real-time-retrieval
A simple CDC pipeline for IVF and dense vector indexing, powers BM25 and vector search queries with RRF, benchmarks reflection latency and query performance.
Details
- External ID
- 1367338814
- Source
- GITHUB
- Company
- —
- Product
- real-time-retrieval
- Website domain
- github.com
- Launched
- Sept. 12, 2026
- Cohort
- —
- Upvotes
- 8
- Upvotes percentile
- 0.14514476044068664
- Tags
- —
- Fetched at
- Sept. 16, 2026, 5:02 p.m.
- Updated at
- Sept. 16, 2026, 5:02 p.m.
Enrichment
- Theme
- low-level systems and developer tools
- Vertical
- Horizontal
- Function
- Data infrastructure
- Audience
- Developer
- AI stance
- AI feature
- Project type
- Hobby / open-source project
- Normalized one-liner
- cdc pipeline and hybrid search indexer for real-time retrieval
- Manually corrected
- False
Could you build this?
Partial While wrapping SQLite or Qdrant with basic RRF is simple, building a performant, low-latency CDC pipeline directly to IVF/vector indices with reliable reflection benchmarking requires specialized knowledge in stream processing and vector search internals.
What it would actually take: A production implementation requires a Change Data Capture engine (e.g., Debezium or direct WAL tailing) streaming through a low-latency bus like Kafka or Redpanda into an indexing worker. The worker manages dynamic updates to IVF/HNSW clusters without blocking read traffic, coupled with BM25 inverted index updates and Reciprocal Rank Fusion (RRF). Implementing this with sub-millisecond reflection latency requires systems programming expertise (C++/Rust/Go) and deep understanding of indexing data structures under write pressure.
Competitors
Other products that read as similar to this one — 504 launches clear the similarity bar, closest 8 shown.
Attention rank: #345 of 505 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 317 days after the earliest competitor.
- genpark-inverted-file-ivf-centroid-clusterer-skill · github · 2026-09-29 · 7 upvotes · similarity 0.69
- genpark-vector-similarity-exact-and-topk-heap-selector-skill · github · 2026-09-29 · 7 upvotes · similarity 0.58
- NanoVector · hn · 2026-09-11 · 10 upvotes · similarity 0.56
- IndexFlow · hn · 2026-08-28 · 22 upvotes · similarity 0.54
- quiver-ae · github · 2026-09-23 · 23 upvotes · similarity 0.54
- TurboQuant for vector search · hn · 2026-03-29 · 89 upvotes · similarity 0.54
- SatoriDB · hn · 2025-12-30 · 5 upvotes · similarity 0.50
- genpark-adaptive-retrieval-router-skill · github · 2026-09-29 · 7 upvotes · similarity 0.49
Other launches for this product
- No other launches for this product.
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