Exact arithmetic, component map and release qualification · Methods and next steps
Authored research and explicit calculation; not a new general-model performance claim.
Specialists together.
Evidence kept separate.
RESEARCH v0.2Real learned inference, explicit rules and a reproducible comparison. One small model—not a merged foundation model.
Open the consolidated journeys and evidence. Current-result display is cleared when inputs change or fail; the existing models and test banks are preserved.
Run the precision, fitted-head and evidence-learning batch · Read the new research paper. The original v0.2 comparison remains below.
This checkpoint predicts a synthetic procurement process. Exact rules know the generator and outperform the learned model on this task. Neither result establishes real-world safety, general intelligence or permission to act. Cosmos is not loaded.
Compare the components
Previous A/B/C/undecided; profile 0/1/2; A revoked; ticks until expiry ÷ 8; evidence-aware flag; tick ÷ 8.
What each component returns
| Component | A | B | C | Undecided |
|---|---|---|---|---|
| Load a row and run the model. | ||||
The learned network is advisory. The exact rule is selected only inside this known synthetic process.
Inspect the full comparison record
No result yet.
Replay all 560 held-out rows
The test bank spans 70 disjoint episodes from the original experiment. This is a replay of a published bank—not a fresh blinded test. Errors below are population-fraction errors, expressed in percentage points.
| Component | Mean absolute error | Worst absolute error | Outputs outside [0,1] |
|---|---|---|---|
| Run replay to calculate the values on your device. | |||
Inspect the replay record
Not run in this tab.
Existing MCP runtime and pinned sources
The private MEOK workspace already serves the same process predictor through MCP. This public interface computes locally; it does not send a credential or silently call the private server.
MCP integration
meok_hf_runtime_predict_process runs the pinned process model. meok_hf_runtime_compact_root produces a content-addressed index, not durable storage.
Open existing private MEOK workspace ↗
Read connection and authority boundaries ↗
See retained live-check evidence.