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Show HN: A luma dependent chroma compression algorithm (image compression)

https://www.bitsnbites.eu/a-spatial-domain-variable-block-size-luma-dependent-chroma-compression-...
28•mbitsnbites•3d ago•2 comments

Show HN: I saw this cool navigation reveal, so I made a simple HTML+CSS version

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53•momciloo•7h ago•10 comments

Show HN: Look Ma, No Linux: Shell, App Installer, Vi, Cc on ESP32-S3 / BreezyBox

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294•isitcontent•1d ago•39 comments

Show HN: Kappal – CLI to Run Docker Compose YML on Kubernetes for Local Dev

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44•sandGorgon•2d ago•20 comments

Show HN: Django-rclone: Database and media backups for Django, powered by rclone

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362•eljojo•1d ago•218 comments

Show HN: I spent 4 years building a UI design tool with only the features I use

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374•vecti•1d ago•171 comments

Show HN: Witnessd – Prove human authorship via hardware-bound jitter seals

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Show HN: Smooth CLI – Token-efficient browser for AI agents

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Show HN: Artifact Keeper – Open-Source Artifactory/Nexus Alternative in Rust

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156•bsgeraci•1d ago•65 comments

Show HN: BioTradingArena – Benchmark for LLMs to predict biotech stock movements

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29•dchu17•1d ago•12 comments

Show HN: I built a <400ms latency voice agent that runs on a 4gb vram GTX 1650"

https://github.com/pheonix-delta/axiom-voice-agent
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Show HN: Slack CLI for Agents

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55•nwparker•2d ago•12 comments

Show HN: Stacky – certain block game clone

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3•Keyframe•7h ago•0 comments

Show HN: A toy compiler I built in high school (runs in browser)

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Show HN: Gigacode – Use OpenCode's UI with Claude Code/Codex/Amp

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Show HN: ARM64 Android Dev Kit

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18•denuoweb•2d ago•2 comments

Show HN: Env-shelf – Open-source desktop app to manage .env files

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173•vkazanov•2d ago•49 comments

Show HN: MCP App to play backgammon with your LLM

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Show HN: Horizons – OSS agent execution engine

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Show HN: Daily-updated database of malicious browser extensions

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14•toborrm9•1d ago•8 comments

Show HN: I'm 75, building an OSS Virtual Protest Protocol for digital activism

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9•sakanakana00•12h ago•2 comments

Show HN: I built Divvy to split restaurant bills from a photo

https://divvyai.app/
3•pieterdy•12h ago•1 comments

Show HN: Falcon's Eye (isometric NetHack) running in the browser via WebAssembly

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7•rahuljaguste•1d ago•1 comments

Show HN: Local task classifier and dispatcher on RTX 3080

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25•Shubham_Amb•2d ago•2 comments

Show HN: Slop News – HN front page now, but it's all slop

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22•keepamovin•18h ago•6 comments
Open in hackernews

Show HN: Pyproc – Call Python from Go Without CGO or Microservices

https://github.com/YuminosukeSato/pyproc
40•acc_10000•4mo ago
Hi HN!I built *pyproc* to let Go services call Python like a local function — *no CGO and no separate microservice*. It runs a pool of Python worker processes and talks over *Unix Domain Sockets* on the same host/pod, so you get low overhead, process isolation, and parallelism beyond the GIL.

*Why this exists*

* Keep your Go service, reuse Python/NumPy/pandas/PyTorch/scikit-learn. * Avoid network hops, service discovery, and ops burden of a separate Python service.

*Quick try (\~5 minutes)*

Go (app):

``` go get github.com/YuminosukeSato/pyproc@latest ```

Python (worker):

``` pip install pyproc-worker ```

Minimal worker (Python):

``` from pyproc_worker import expose, run_worker @expose def predict(req): return {"result": req["value"] * 2} if __name__ == "__main__": run_worker() ```

Call from Go:

``` import ( "context" "fmt" "github.com/YuminosukeSato/pyproc/pkg/pyproc" ) func main() { pool, _ := pyproc.NewPool(pyproc.PoolOptions{ Config: pyproc.PoolConfig{Workers: 4, MaxInFlight: 10}, WorkerConfig: pyproc.WorkerConfig{SocketPath: "/tmp/pyproc.sock", PythonExec: "python3", WorkerScript: "worker.py"}, }, nil) _ = pool.Start(context.Background()) defer pool.Shutdown(context.Background()) var out map[string]any _ = pool.Call(context.Background(), "predict", map[string]any{"value": 42}, &out) fmt.Println(out["result"]) // 84 } ```

*Scope / limits*

* Same-host/pod only (UDS). Linux/macOS supported; Windows named pipes not yet. * Best for request/response payloads ≲ \~100 KB JSON; GPU orchestration and cross-host serving are out of scope.

*Benchmarks (indicative)*

* Local M1, simple JSON: \~*45µs p50* and *\~200k req/s* with 8 workers. Your numbers will vary.

*What’s included*

* Pure Go client (no CGO), Python worker lib, pool, health checks, graceful restarts, and examples.

*Docs & code*

* README, design/ops/security docs, pkg.go.dev: [https://github.com/YuminosukeSato/pyproc](https://github.com/YuminosukeSato/pyproc)

*License*

* Apache-2.0. Current release: v0.2.x.

*Feedback welcome*

* API ergonomics, failure modes under load, and priorities for codecs/transports (e.g., Arrow IPC, gRPC-over-UDS).

---

Source for details: project README and docs. ([github.com][1])

[1]: https://github.com/YuminosukeSato/pyproc "GitHub - YuminosukeSato/pyproc: Call Python from Go without CGO or microservices - Unix domain socket based IPC for ML inference and data processin"

Comments

spicypixel•4mo ago
I wish python had proper sandbox configuration. This would be great for user defined scripts but only if I could disable filesystem and network syscalls for the user defined code.
iberator•4mo ago
chroot ? :)
remix2000•4mo ago
Pretty sure chroot is not an isolation method, it's way too easy to bypass when used as such
darkvertex•4mo ago
This uses UDS (Unix Domain Sockets) to communicate, which are file-like and can be mounted from the host filesystem inside a container.

As long as the socket is writable, the rest of the filesystem(s) don't have to be. Same goes for the networking, which can be very isolated and restricted.

It should be possible to do what you want.

rirze•4mo ago
You could use starlark but I don't have context for what you're using Python for specifically. Starlark has stronger hermetic guarantee.
koushikn•4mo ago
Hashicorp has go-plugin: https://github.com/hashicorp/go-plugin. It does similar with support for net/rpc and grpc. With grpc, you could have the external process in Python. Unix domain sockets and TCP are supported. The framework handles spawning the process and managing it. It is used extensively within hashicorp's products - nomad, packer etc.
rubenvanwyk•4mo ago
Hopefully we can write an Airflow replacement using this.
mpweiher•4mo ago
How is "running a pool of Python worker processes" different from having a microservice?
mountainriver•4mo ago
One of the main reasons I switched to Rust, awesome work!

But now that I mostly code in Rust I don’t think I’ll be returning to Go, it’s a fun language but very limited