AI Agents & Infrastructure
AT0M
A private System One Decision AI that runs locally
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- 22DR by Ahrefs no change since last check
Domain Rating by Ahrefs, checked 3 Oct 2026, changed 3 Oct 2026.
What it is
A non-generative decision AI that scores supplied options and returns probabilities, running as a single local executable with bounded output and no temperature fitting.
Quick answers
- How does AT0M differ from generative AI models?
- AT0M is non-generative and scores supplied options rather than generating text. It returns one probability per option and cannot answer outside the candidate set, making malformed or off-list answers structurally impossible rather than just discouraged, unlike generative models.
- Can AT0M be trained on your own data?
- Yes, AT0M is trainable on your own decisions. Ten thousand of your own records with five questions each requires about two hours to train on a laptop, without needing datacentre GPU or cluster time.
- What is the deployment model for v1?
- v1 will be a self-contained Rust binary that runs on your own machine. You can either score a file of decisions or serve the same API yourself on your local network, with no external network dependency, provider, or per-decision fee.
- What types of decisions can AT0M handle?
- AT0M supports three decision types: choice, score, and yes-no (noul). Multiple questions can be answered together in a single forward pass, with the output being one probability per option.
- What are AT0M's inference requirements and performance?
- AT0M achieves 78.9% accuracy on the typed-decisions benchmark with a 16 millisecond response time on a T4. It runs as a deterministic Rust binary on CPU, Apple Metal, or CUDA with 60M trainable parameters and requires no external service.
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Key features
- Non-autoregressive with no free text generation
- Multi-question call support in a single forward pass
- Bounded output within supplied candidate set
- Calibrated probabilities without temperature fitting
- Local inference as a Rust binary executable
- Deterministic inference with reproducible results
- Support for choice, score, and yes-no decision types
- CPU, Apple Metal, and CUDA hardware support
- Trainable on your own decisions locally
AT0M has a free listing. The owner can unlock the full profile for $5:
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