
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

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

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

2026 © Otonomii LTD. All rights reserved.
TOP