#self-hosted code review
135 related articles
·4 min
Best Practices Guide for Deploying Nextcloud in a 15-Person Small Business
Complete Nextcloud deployment guide for 15-person small businesses covering AIO installation, hardware specs, Redis and PHP tuning, OnlyOffice vs Collabora, backup strategies, and key practices for building a stable private cloud office platform.
Read more →
·3 min
LLMOps Tool Selection Guide: An In-Depth Comparison of Tracing, Evaluation, and Governance Capabilities
In-depth analysis of LLMOps tool selection, comparing Langfuse, LangSmith, Helicone, and Orq.ai across tracing, evaluation, and governance capabilities with practical recommendations.
Read more →
·3 min
Super Productivity v18.16 Open-Source Task Management Tool: A Complete Review
In-depth review of Super Productivity v18.16: faster task capture, Todoist migration, Android widget, Flowtime focus mode, and Docker self-hosting under MIT license.
Read more →
·3 min
Super Productivity v18.16 Open-Source Task Management Tool: A Complete Review
In-depth review of Super Productivity v18.16: faster task capture, Todoist migration, Android widget, focus mode improvements, and Docker self-hosting—all MIT-licensed and free.
Read more →
·3 min
Antigravity CLI Weekly Limit Real-World Testing: A Practical Guide to Maximizing Quota for Ops Workflows
Deep analysis of Google Antigravity CLI weekly usage limits, Flash vs Pro quota weights, and practical tips for sysadmin/homelab users to maximize subscription quota.
Read more →
·3 min
Antigravity CLI Weekly Usage Limits in Practice: A Practical Guide to Maximizing Quota for Ops Workflows
Analyzing Google Antigravity CLI weekly usage limits, Flash vs Pro quota weights, and practical tips like trimming context and batching requests to help sysadmin and homelab users maximize subscription quotas.
Read more →
·3 min
GitHub Supply Chain Security Upgrade: A Deep Dive into npm and Actions Defense Mechanisms
GitHub upgrades supply chain defenses for npm and Actions with provenance attestation, least privilege enforcement, and anomaly detection to combat attacks.
Read more →
·3 min
GitHub Supply Chain Security Upgrade: A Deep Dive into npm and Actions Defense Mechanisms
GitHub upgrades supply chain defenses for npm and Actions with provenance attestation, least privilege principles, and anomaly detection across multiple layers.
Read more →
·3 min
Self-Hosting a GIF Server: A Complete Guide to Tenor Alternatives
A detailed guide on self-hosting a GIF server as a Tenor alternative, covering image hosting, searchable GIF management systems, and Discord Bot integration.
Read more →
·4 min
Opus 5 Real-World Testing: Cheaper Yet Stronger — Why It's Now My Default Coding Model
In-depth testing of Claude Opus 5's coding abilities vs Fable 5 and 5.6 Sol. Why Opus 5 outperforms pricier models at half the token cost, plus selection guide and distillation explained.
Read more →
·3 min
Small Site Besieged by AI Crawlers: Under 100 Images, 266K Crawl Requests
A Piwigo gallery with under 100 images received 266K AI crawler requests in 24 hours. Analysis of why gallery CMS becomes a bot trap and how to defend against it.
Read more →
·3 min
Jenkins Deep Dive: The Evergreen King of CI/CD Automation
An in-depth analysis of Jenkins' technical architecture, plugin ecosystem, distributed builds, and use cases — explaining why it remains the CI/CD leader.
Read more →
·4 min
Frontend Engineer Driven to Homelab by AI: From React Specialist to Full-Stack Self-Rescue
A 7-year frontend engineer, fearing AI-driven job loss, builds a homelab to learn Docker, databases, and networking. A pragmatic roadmap for developers building breadth in the AI era.
Read more →
·6 min
AmneziaVPN Deep Dive: The Open-Source Powerhouse for Self-Hosted, Censorship-Resistant VPN
Deep dive into the AmneziaVPN open-source client: AmneziaWG anti-DPI obfuscation, self-hosted VPS deployment, multi-protocol support, and cross-platform privacy.
Read more →
·3 min
Build RAG and AI Agent Projects at Zero Cost: A Practical Guide to Open-Source Tools
Build high-quality AI projects on a budget. Learn how to use Ollama, Groq, Chroma, and other free open-source tools to build RAG systems and multi-Agent workflows from scratch.
Read more →
·3 min
Build RAG and AI Agent Projects at Zero Cost: A Practical Guide to Open-Source Tools
Build high-quality AI projects on a budget. Learn how to use Ollama, Groq, Chroma, and other free open-source tools to build RAG systems and multi-Agent workflows from scratch.
Read more →
·2 min
DeepSeek V4 Coming Soon; Meituan Open-Sources 1.6-Trillion-Parameter LongCat 2.0
DeepSeek V4 official release expected mid-July with peak/off-peak pricing; Meituan open-sources trillion-parameter MoE model LongCat 2.0 with million-token context; Cursor launches iOS app. A quick look at the latest AI industry news.
Read more →
·2 min
DeepSeek V4 Coming Soon, Meituan Open-Sources 1.6 Trillion Parameter LongCat 2.0
DeepSeek V4 launches mid-July with peak/off-peak pricing; Meituan open-sources trillion-parameter MoE model LongCat 2.0 with million-token context; Cursor debuts iOS app. A quick look at the latest AI industry news.
Read more →
·3 min
Laguna S 2.1: The Open-Source Coding Model That's 14x Smaller Yet Stronger
Poolside releases Laguna S 2.1, an open-source agentic coding model: 118B total params with only 8B active, scoring 40.4% on DeepSWE — ~4.5x DeepSeek V4 Pro Max. Supports 1M-token context, deployable on a single workstation.
Read more →
·3 min
DeepSeek Open-Sources DeepSpec: A Full-Stack Speculative Decoding Library with 60–85% Inference Speedup
DeepSeek open-sources DeepSpec, a full-stack speculative decoding library delivering 60–85% inference speedup and up to 661% throughput gains in production. MIT license, 9 checkpoints, 9 benchmarks.
Read more →