Reasoning proposes an action.
Understand the goal, choose a path, decompose work and evaluate results. Turn an uncertain problem into a proposed next step.
ID Axis · Multi-agent reasoningID Axis integration
Give agents
a way to finish.
From a model response to a business task that keeps moving.
Organise reasoning and collaboration with ID Axis. Bring tools, context and execution state into your workflow—with visibility, continuity and deliberate pauses before consequential actions.
Follow a task to completionOne task. Continuous progress.
01
BUSINESS INTENTFind incidents. Prepare recommendations.
ID AxisReason · Delegate · Review
01Read orders
02Analyse incidents
03Build result
Result and record, delivered together.Context retained · Execution traceable
Directed reasoning. Deliberate execution.
From reasoning to execution
Knowing the next step.
Being able to take it.
Models interpret and decide. Business execution also needs tool scheduling, persisted state, permissions and confirmed outcomes. ID Axis connects the two.
The runtime manages execution.
Validate calls, apply authority, record state and handle failure. Turn a tool invocation into a business action with inputs, receipts and a trackable lifecycle.
ID Axis · Task execution & orchestrationThe full life of a task
Follow the work.
Understand the progress.
Follow a maintenance-analysis task. Explore normal delivery, recovery after interruption, and the moment a business write needs human review.
ACCEPTED01 / 05
Start with a goal and its boundaries.
Prepare maintenance recommendations from this week’s equipment incidents. Read authorised work orders, preserve source records and produce a draft.
task.accepted
Current artifactTask brief · recorded
IDENIFE’s proprietary multi-agent reasoning and execution framework
ID Axis
Coordinate the reasoning. Carry the decision into execution.
Context
Goals, constraints, prior state and authority form a shared reference. Long-running work requires persistent task context, beyond a chat transcript.
Planning & delegation
ID Axis coordinates decomposition, collaboration and review. Its runtime turns these decisions into schedulable, recoverable execution steps.
Tool contracts
Each capability declares inputs, outputs, permissions and side effects. Model-proposed calls remain subject to contract validation and business rules.
Execution state
Represent running, waiting, failure, recovery and completion explicitly. Keep event and artifact references so the application can follow task progress.
Illustrative integration architecture; capabilities, runtime policies and deployment boundaries are agreed for each integration.
Continuity & recovery
A task can pause.
Its progress should not.
Long tasks cross service restarts, tool failures and human waits. Persist the required state at execution boundaries to know where to continue and what must not run twice.
Read completeAnalysis savedCP–02Resume pointDelivery pending
CHECKPOINT RETAINSTask state + result references + execution position
Reference large files and business artifacts. Preserve model outputs, tool receipts and approvals separately; recovery should not reinvent the past.
Persist recoverable state
Associate task identity with context, completed steps and artifact locations. Persist what is needed while controlling sensitive fields, retention and access.
Reconstruct recorded facts
Restore recorded results and events. Distinguish completed, unstarted and uncertain calls. Persist nondeterministic outputs rather than treating recovery as a full rerun.
Reconcile external actions
A request timeout does not prove that a business action failed. Reconcile uncertain writes through receipts or idempotency contracts before retrying, waiting or escalating.
Execution governance
Autonomy,with clear boundaries.
Controls belong beyond the prompt. Put authority, approval, execution budgets and failure policies into runtime rules that apply when tools actually execute.
Retries have boundaries.
Separate transient failures, permission errors and non-retryable faults. Backoff, attempt limits and task budgets prevent retries from amplifying failure.
Failure classification · backoff · attempt limitsIdempotency reaches the business.
Keep a stable identity for each business action, paired with destination-side deduplication and receipt lookup. Recoverable execution does not make external writes inherently exactly-once.
Operation identity · deduplication · reconciliationStopping has an outcome.
Timeout and cancellation enter explicit states, release resources and record completed actions. External changes that already took effect require business compensation, not assumed rollback.
Timeout budgets · cooperative cancellation · compensationPut human judgement where it matters.
For sending, publishing and writing, present the exact target and change before applying the approval policy. Authorised routine work continues; changed permissions or payloads trigger a fresh boundary check.
Results & execution evidence
An outcome,
with a trace.
Integration needs more than a final answer. A task package should establish the result, its sources, successful steps and unresolved issues.
Read integration documentationTASK DELIVERY STRUCTURE
More than a result field.
- Artifacts
- References to documents, data, design assets or change sets.
- Provenance & receipts
- Input sources, tool results and destination-system records.
- Execution trace
- Stages, states, failures, recoveries and approval events.
- Open items
- Unmet conditions, review items and proposed next steps.
Keep explainable execution summaries and tool evidence, without relying on private model reasoning.
Inside your workflow
Your business.
An execution layer to match.
Your application retains identities, domain rules and authoritative business records. ID Axis manages orchestration and execution state through agreed tools, events and artifact structures.
Define the task contract
Define inputs, completion criteria, tools, permissions and execution budgets.
Connect business capabilities
Integrate API or MCP tools with authentication, error classification and receipts.
Consume progress and results
Present task states, review requests, artifacts and failure handling in your own interface.