@@ -573,7 +573,7 @@ GEMINI_API_KEY=AI... # Get free key at https://makersuite.google.com/app/apikey
573573```
574574
575575** Supported Models:**
576- - ` gemini-embedding-001 ` (1536 dims, ** recommended** )
576+ - ` gemini-embedding-001 ` (768 dims, ** recommended** )
577577- ` models/text-embedding-004 ` (768 dims)
578578
579579### OpenAI (Alternative)
@@ -827,7 +827,7 @@ python scripts/benchmark.py --num-docs 1 --backends pgvector --embedding-provide
827827python scripts/benchmark.py --num-docs 10
828828
829829# Step 3: Production benchmark with 1000 docs (30-60 minutes)
830- python scripts/benchmark.py --num-docs 1000 --output benchmark_full .md
830+ python scripts/benchmark.py --num-docs 1000 --output benchmark .md
831831```
832832
833833### Output
@@ -946,11 +946,11 @@ results = engine.search("query", limit=10)
946946
947947```
948948┌─────────────────────────────────────────────────────────────┐
949- │ VectorEngine │
949+ │ VectorEngine │
950950│ (Unified API, automatic embedding, flexible input) │
951951└───────────────────┬──────────────────┬──────────────────────┘
952952 │ │
953- ┌───────────▼──────────┐ ┌───▼─ ─────────────────┐
953+ ┌───────────▼──────────┐ ┌───-▼ ─────────────────┐
954954 │ EmbeddingAdapter │ │ VectorDBAdapter │
955955 │ (OpenAI, Gemini) │ │ (Astra, Chroma...) │
956956 └──────────────────────┘ └──────────┬───────────┘
@@ -981,7 +981,7 @@ VectorDocument Results
981981
982982## Roadmap
983983
984- - [ ] ** v1.0 Stable Release**
984+ - [x ] ** v1.0 Stable Release**
985985 - API freeze and backwards compatibility guarantee
986986 - Production-ready documentation
987987 - Performance benchmarks
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