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Description
Problem
When running multi-agent workflows, developers have no visibility into how much of each agent's context window is consumed. Context overflow is flagged as RISK-008 in the conductor design docs, but the dashboard doesn't show utilization.
Agents can silently hit context limits and degrade — especially during longer workflows with context accumulation mode, iterative loops, or parallel research patterns.
Proposed Solution
Show real-time context window percentage on the web dashboard:
- Agent node: Progress bar (green <70%, amber 70-89%, red 90%+, pulse at 100%)
- Detail panel: Context row in MetadataGrid (e.g., \17,862 / 200,000 (8.9%))
- Backend: Model context window lookup tables for Claude and Copilot providers
- Events: New \context_window_used\ and \context_window_max\ fields on agent lifecycle events
Implementation
PR: #56
Addresses
- RISK-008: Context token overflow (from \docs/projects/initial-implementation/copilot-conductor.design.md)
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