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[WIP] Add plan generation and recommendation engine#60

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copilot/feat-advice-plan-generation
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[WIP] Add plan generation and recommendation engine#60
Copilot wants to merge 1 commit intomainfrom
copilot/feat-advice-plan-generation

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Copilot AI commented Mar 22, 2026

Thanks for assigning this issue to me. I'm starting to work on it and will keep this PR's description up to date as I form a plan and make progress.

Original prompt

This section details on the original issue you should resolve

<issue_title>feat(advice): plan generation and recommendation engine</issue_title>
<issue_description>## Summary
Build packages/advice — sits above analytics, generates actionable financial recommendations.

Owns

  • Plan generation: Create financial plans from current state + goals
  • Recommendation ranking: Prioritize actions by impact and feasibility
  • Scenario comparisons: "What if I cancel Netflix + Spotify? What if I pay extra on mortgage?"
  • Plain-language summaries: Human-readable explanations of financial state

Principles

  • Advice is always grounded in deterministic analytics — never hallucinated
  • LLM summarization (via ai-providers) is optional — summaries work without it
  • Recommendations include expected impact in dollars and timeline
  • No investment advice in Phase 1 — focus on spending/debt/savings

Example Output

Recommendation: Cancel unused subscriptions
Impact: Save $47/month ($564/year)
Items: Hulu ($18), Adobe CC ($23), Audible ($6) — unused 90+ days
Confidence: High (based on zero usage transactions)

Acceptance

  • Generates spending reduction recommendations from analytics
  • Scenario comparison shows dollar impact
  • Summaries are plain language, not financial jargon
  • Works without AI provider configured (deterministic mode)</issue_description>

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@kayodebristol
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Closing this PR to enforce the 1-PR-per-repo rule. Only one Copilot PR is allowed per repository at a time. The oldest PR (#48) will be kept active.

Copilot stopped work on behalf of kayodebristol due to an error March 22, 2026 23:32
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feat(advice): plan generation and recommendation engine

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