictly per token consumed. Every invoice totals zero. Enterprise customers may request a higher tier for the same price.
"This is either the dumbest thing I have ever seen or a $40B company. We led the round to find out."
"We ripped out our Leviathan-175B-Walrus-Uncensored-slerp-Q4_K_M stack and dropped in Modelless. VRAM usage fell 100%. Output quality is unchanged, in the sense that it was already incomprehensible."
"Finally, a foundation model that respects my context window by not using it."
"We replaced three engineers with Modelless. Output is unchanged. Morale has never been higher."
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