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"Be horse."

a diffusion language model on an M2 Air

Details

External ID
47962008
Source
HN
Company
—
Product
"Be horse."
Website domain
boesch.dev
Launched
April 30, 2026
Cohort
—
Upvotes
10
Upvotes percentile
0.5919023136246787
Tags
—
Fetched at
Sept. 7, 2026, 9:26 p.m.
Updated at
Sept. 7, 2026, 9:26 p.m.

Description

Be horse.

Enrichment

Theme
voice AI agents and infrastructure
Vertical
Horizontal
Function
Model & infra
Audience
Developer
AI stance
AI-native
Project type
Hobby / open-source project
Normalized one-liner
diffusion language model for mac
Manually corrected
False

Could you build this?

No Designing and training a diffusion language model from scratch requires deep theoretical machine learning knowledge in discrete diffusion mathematics, masking schedules, and PyTorch training loops.

What it would actually take: The project involves implementing a discrete diffusion/mask-predict architecture (such as MDLM or Bit-Diffusion) in PyTorch, handling custom tokenization, forward noise corruption schedules, cross-entropy diffusion loss, and iterative reverse sampling routines optimized for Apple Silicon MPS. The hard part is the underlying statistical ML mathematics and training stability of non-autoregressive discrete diffusion models. This requires specialized deep learning research and implementation expertise.

Discussion

2 comments analyzed.

Feature requests: Test with BPE (Byte-Pair Encodings) tokenization, Test with word tokens instead of current tokenization

Competitors

Other products that read as similar to this one — 1546 launches clear the similarity bar, closest 8 shown.

Attention rank: #601 of 1547 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 183 days after the earliest competitor.

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