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Deep analysis of P.D.E Experiment Nº5 open-source multi-source video playback system, covering frame-accurate switching, multi-source scheduling, and TouchDesigner + generative AI workflows.

Deep dive into the 5-layer AI tech stack: Energy, Chips, Infrastructure, Models, and Applications. Understand the key players, competitive landscape, and value distribution logic across the AI industry chain.

Learn how to fine-tune 8B parameter LLMs on a 4GB laptop GPU using QLoRA quantization, gradient checkpointing, and gradient accumulation VRAM optimization techniques.

Deep dive into how an 80B-parameter LLM runs on Mac with only 4.3GB memory, covering ultra-low-bit quantization, sparsity, memory mapping, and implications for privacy and edge AI.

A developer built a pure C99 inference engine that runs the 1.56TB Kimi K3 model on 8GB RAM using MoE sparsity and NVMe on-demand loading—no GPU, 176KB binary.

How to build a $500 multi-purpose home server for Jellyfin streaming, Ollama local AI inference, web app hosting, and Pi-hole ad blocking with dual RTX 3060 GPUs.

Flycast WASM JIT v1 achieves full-speed Dreamcast emulation in browsers by generating complete WebAssembly modules at runtime, bypassing WASM's architectural limitations and boosting from 2FPS to full frame rate.

Deep dive into Aura: an open-source persistent AI agent system designed for Apple Silicon, running 100% locally with non-sycophantic reasoning and full macOS control.

Solid Queue 1.6.0 introduces Fiber Worker support, offering a lightweight and efficient concurrency model for I/O-intensive Rails background jobs.

Deep dive into predictive speculative KV replication: how anticipating bursty traffic and pre-replicating KV Cache can reduce LLM inference tail latency.

Hygon unveils a 512-thread server CPU and AI GPU, challenging Intel Xeon and Nvidia. Analysis of specs, applications, ecosystem challenges, and strategic significance.

Hygon unveils a 512-thread server CPU and AI GPU, directly challenging Intel Xeon and Nvidia. A deep dive into specs, applications, ecosystem challenges, and strategic significance.

Running Kimi K3 with 29GB RAM at just 0.5 tok/s. An in-depth analysis of extreme quantization techniques, performance trade-offs, and the impossible triangle of local LLM deployment.

Running Kimi K3 with 29GB RAM at just 0.5 tok/s. A deep analysis of extreme quantization techniques, performance trade-offs, and the impossible triangle of local LLM deployment.

Migrating from ZimaOS? This guide compares Debian+Docker, TrueNAS SCALE, and Proxmox VE, analyzing pros and cons for home server users seeking their next step.

Migrating from ZimaOS? This guide compares Debian+Docker, TrueNAS SCALE, and Proxmox VE, analyzing pros and cons for home server users seeking their next step.

Learn how to use KEDA for Kubernetes scale-to-zero, waking self-hosted apps on demand via HTTP interceptors. Covers cold start optimization, Cron warming strategies, and full open-source configs.

Deep analysis of Supabase pg_cron and pgmq reliability issues in production, including task loss, execution uncertainty, and observability gaps, with practical architecture optimization advice.

Deep analysis of Supabase production reliability issues with pg_cron and pgmq, covering task loss, execution uncertainty, and observability gaps, with practical architecture optimization advice.

A CLI tool that enables local text, image, video, music, and 3D generation without Python. Explore its technical approach, advantages, limitations, and the growing trend of local AI tooling.