AUTONOMOUS AGENTS

AUTONOMOUS AGENTS

The Possibility Ladder

The Possibility Ladder

The Possibility Ladder

Learn feeds back to Observe. Every rung is approximate by nature.

Learn feeds back to Observe. Every rung is approximate by nature.

1

OBSERVE

2

Possibilities

2

Possibilities

3

Context

4

Probabilities

4

Probabilities

5

Decision

6

Risk

6

Risk

7

Action

8

Learn

AGENT TYPES

Orchestrator

Reasoning, design, production code, state management. Routes tasks to the right specialist.

Reviewer

Consensus building, web grounding, spec validation. Synchronous review of all outputs.

Specialist

Deep expertise in algorithms, math and debugging. High precision, low cost.

Executor

Long-running tasks and large refactors. Asynchronous, fire and forget execution.

Subconscious

Cross-session memory and continuity. Passive persistence layer for all agents.

Orchestrator

Reasoning, design, production code, state management. Routes tasks to the right specialist.

Reviewer

Consensus building, web grounding, spec validation. Synchronous review of all outputs.

Specialist

Deep expertise in algorithms, math and debugging. High precision, low cost.

Executor

Long-running tasks and large refactors. Asynchronous, fire and forget execution.

Subconscious

Cross-session memory and continuity. Passive persistence layer for all agents.

Orchestrator

Reasoning, design, production code, state management. Routes tasks to the right specialist.

Reviewer

Consensus building, web grounding, spec validation. Synchronous review of all outputs.

Specialist

Deep expertise in algorithms, math and debugging. High precision, low cost.

Executor

Long-running tasks and large refactors. Asynchronous, fire and forget execution.

Subconscious

Cross-session memory and continuity. Passive persistence layer for all agents.

ROUTING LOGIC

Design review or consensus required

Reviewer

Design review or consensus required

Reviewer

Algorithmic, mathematical or debugging task task

Specialist

Algorithmic, mathematical or debugging task task

Specialist

Task exceeds 4 hours or 20+ files

Executor

Task exceeds 4 hours or 20+ files

Executor

Web research or current information required

Reviewer

Web research or current information required

Reviewer

Cost-sensitive bulk operations

Specialist

Cost-sensitive bulk operations

Specialist

All other tasks

Orchestrator

All other tasks

Orchestrator

Autonomous Intelligence For The Next Era of Finance
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2026 © Otonomii LTD. All rights reserved.

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Autonomous Intelligence For The Next Era of Finance
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2026 © Otonomii LTD. All rights reserved.

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