Ilia's Corner

How an AI Receptionist Transformed a Mechanic Shop

Discover how a small mechanic shop automated customer service using AI, cutting wait times by 70% and handling 200+ monthly calls. Developers can adapt this model for real-world apps—think: appointment systems, logistics, or fintech chatbots. The article breaks down the tech stack (Python, OpenAI API) and lessons learned deploying AI in non-tech industries. [Read more](https://www.itsthatlady.dev/blog/building-an-ai-receptionist-for-my-brother/)

hacker_news · 5 min read

Autoresearch: Automate Your Research Workflow

Yin Liu’s experiment with Karpathy’s Autoresearch framework shows how LLM-driven automation can cut research iteration time by 40%. By programmatically tuning hyperparameters and validating results, developers can apply this to ML projects or data analysis pipelines. [Read more](https://ykumar.me/blog/eclip-autoresearch/)

hackernews · 4 min read

Claude Code 2.1.81: The Developer’s New Power Tool

Claude Code’s latest update slashes context switching with Git-native workflows and batch processing. Developers building CLI tools or DevOps pipelines will love how it integrates terminal commands directly into code generation. [Read more](https://cc.storyfox.cz)

hackernews · 3 min read

Dune3D: Parametric CAD for Game Devs

Dune3D fills gaps in open-source CAD tools with parametric constraints for 3D modeling—think game assets, engine components, or hardware prototypes. Its modular design lets developers create complex geometry without mastering Blender. [GitHub](https://github.com/dune3d/dune3d)

hackernews · 6 min read

Threadprocs: Share Memory Between Programs

Run standalone Linux executables in a shared address space with 0-copy pointers. This could revolutionize microservices communication or embedded systems by eliminating data duplication overhead. [GitHub](https://github.com/jer-irl/threadprocs)

hackernews · 5 min read

WolfStack: Unified Server Management

WolfStack bundles Docker, LXC, and VM orchestration into one platform. Automate failover, encryption, and clustering for cloud-native apps without juggling multiple tools. [wolfstack.org](https://wolfstack.org)

DevOps, Kubernetes

Go/Rust · 1200 stars

SparkVSR: AI Video Upscaling Framework

SparkVSR combines sparse keyframe propagation with diffusion transformers for real-time video upscaling. Developers working on media pipelines or streaming services should explore its open-source code. [sparkvsr.github.io](https://sparkvsr.github.io/)

Computer Vision, Media Processing

Python/TensorFlow · 450 stars

Why LLMs Fail at Real Reasoning

A new arXiv paper argues LLMs optimize for benchmarks, not true understanding. This has huge implications for AI safety and enterprise deployments. [arXiv link](https://arxiv.org/abs/2603.21636)

AI Ethics · Research Team · 8 min read

EvoIdeator: Evolving Scientific Ideas with RL

Checklist-grounded reinforcement learning generates novel research proposals. Could this automate parts of academic R&D? [arXiv link](https://arxiv.org/abs/2603.21728)

Scientific Computing · Stanford AI Lab · 7 min read