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Agent review: hardcoded 128000 is wrong for Claude (200k), Gemini (1M), and smaller models (8k-32k). Added a lookup table keyed by model name substring covering major families with 128k fallback. TODO comment for fetching exact values from server. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>