9a424dcd34e7f2606b48bd35b2e16932aefc60d2
The chat usage badge was hardcoded to ~8K-token Ollama defaults (`CONTEXT_BUDGET_CHARS = 24_000`), which made every Fireworks session look 150%+ full after a few hops even though models like Kimi-K2 carry 256K context windows. Now the budget is selected per-provider: - Ollama → 24K chars (~8K tok), unchanged - Fireworks → 384K chars (~128K tok), a safe floor for the smallest Fireworks chat models (qwen2.5-coder 32K) while not stuffing the bar for the larger ones Auto-compact thresholds and the % badge both read this back from the backend, so they now scale correctly when the user switches providers.
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