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Requisites change while you iterate: Lessons I learned from building a concurrent DevOps tool for automatically triggering GitHub workflows
I learned a lot of things by building a project from scratch: a backend DevOps tool that facilitates managing the fast update cycle in git dependencies. Overall, the system works by running two concurrent tasks: one to check dependencies, and the other to trigger workflows. When a dependency is updated, a workflow of the dependent GitHub repository is triggered. Initially, to pass data between tasks, I used an MPSC channel, but subsequently I transitioned to a database-backed queue because the channel was not resilient enough to crashes and network errors. In the article you can find more examples of unexpected quirks that I needed to iron out after the first iteration. submitted by /u/nilirad [link] [留言]
Show HN: Production-grade LangGraph template
Show HN: Fast NF4 dequantization Triton kernel (1.41x faster than bitsandbytes)
"I wanted to see if I could optimize the dequantization bottleneck during 4-bit LLM inference. By writing a custom kernel in Triton to optimize memory access patterns, I managed to get up to a 1.41x speedup over the standard bitsandbytes implementation. Check out the source code and benchmarks, feedback is highly appreciated!"
Ask HN: Is it just me, or is software buggier across the board?
I feel like I’m going crazy, I’ve been hitting the strangest bugs across all my devices in the last 6 months. Is anyone else experiencing this too?
European Court: Apple Can Not Shirk Off Its Interoperability Requirements
Show HN: Aict – Unix coreutils that output XML/JSON, built for AI agents
Scientists Found Gold in the Most Ironic Place Possible
Hire for Agency
Show HN: Goku – WASM (wllama)-powered LLM inference and model manager
Talk: The Art of Braiding Algorithms
Show HN: Running server scripts from smartphone via SSH
I've added Remote Runbooks to RebootX, a mobile app for managing cloud and on-prem infrastructure, available on iOS and Android (freemium). The idea is simple: when PagerDuty wakes you up, many incidents boil down to executing the same sequence of SSH commands or operational steps. Instead of opening a laptop, you can execute a predefined runbook directly from your phone. Very usefyl when you're on the go. The scripts are retrieved from the server at `/usr/local/sbin/rebootx/runbooks`, also via
We compiled our TypeScript parser to WASM
submitted by /u/TheSwedeheart [link] [留言]
We compiled our TypeScript parser to WASM
Mysteries of Telegram Data Centers
The Three-Second Theft: Why AI Voice Fraud Outruns Every Defence
NeuroVidz
See how a brain reacts to your clip Discussion | Link
Microsoft Confirms Windows GDID Device Identifier That Cannot Be Disabled
Anthropic, Blackstone bet the next trillion-dollar AI business is implementation, not just models
Anthropic-backed Ode launches as AI labs bet that embedding forward-deployed engineers inside enterprises is the key to accelerating enterprise AI adoption.