Nicheloom visits: 58,094 all-time · 7,637 in the last 7 days

The opportunity tracker for new startups.

Today: 1,953 launches · Niche of the day: specialized calculation tools · See what launched today →

microgpt

A from-scratch, dependency-free GPT implementation in pure NumPy: byte-level tokenizer, multi-head self-attention, Adam trainer, and top-k sampler.

Get picks like this daily. Today's launch numbers, the top launches, AI and tech news, and a daily opportunity pick, straight to your inbox.

Want to reach these readers? Sponsor an issue.

GITHUB · launched Nov 5, 2026 · 51 upvotes (top 62%) · 0 views

Niche: transformer model development tools · 17 launches, 0 in the last 7 days · Explore this niche →

Category and tags

  • Horizontal
  • Model & infra
  • Developer
  • AI-native
  • Hobby / open-source project
  • attention
  • deep-learning
  • from-scratch
  • gpt
  • language-model
  • llm
  • +4 more

Visit website ↗ Source listing ↗

Could you build this?

Yes This is a from-scratch educational GPT in NumPy with a byte-level tokenizer, attention, an Adam trainer and sampling. It is a well-documented architecture that an AI assistant can write and debug.

Competitors

Other products that read as similar to this one : 3393 launches clear the similarity bar, closest 8 shown.

Attention rank: #2026 of 3394 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 370 days after the earliest competitor.

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.