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@@ -287,12 +287,4 @@ V3 focuses on hardening:
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- Expanded end-to-end tests
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- Portfolio/demo polish
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## Resume-Aligned Engineering Highlights
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- Built a typed full-stack decision platform with Next.js, FastAPI, PostgreSQL, Redis, Docker, and GitHub Actions.
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- Implemented structured search over normalized school tables with SQLAlchemy repositories, parameterized queries, pagination, and indexed fields.
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- Developed a deterministic, versioned ranking engine with category scores, confidence, hard constraints, reason codes, and stable ordering.
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- Added Redis cache-aside for search, profile, and ranking responses with versioned keys, TTL policy, fallback behavior, and tests proving repeated calls avoid repository work.
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- Designed V1 product workflows across onboarding, search, school profiles, saved schools, and comparison while keeping data limitations visible.
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See [tasks.md](tasks.md) for the working implementation tracker. The recommended next step is **V2.1 Data ingestion pipeline**.

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