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Dhi

520x faster data validation for Python, 77x faster for TypeScript

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Hi HN! I built dhi, a data validation library that uses Zig to compile to both native C (Python) and SIMD WASM (TypeScript).Key points: - Drop-in API compatibility with Pydantic (Python) and Zod (TypeScript) - Python: 24.9M validations/sec (520x faster than Pydantic V2) - TypeScript: up to 77x faster than Zod on invalid data - 28KB WASM bundle, zero JS runtime overheadI'd love feedback on the API surface, benchmarks, and real-world integration pain points. If you're curious, the repo has full benchmarks and examples.

HN · launched Jan 26, 2026 · 5 upvotes (top 90%) · 0 views

Niche: data and schema validation tools · 56 launches, 2 in the last 7 days ▼ -75% · Explore this niche →

Category and tags

  • Horizontal
  • Dev tools
  • Developer
  • Not AI
  • Hobby / open-source project

Visit website ↗ Source listing ↗

Could you build this?

No Developing an ultra-high-performance data validation library in Zig utilizing manual SIMD vectorization and custom bindings for Python (C-API) and TypeScript (WASM) requires advanced systems programming and performance engineering.

What it would actually take: The project requires writing low-level parsing and validation routines in Zig, taking explicit advantage of SIMD vector intrinsics (AVX2/NEON) to process byte streams and JSON data in parallel. It must implement custom C-Python extension bindings without intermediate overhead and compile to compact WebAssembly with SIMD support for V8/JavaScript runtimes. Achieving 500x speedups over Pydantic v2 requires deep knowledge of compiler optimizations, CPU cache hierarchies, memory alignment, and language runtime ABIs.

Discussion

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Competitors

Other products that read as similar to this one : 138 launches clear the similarity bar, closest 8 shown.

Attention rank: #135 of 139 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 83 days after the earliest competitor.

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