The decision question
How can AI assist with real workspace operations without silently inventing evidence, authority or approved business decisions?
Polarstar capability detail
Separate investigation and analysis from canonical change through previewable, permission-aware and auditable proposals.
The decision question
How can AI assist with real workspace operations without silently inventing evidence, authority or approved business decisions?
What the FDE investigates
Current model heads, user permissions, source boundaries, action target, expected effect, conflicts, staleness and accountable reviewer.
What becomes computable
Immutable proposals with exact inputs, model versions, source references, change diff, limitations, digest and confirmation state.
From ambiguity to accountable change
Every engagement connects operational reality to a reviewable model, an authorised action and evidence of what actually changed.
Prepare one bounded action, show what it will read and change, validate again at confirmation, execute once and verify the result.
The assistant uses scoped tools to investigate and prepare model or workspace operations. Material changes remain proposals until the right person authorises them.
A proposal and action ledger showing who proposed, reviewed, authorised and executed each material change and against which version.
Chat acknowledgement is not approval. Changed context, permissions or model state makes a stale proposal non-executable.
Illustrative interaction
Illustrative operating pattern—not a customer result or performance claim.
AI-native FDE operating pattern
The FDE can move from a question to investigation and governed action without hiding evidence, calculation or authority.
Clarify the business decision, owner, boundary and success test.
Use only authorised evidence, systems, schemas and workflow context.
Propose business objects, trace dependencies and run deterministic engines.
Show the exact change, limitations and authority required before execution.
Return runtime observations to the hypothesis and decide what changes next.
The FDE acts under the current user’s identity and permissions. Investigation does not create approval.
LLMs help understand and explain. Versioned formulas and constraints calculate the result.
Sources, assumptions, inferences, proposals, decisions and observations retain separate states.
Discuss your challenge
We will define what must be understood, what can be calculated and what evidence is required before change is authorised.