#software automation

1178 related articles

Jul 30, 2026·3 min

Claude Opus 5 Plays Pokémon: A 12-Hour AI Experiment in Multi-Agent Loop Architecture

Deep analysis of Claude Opus 5 playing Pokémon for 12 hours via multi-agent loop architecture, exploring Agent design patterns, long-horizon planning, and AI Agent trends.

Jul 30, 2026·3 min

Claude Opus 5 Plays Pokémon: Analyzing a 12-Hour AI Experiment Under Multi-Agent Loop Architecture

In-depth analysis of Claude Opus 5's 12-hour Pokémon gameplay through multi-agent loop architecture, exploring multi-Agent design, long-horizon planning, and AI Agent trends.

Jul 30, 2026·3 min

Self-Hosted Notes & Task Management: A Minimalist Open-Source Approach with Memos + Vikunja

Looking for simple self-hosted notes and task management? This article recommends Vikunja and Memos as lightweight open-source alternatives to Nextcloud and Obsidian.

Jul 30, 2026·3 min

Self-Hosted Notes & Task Management: A Minimalist Open-Source Approach with Memos + Vikunja

Looking for simple self-hosted notes and task management? This guide recommends Vikunja and Memos as lightweight open-source alternatives to bloated tools like Nextcloud and Obsidian.

Jul 30, 2026·3 min

Automated Cleanup of Corrupted Media Server Files: FFmpeg Detection with Sonarr Integration

Learn how to fix corrupted media files after power outages using FFmpeg and ffprobe for automated detection, integrated with Sonarr for batch cleanup and re-downloading.

Jul 30, 2026·2 min

Supapool: Creating Isolated Databases for AI Coding Agents in 400 Milliseconds

Supapool uses pool prewarming to create isolated Supabase database instances in 400ms for AI coding agents like Claude, Cursor, and Devin, solving the database isolation challenge.

Jul 30, 2026·2 min

Supapool: Creating Isolated Databases for AI Coding Assistants in 400 Milliseconds

Supapool uses pool prewarming to create isolated Supabase database instances in 400ms for AI coding assistants like Claude, Cursor, and Devin—a prime example of AI-native infrastructure.

Jul 30, 2026·3 min

2x, Not 10x: The Real Productivity Gains from Programming with LLMs

The 10x AI programming productivity myth debunked. Learn why 2x is the realistic gain from LLM-assisted coding, why generation outpaces verification, and practical tips for developers and teams.

Jul 30, 2026·6 min

Securely Exposing Self-Hosted Services via VPS: Architecture & Practical Guide

Learn how to securely expose self-hosted services via VPS using WireGuard tunnels, Pangolin, and reverse proxies — enabling client-free access to Plex, Immich, and more while hiding your home IP.

Jul 30, 2026·3 min

GitHub Stacked Pull Requests Explained: A New Way to Break Down Large Code Changes

GitHub launches Stacked Pull Requests in public preview, enabling developers to split large code changes into ordered, independently reviewable small PRs.

Jul 30, 2026·3 min

GitHub Stacked Pull Requests Explained: A New Way to Break Down Large Code Changes

GitHub launches native Stacked Pull Requests, enabling teams to split large code changes into ordered, independently reviewable PRs. Learn the core concepts, use cases, and comparisons with Graphite.

Jul 30, 2026·3 min

Cloud GPU Platform Selection: A Practical Guide from HuggingFace to Cloud Reproduction

In-depth analysis of five key dimensions for cloud GPU platform selection, covering RunPod, Lambda, Paperspace, Vast.ai, and more to solve environment setup challenges for open-source model reproduction.

Jul 30, 2026·3 min

AI Proves the Collatz Conjecture? Actually, a Lean Kernel Bug Was Exploited

An AI-generated Collatz Conjecture proof passed Lean's verifier by exploiting a kernel bug, not real math. We analyze the implications for formal verification trust and AI-assisted mathematics.

Jul 30, 2026·2 min

Denovo Review: A Growth Tool for Taking AI Apps from Code to Paying Users

Deep dive into Product Hunt hit Denovo: how it helps indie devs turn vibe-coded AI apps into paying customers with pre-built Stripe, email automation, and Meta ads.

Jul 30, 2026·2 min

Task Monki: An Open-Source Multi-Agent Collaborative Programming Workflow Platform

Task Monki is an open-source desktop app that lets coding agents handle the full dev workflow from task planning to Pull Request, with multi-agent parallel execution, code review, and collaborative discussion.

Jul 30, 2026·3 min

Medley: A Deep Dive into the Multi-Agent Orchestration Plugin for Claude Code

Medley is a free Claude Code plugin that decomposes complex dev tasks into live task graphs via /mission, orchestrating multiple AI agents with BYOK model support and built-in review cycles.

Jul 30, 2026·2 min

MemoryCustodian: A Repo-Native Persistent Memory Store for Coding AIs

MemoryCustodian is an open-source tool that stores AI memory as Markdown files in your code repo, solving cross-session amnesia for Claude Code, Codex, and other coding assistants.

Jul 30, 2026·2 min

AgentQuartz: Real-Time Claude and Cursor Usage Monitoring from Your macOS Menu Bar

AgentQuartz is a macOS menu bar app for real-time monitoring of Claude and Cursor AI coding usage quotas. Local-first architecture protects privacy, core features are free forever, Pro is a one-time $3 purchase.

Jul 30, 2026·2 min

EasyCircuit Deep Dive: How an AI Circuit Copilot Makes Hardware Prototyping as Simple as Writing Code

EasyCircuit is an AI-powered hardware prototyping tool that turns natural language into circuit designs with auto component selection and staged assembly guidance, making hardware accessible to all.

Jul 30, 2026·3 min

Cekura: A Deep Dive into the Automated Testing, Monitoring, and Self-Healing Closed-Loop Platform for Voice AI Agents

Deep analysis of how Cekura's five-step closed loop—scenario simulation, failure capture, root cause diagnosis, automatic prompt rewriting, and regression verification—solves voice AI agent quality assurance in production.