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Ovidiu U fb4c413926 feat: add generateLlmPredictionWithContext with web search geopolitical context 
- New method uses web_search_20260209 server-side tool so Claude fetches
  48h of oil/geopolitical news autonomously before predicting direction
- Prompt uses raw prices only — no pre-computed EWMA indicators
- pause_turn loop handles server-side search continuation (up to 5 iters)
- generatePrediction() now tries context method first, falls back to
  generateLlmPrediction(), then EWMA
- Default model updated to claude-sonnet-4-6

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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.claude
feat: add Filament admin panel with migrations and design spec
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.github/workflows
init
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app
feat: add generateLlmPredictionWithContext with web search geopolitical context
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bootstrap
feat: add Filament admin panel with migrations and design spec
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config
feat: add generateLlmPredictionWithContext with web search geopolitical context
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database
feat: add UserResource with is_admin toggle and delete
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docs/superpowers
feat: add Filament admin panel with migrations and design spec
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public
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resources
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routes
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storage
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tests
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.editorconfig
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.mcp.json
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artisan
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boost.json
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CLAUDE.md
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code-style.md
Add comprehensive project documentation and architecture guidelines
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composer.json
feat: add Filament admin panel with migrations and design spec
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composer.lock
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README.md
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