31 related articles

A detailed guide to auto-recovery solutions for self-hosted server hangs, covering hardware watchdog configuration, systemd watchdog setup, smart PDU out-of-band management, and multi-layer defense strategies for unattended homelab high availability.

A deep dive into three core SQLite production optimizations: WAL mode for read/write concurrency, single-writer concurrency model best practices, and VFS layer tuning with mmap and custom locking.

In-depth comparison of object storage (BackBlaze B2, OVH) vs cloud drives (Google Drive) for long-term backup cost, reliability, and convenience, with guidance on implementing the 3-2-1 backup rule.

From Jellyfin and Immich to Nextcloud, explore self-hosted services worth deploying on a home server, covering media, file sync, encrypted chat, and download automation.

Agenta is an open-source AI Agent collaboration platform supporting self-hosted models and any Agent framework, positioned as an open-source Claude Cowork alternative.

From the fatal Apollo 1 fire to Apollo 8's daring lunar orbit to Apollo 11's successful landing—revisiting the disasters, fears, and compromises of the Apollo program and their lessons for today's return to the Moon.

The same LLM API performs drastically differently under different Agent frameworks. Through a real database crash case, this article analyzes why choosing the right Agent matters more than switching models.

A detailed guide to self-hosting hardware upgrades: analyzing NUC bottlenecks, comparing used enterprise Mini PCs and ITX builds for Jellyfin, Immich, and Minecraft servers.

A detailed guide to self-hosting hardware upgrades: analyzing NUC performance bottlenecks, comparing used enterprise Mini PCs and custom ITX builds for Jellyfin, Immich, and Minecraft servers.

Deep dive into Apache Cassandra's core design: linear scalability, decentralized architecture, tunable consistency, and ideal use cases for engineering teams.

A complete guide to self-hosting: replace paid subscriptions with Nextcloud, Jellyfin, Vaultwarden and more. Covers Docker deployment, backup strategy, and secure remote access.
Guided Generative Models: A New Approa…
Guided generative models use guidance sampling to extend generative AI into rare event probability estimation — covering financial risk, climate prediction, and engineering reliability.

YouTube creator JLaservideo built a "bionic legs" wheelchair for his father using Unitree's B2 quadruped robot. Explore the tech, challenges, and real-world impact of robotic assistive mobility.

A "Godzilla-class" super El Niño is brewing in the Pacific, and scientists warn it could set records for pushing up global temperatures. A deep look at how El Niño works, its uneven global impacts, climate policy gridlock, and the surprising hope from the green energy transition.

OpenAI merged Codex into ChatGPT, killing a developer-beloved AI coding brand. A deep dive into the gains and losses of this brand consolidation.

DCTS is an open-source, self-hosted instant messaging platform led by an individual developer, integrating E2EE and decentralized architecture across desktop and mobile.

More developers are migrating to Codeberg or self-hosted Git platforms over data sovereignty, AI training disputes, and centralization risks. A deep dive into why they're leaving GitHub and how alternatives compare.

In-depth hands-on review of Zhipu AI's flagship GLM-5.2: a 1M-token context window and API pricing just one-fifth of GPT/Claude. Covers website building, Chrome extensions, 3D game cloning, and agentic workflows.

Real debugging case: when 400MB of source code and 40K files caused an infinite crash loop, MiniMax M3, DeepSeek, and Hunyuan all gave wrong answers. GPT-4.1 mini found the root cause after an hour of deep reasoning.

AI coding assistants (Copilot/Cursor/Claude Code) frequently introduce vulnerable dependencies and hallucinate package names. This post analyzes an Agent-native CLI security tool and the shift-left security philosophy for AI-era supply chains.