Unstable Reasoning
Complex plans need models that can recover when a step changes the task.
Agentic systems
Agentic Systems for Planning and Execution
Coordinate models for workflows that plan, call tools, evaluate results, and continue until the job is done.
Problem
Agents Break When Workflows Get Real
Production agents need dependable model routing, bounded cost, and enough observability to debug long-running tasks.
Hidden Costs
Long tool loops can become expensive without deliberate routing choices.
Low Visibility
Teams need a clear way to inspect model behavior across every step.
Solution
Model Routing for Multi-Step Work
Use fast models for routine steps, stronger models for planning, and a consistent API across the whole agent loop.
Planning Loops
Break large goals into ordered steps with explicit model choices.
Tool Execution
Run structured tool calls and summarize outputs into the next step.
State Retrieval
Keep agents grounded in recent decisions, docs, and task context.
Cost Controls
Tune model selection by difficulty, latency target, and budget.
Model library
Production-ready models for Agentic Systems
Compare fast, capable models through one Routera account and promote the right route when your workflow is ready.
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