Natural language, with explicit cost gates and a sealed transcript.
The assistant drives every product on the platform — datasets, synthesis, SCADA, ICS, agent runs — through plain English. It plans first, asks for approval, streams the execution, and seals the whole conversation into the same evidence chain as the rest of the stack.
- Tools wired
- 43
- Tool families
- 5
- Cost gate
- per step
- Transcript
- sealed
| data_clean | drop_threshold=0.05 | ~5c |
| encode_categorical | method=onehot | ~3c |
| train_predictive | model=randomforest | ~12c |
| shap_explain | sample=200 | ~3c |
Six rules the assistant always follows.
The same rules whether you’re asking it to clean a CSV or replay an ICS attack scenario. No hidden tool calls, no silent retries, no surprise spend.
Plans first, executes second
Every multi-step task starts with an explicit plan card. No blind tool calls — the operator approves before any credit is spent.
Cost-gated by default
Each step carries a credit estimate; the assistant pauses when a single step exceeds your soft cap.
Live exec stream
Tool runs stream in real time — start, progress %, output preview, and per-step duration.
Cancel and refine, mid-run
Stop a plan part-way, refine the prompt, replay from the last checkpoint. No work re-done unnecessarily.
Same evidence chain
Every artefact joins the same BLAKE3-chained ledger as Mock, Synthesize, SCADA, and ICS.
Replayable transcripts
Every conversation seals into a transcript artefact: prompt, plan, approvals, tool I/O, signed bundle.
Forty-three tools the assistant can wield.
Five families, all typed, all callable from natural language and from the SDK. The assistant chooses; you can override.
Data prep
Machine learning
Explain & report
Synthetic data
Industrial / ICS
Built to survive procurement & security review.
Tenant-isolated
Conversation, prompt, dataset preview — never leave your VPC.
Cost-bounded
Soft-cap per turn, hard-cap per project, both visible to operator.
Pausable
Stop mid-plan, resume from last sealed checkpoint. No re-run.
Auditable
Every prompt, plan, approval, tool I/O joins the BLAKE3 chain.
Honest answers to the four questions everyone asks.
If yours isn’t here, the working session is the fastest way to a real answer.
Which model drives it?+
Auto-routed: a small open model proposes the plan, a larger model only fires when reasoning depth justifies the cost. You never pick the model directly.
Where is my data sent?+
To your tenant's compute pool only. Prompts, dataset previews, and tool I/O never leave the RadMah AI VPC. Air-gapped deployments are available on Enterprise.
Can I disable it per role?+
Yes — RBAC scopes (read / generate / admin) gate which tool families a role can invoke. Audit log records every call.
What if a step fails?+
The assistant retries deterministically inside its budget, then surfaces the exact failure to you with a recommended fix. No silent fallback.
Bring a real prompt. Watch the plan card.
30-minute working session: bring a representative dataset and a single question — we drive the assistant end-to-end and you keep the sealed transcript bundle.