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Xing4.0-29B-Intent

Xing4.0-29B-Intent - schema-guided intent recognition and structured information extraction (intent and slot filling, entity, relation and event extraction). A 29B MoE with 4B activated parameters, Apache-2.0.

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GITHUB · launched Oct 17, 2026 · 16 upvotes (top 71%) · 0 views

Niche: large language models · 191 launches, 4 in the last 7 days ▼ -33% · Explore this niche →

Category and tags

  • Horizontal
  • Model & infra
  • Developer
  • AI-native
  • Hobby / open-source project
  • information-extraction
  • intent-recognition
  • llm
  • moe
  • nlp
  • schema-guided

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Could you build this?

No The product is a 29B-parameter mixture-of-experts model for schema-guided extraction. Its value is in the trained weights, not the interface, so a solo builder cannot reproduce it by vibe coding.

What it would actually take: Building an equivalent means pretraining or fine-tuning a large MoE model on large, carefully labeled schema-guided extraction datasets, plus evaluation harnesses and inference serving. This requires ML research engineers, substantial GPU compute, and curated data. Using an existing open base model with fine-tuning would narrow the gap, but still needs real data and training expertise.

Competitors

Other products that read as similar to this one : 10 launches clear the similarity bar, closest 8 shown.

Attention rank: #10 of 11 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 185 days after the earliest competitor.

  • Xing4.0-29B-A4B · github · 2026-09-17 · 81 upvotes · similarity 0.46
  • Intent · ph · 2026-04-15 · 356 upvotes · similarity 0.41
  • DaizLab · ph · 2026-11-12 · 2 upvotes · similarity 0.35
  • ai4data-class · github · 2026-09-22 · 17 upvotes · similarity 0.33
  • IntentCoverage · ph · 2026-09-18 · 1 upvotes · similarity 0.33
  • clarify-intent · github · 2026-09-18 · 26 upvotes · similarity 0.32
  • IntentX · github · 2026-09-24 · 52 upvotes · similarity 0.32
  • xingyao-y-code · github · 2026-11-11 · 25 upvotes · similarity 0.31

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.