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- LLM-based finding dedup: fast-path deterministic (title+endpoint, CWE+endpoint) + LLM semantic judge for fuzzy cases - Progressive budget warnings at 70/85/95% with stop-new-agents gate at 95% - Token tracking on ModelPool (record_tokens on every completion, set_token_limit from budget config) - Agent lifecycle nudge: retry failed agents up to 3x with progressively simplified prompts - Image budget enforcement: cap base64 screenshots in prompts, strip-all for recovery - Run snapshot/resume: persist RunSnapshot to workdir, skip already-completed agents on resume - 21 unit tests for all new features (500 total pass)