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Bge M3
by Libertai
CLOSEDHOSTEDAPIPAID
RANKED #228 OF 316 ASSISTANTS · OVERALL #345 OF 493 RANKED · VIBE SCORE 5.6 · 464 VOICES ·
COPY BADGE pastes a README snippet with the rank SVG.
Bge M3 from Libertai.
HAPPY8.0
36 mentions
SAD7.0
13 mentions
VIBE TRAJECTORY
26 weeks · 449 voices in this window
HONEYMOON FADING
Early praise is cooling off in recent weeks.
WHAT THE INTERNET SAYS
People are mostly frustrated with Bge M3 right now.
416 POSTS · 48 COMMENTS · GITHUB · DEV.TO · DEV FORUMS · REDDIT · LEMMY · BLUESKY
PEOPLE LOVE
- No fan mail yet. The crowd is still warming up.
PEOPLE COMPLAIN ABOUT
- Outages, errors, or limits get in the way (4 mentions)
TOPIC BY TOPIC
- Working when you need itA SORE SPOT
0 thumbs up · 4 thumbs down
LOOKING FOR AN ALTERNATIVE?
Other models the crowd has fully reviewed, starting with text models like this one.
Muse Spark 1.3
DeepSeek V4 Flash> SOURCES (12)
- REDDIT · 2026-03-15 · 107 UPVOTESI built an open-source RAG system that actually understands images, tables, and document structure — not just text chunks
I built an open-source RAG system that actually understands images, tables, and document structure — not just text chunks
- REDDIT · 2026-01-22 · 103 UPVOTESFine-tuning Embedding models in Unsloth!
Fine-tuning Embedding models in Unsloth!
- REDDIT · 2026-07-21 · 61 UPVOTESBest embedding model for indexing ~17,000 scientific PDFs for a RAG system in 2026?
Best embedding model for indexing ~17,000 scientific PDFs for a RAG system in 2026?
- REDDIT · 2026-01-14 · 49 UPVOTESRAG at scale still underperforming for large policy/legal docs – what actually works in production?
RAG at scale still underperforming for large policy/legal docs – what actually works in production?
- REDDIT · 2026-04-09 · 37 UPVOTESStop Fine-Tuning Embedding Models Right Away. Run This Checklist First. Saved Me Weeks
Stop Fine-Tuning Embedding Models Right Away. Run This Checklist First. Saved Me Weeks
- REDDIT · 2026-04-12 · 32 UPVOTESHybrid search (BM25 + vectors + RRF) barely improved over pure semantic on 600 technical docs. What am I missing?
Hybrid search (BM25 + vectors + RRF) barely improved over pure semantic on 600 technical docs. What am I missing?
- BLUESKY · 2026-10-06 · 29 UPVOTESWith all the other news today (Mistral 4, local Qwen 3.8 Next Flash) this kind of got missed. In process of migrating a
With all the other news today (Mistral 4, local Qwen 3.8 Next Flash) this kind of got missed. In process of migrating a
- REDDIT · 2025-08-14 · 28 UPVOTESLegal RAG issues
Legal RAG issues
- REDDIT · 2026-01-25 · 28 UPVOTESLooking for testers: 100% local RAG system with one-command setup
Looking for testers: 100% local RAG system with one-command setup
- REDDIT · 2026-04-25 · 28 UPVOTESGraph RAG: anyone actually scaled it past a few thousand docs in production?
Graph RAG: anyone actually scaled it past a few thousand docs in production?
- REDDIT · 2026-01-14 · 26 UPVOTESOpen WebUI RAG at scale still underperforming for large policy/legal docs – what actually works in production?
Open WebUI RAG at scale still underperforming for large policy/legal docs – what actually works in production?
- REDDIT · 2025-11-16 · 25 UPVOTESFully offline multi-modal RAG for NASA Life Sciences PDFs + images + audio + knowledge graphs – best 2025 local stack?
Fully offline multi-modal RAG for NASA Life Sciences PDFs + images + audio + knowledge graphs – best 2025 local stack?