Rampart on CoreML
Details
- External ID
- 48733651
- Source
- HN
- Company
- —
- Product
- Rampart on CoreML
- Website domain
- github.com
- Launched
- June 30, 2026
- Cohort
- —
- Upvotes
- 6
- Upvotes percentile
- 0.31420765027322406
- Tags
- —
- Fetched at
- Sept. 7, 2026, 9:26 p.m.
- Updated at
- Sept. 7, 2026, 9:26 p.m.
Description
CoreML implementation of National Design Studio's Rampart PII detection model + Swift package
Enrichment
- Theme
- gpu compute and acceleration tools
- Vertical
- Security
- Function
- Model & infra
- Audience
- Developer
- AI stance
- AI feature
- Project type
- Commercial product
- Normalized one-liner
- rampart on coreml
- Manually corrected
- False
Could you build this?
Partial Creating a Swift wrapper is straightforward, but converting a machine learning model to Apple's CoreML format while maintaining accuracy, tokenization parity, and hardware acceleration requires ML conversion expertise.
What it would actually take: Requires using Apple's coremltools to convert PyTorch/HuggingFace tokenizers and Transformer backbones into .mlpackage format, managing custom ops and quantization (e.g., int8/int4 weights via MIL). The hardest aspect is porting custom subword tokenizers to pure Swift or CoreML-compatible layers and ensuring tensor operations execute cleanly across Apple Neural Engine (ANE) without fallback CPU bottlenecks.
Discussion
2 comments analyzed.
Concerns raised: High LLM costs for entity stripping
Competitors
Other products that read as similar to this one — 922 launches clear the similarity bar, closest 8 shown.
Attention rank: #607 of 923 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 242 days after the earliest competitor.
- mysticgsi · github · 2026-09-25 · 182 upvotes · similarity 0.48
- Portview · hn · 2026-02-10 · 21 upvotes · similarity 0.48
- Pie · github · 2026-09-15 · 58 upvotes · similarity 0.47
- AX · github · 2026-09-22 · 14 upvotes · similarity 0.47
- Zumly · hn · 2026-04-03 · 5 upvotes · similarity 0.46
- Edge-Center · github · 2026-09-22 · 25 upvotes · similarity 0.46
- moegpi · github · 2026-09-16 · 11 upvotes · similarity 0.46
- TIRx-kernels · github · 2026-09-29 · 16 upvotes · similarity 0.46
Other launches for this product
- No other launches for this product.
Same idea, different domain
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