The work has a structure you can inspect.
Every capability call, human decision and result becomes part of a durable task model.
Task thread
The permanent execution entity that survives interruptions and can be resumed.
Task contract
Outcome, acceptance criteria, constraints, permissions and intervention policy.
Execution event
An append-only record of planning, routing, calls, checks and human decisions.
Capability card
A callable contract for an endpoint, including cost, health, side effects and boundaries.
Delivery package
The outcome, evidence trail, unresolved questions and acceptance checklist.
The model proposes. The contract decides.
A task cannot be silently reinterpreted after execution begins. Changes create a new contract version and a new execution event.
Market thesis source review
Find the right tool inside the right boundary.
LibreTask does not put every tool into the model context. Governance narrows the set before intelligence creates a plan.
Enrich
Build searchable capability profiles from names, aliases and examples.
Retrieve
Combine vector and lexical retrieval against the structured task view.
Rank
Score relevance, history, preference, cost and latency.
Restrict
Enforce permission, data boundary, budget and version compatibility.
Plan
Let the model plan only from the approved, explainable candidate set.
An answer is not a delivery.
The final artifact carries the proof behind it, so acceptance is based on evidence rather than confidence in a model response.
Outcome
The result in its intended format, ready for review and acceptance.
Evidence trail
Sources, calls, costs and decisions linked to the execution thread.
Acceptance checks
Passed and unresolved criteria shown side by side.
Open questions
The honest gaps a human should understand before accepting.
A human can accept, return, revise or take over while the complete proof remains attached.