Feature/outerbounds design system update#3
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Agent that: - Critiques the business value of current ML task - Identifies gaps in evaluation methodology - Proposes evolution paths toward practical value - Provides implementation guidance for improvements Uses opus model for deeper analysis and web search for industry context. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
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Removed unused functions that were leftover from earlier development iterations: - model.py: config_from_annotations(), predict_fresh() - eval.py: compare_models() - cards.py: historical_metrics_chart() - data.py: get_top_movers() All flows (Ingest, BuildDataset, Train, Evaluate, Promote) verified working. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
- Add complete color scales (green, yellow, purple, red, blue) - Update variable naming to match official spec - Add GT America font family with system fallbacks - Update background to sand-100 per design system
EvaluateDetectorFlow: - Add explicit None checks for Config.get() which may return None in some Metaflow runtime environments even when key exists - Ensures eval_data_source defaults to "eval_holdout" reliably BuildDatasetFlow: - Add validation after temporal split to fail early if training set would be empty (all data in holdout period) - Add warning when training samples < 100 - Prevents downstream TrainDetectorFlow from failing with cryptic sklearn "Expected 2D array, got 1D array" error 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Use hosted Outerbounds logo from docs.outerbounds.com - Add Lock Y Axes checkbox to card comparison modal - Improve compare modal header styling with sand background - Clean up trailing whitespace in CSS variables 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Add lag feature imputation with forward-fill within configurable limits - Add minimum history requirement per coin (filter coins with <6 snapshots) - Add log transform for skewed features (market_cap_to_volume) - Add gap detection flag for temporal discontinuities - Add outlier clipping beyond N standard deviations - Add inspect_datasets.py script for cross-branch dataset comparison - Enable [dev-assets] config to read from main branch during local dev - Document cross-branch data access workflow in README 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
🚧 crypto_anomaly updated!🗂️ Project:
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…oard Added reload_metaflow_config() that refreshes the Outerbounds auth token every 30 minutes to prevent auth timeouts in long-running dashboard processes. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
🚧 crypto_anomaly updated!🗂️ Project:
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