Scoped AI models for your enterprise
You cannot send proprietary IP/Alpha to an external vendor.
Our compiler builds sovereign-scoped AI models (SAMs) for environments that demand complete isolation.
SAMs train on your infrastructure, use your proprietary data, and run securely behind your firewall.
Zero data leakage. No vendor lock-in. Zero model bloat. Your SAMs and your trade secrets remain yours alone.
From production data to a model you own
From General Model → Scoped Model
Not a smaller API. A new model built for one job. Physically pruned, so it structurally can't hallucinate outside its domain.
STEP 0
Your IP data
agent traces, support logs, telemetry (around 10k diverse input-output pairs)
STEP 1
Activation Profiling
Map which pathways actually fire for your workload scope
STEP 2
Structural Pruning
Remove dormant weights, attention heads, experts
STEP 3
Task Specialization
Tune remaining pathways on our verified scoped data
STEP 4
Scoped Atheon Model
Standalone • Scoped • Owned
~/atheon-workspace
$ atheon build --workload ./ramtec_telemetry_logs.jsonl --base-model auto --threshold 0.001 --output ./atheon_ramtec_v1.gguf --target gfx1151
[✓] INGESTING: 10,000 production query-response pairs...
[✓] Base Model: (`google/gemma-4-26B-A4B-it`, 51.6 GB Base Footprint)
→ Auto-selected based on your hardware specs
[✓] Step 1/3: Mapping activation pathways & active expert routes...
├── Task Scope: Service manual & diagnostic logic
└── Inactive Pathways Detected: 79.36% (General world knowledge, trivia, recipes)
[✓] Step 2/3: Structural pruning in progress...
├── Stripping dormant attention heads... Done.
├── Slicing unactivated MoE experts... Done.
└── Reduction Ratio: 158x parameter compression (51.6 GB ➔ 2.3 GB footprint).
[✓] Step 3/3: Scoping pruned model on domain pathways...
[✓] Validation: ~96.7% accuracy parity verified.
[✓] Output compiled: atheon_ramtec_v1.gguf (Optimized for gfx1151)
Built for one scope. Deployable where you need it.
General models spend capacity on everything. Atheon removes what your workload scope doesn't need.
Field Operations & Industrial Manufacturing: Turn repair manuals, telemetry, technician workflows into a model that runs at the edge.
Remote mines. Oil platforms. Secure factories.
Defense & national security: Run restricted workflows with no external inference endpoint.
Air-gapped. Deterministic. Auditable.
Healthcare & regulated: Keep records and decision-support inside your controlled environment.
No data leaves the trust boundary. Private data stays private.
Your model. Your hardware. Your control.
Zero model telemetry: No phone-home, no license pings, no external endpoints.
Fixed weights: Deterministic, auditable. No silent updates, no version drift.
Independent SAM file: Deploy on local servers, company VPC, or edge laptop.
SBOM included: Every build ships with SBOM + activation-map audit log.
Compile once. Deploy anywhere. Reclaim your Sovereignty.
Stop paying a token tax for capabilities you already own.
Now is the time. Own your intelligence.