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jason liu
independent ai consultant, a16z scout, creator of instructor
prev. @stitchfix @meta
I see the windsurf marketing team in this.

Cognition20 tuntia sitten
MCP is here! You can now give Devin access to your favorite servers via the MCP Marketplace. Think Datadog, Linear, Sentry, Figma, and thousands more.
Demos from our team + getting started 👇
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jason liu kirjasi uudelleen
GLiClass-V3: A family of encoder-only models that match or exceed DeBERTa-v3-Large in zero-shot accuracy, while delivering up to 50× faster inference.
Core Design:
- Single-pass inference: No cross-encoder pairing needed. One forward pass handles all labels.
- LoRA adapters: Fine-tuned on logic tasks (e.g., Formal Logic Reasoning, Commonsense QA) for symbolic generalization without catastrophic forgetting.
- Edge-ready: gliclass-edge-v3.0 hits 97 ex/s on A6000, ideal for mobile and IoT
GLiClass-V3 variants (gliclass-*):
(Built on DeBERTa, ModernBERT, and Ettin for edge deployment)
- large-v3.0: 70.0% avg F1 (best)
- base-v3.0: 65.6%
- modern-large: 60.8%
- edge-v3.0: 48.7% (fastest, Ettin-based)
- x-base: 57% F1 (EN), 42% (multilingual) for robust multilingual zero-shot generalization
Benchmarks (zero-shot, no fine-tuning):
- CR, SST2, IMDb: ~0.93–0.94 F1
- Outperforms GLiClass-v2 and cross-encoders (e.g., DeBERTa-v3-Large, RoBERTa)
- Scales to 128+ labels with massive speedup (DeBERTa-Large: 0.25 ex/s vs GLiClass: 82.6)
Use cases:
- Multi-label classification (e.g., topic, sentiment, spam)
- RAG reranking
- Privacy-safe on-device NLP
Built on DeBERTa and ModernBERT. Fully open-source.
pip install gliclass


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🇺🇸
Today is a day we have been working towards for six months. We are announcing America’s AI action plan putting us on the road to continued AI dominance.
The three core themes:
- Accelerate AI innovation
- Build American AI infrastructure
- Lead in international AI diplomacy and security.
It’s a long document (!) and I highly encourage you read it.
There is a lot of exciting actions in here but one I’m very partial to is the focus on open source and open weights and making sure the U.S. leads in this critical area.
This represents the work of many many people but I want to particularly highlight @DavidSacks @mkratsios47 and the person who has spent the most time and sweat and effort on this : @deanwball
Personally, this is an effort I’ve been incredibly proud to have been a part of and why I signed up for this job. I’m confident this and the other announcements today put us on the road to AI dominance as called for by President Trump.

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