How a request is handled
1
Decomposition
Complex requests are broken into smaller, well-defined sub-tasks. For example, a research request can be split into source discovery, filtering, extraction, and comparison.
2
Planning
Chamelio determines the most effective way to execute each sub-task, including which model to use, which data sources to draw on, and the order of the steps.
3
Execution
Each step runs with the models and tools best suited to it. This may involve querying external sources, analyzing documents, or applying legal reasoning.
4
Synthesis
The outputs of all steps are consolidated into a single, coherent response.
Why it matters
Accuracy and consistency
Smaller, well-defined steps reduce compounding errors on complex requests
Multi-source analysis
Combine information from your documents, the conversation, and external sources reliably
Transparency
Reasoning and planned actions are exposed where applicable, so you can see how conclusions were reached
Related topics
Web Agent Context
How the context window shapes what the Web Agent can evaluate at once
Agent Advanced Features
Multi-modal input, intelligent processing, and output formats