Bun Shell Scripting Guide — TypeScript Automation Patterns
Bun Shell guide from Bun 1.3.14 experiments: $ template literals, .nothrow() error handling, Promise.all parallelism, macOS echo pitfall, and a comparison with zx.
Tags
Automation
44 posts
Claude Code Masterclass #1 — Commands, Hooks & Subagents
Automate with Claude Code: slash commands for tasks, hooks for event triggers, subagents for delegation. A 3-step workflow guide using a real blog system.
Why I Left OpenClaw for a Codex + Nanobot Stack
A hands-on migration from OpenClaw to Codex+Nanobot. launchd scheduling, Telegram bridge, MCP host tradeoffs, and tips for a lightweight AI agent toolchain.
Claude Code Routines — Scheduled AI Automation Guide
Claude Code Routines runs AI prompts autonomously on Anthropic's infra via schedule, API, or GitHub events. Setup guide and real automation use cases included.
Hermes Agent — The Open-Source AI Agent That Evolves With Every Task
I installed NousResearch's Hermes Agent v0.7.0. It auto-generates skill documents after each task and references them on the next run. Here's whether the self-evolution loop actually works.
Coding via Telegram with Claude Code Channels
Claude Code now has a Channels feature. Send a message on Telegram, and Claude running in your local terminal executes code and replies.
Karpathy's autoresearch: 100 Autonomous ML Experiments Overnight
Andrej Karpathy's autoresearch is a 630-line open-source tool that lets AI agents autonomously iterate ML experiments overnight. We analyze R&D team adoption strategies from an EM perspective.
GitHub Agentic Workflows—AI Agents Join CI/CD
Analyzing GitHub Agentic Workflows technical preview. Define automation in Markdown, and AI agents perform issue triage, code reviews, and test generation in Continuous AI paradigm.
Multi-Agent Parallel Execution Outperforms Single Models on SWE-bench
Verdent AI achieves 76.1% on SWE-bench Verified using multi-agent parallel execution architecture, not a single large model. A new paradigm for software engineering automation.
AI Transformation in Accounting Firms
Six months of real data from an accounting firm's AI agent rollout: behind the 97% cost cut and 80%→98% accuracy gain lies a realistic story of adoption hurdles and organizational change.
Software Factory — A Development Process Where Humans Write Zero Code
The factory model where humans neither write nor review code is becoming reality. We analyze scenario-based probabilistic testing, $1,000/day compute costs, and the fundamental transformation of the EM role.
AI Agent Cost vs Human Labor: A Honest Analysis from Running 8 Agents
AI agent autonomous moderation can cost more than human moderators. A data-driven cost structure analysis from someone actually running 8 AI agents in production.
Multi-Agent Orchestration — The Essence of Routing Design
When running multiple AI agents like Claude and Codex, task routing is the hardest challenge. It mirrors how engineering managers delegate work.
E2E Test Automation with OpenClaw: A Practical Guide
A hands-on guide to building natural-language E2E tests using OpenClaw's browser automation, node device management, cron scheduling, and multi-agent orchestration.
Claude Code Agent Teams: 5-Team Setup and Production Guide
How to activate Claude Code Agent Teams in OpenClaw: 5 specialized agents with multi-agent orchestrator pattern for production-grade workflow automation.
Supercharge OpenClaw — 8 Advanced Real-World Use Cases
Cron automation, webhook integration, MCP servers, multi-agent orchestration, and browser automation — 8 production-level OpenClaw advanced use cases.
The Complete Guide to OpenClaw — Build Your Own AI Assistant
Discover OpenClaw, the open-source AI assistant platform. Multi-channel, multi-model, node system, and more — your complete guide to self-hosted AI.
Improving Blog Automation with Multi-Agent Orchestration
A comprehensive guide to analyzing 48 files and fixing 61 issues using Claude Codes multi-agent orchestration pattern for large-scale system improvements
SEO/AEO in the LLM Era: B2B SaaS Optimization Roadmap
From SEO foundation to AEO strategy: real implementation case study with measurable results from the Agent Effi Flow project
Automating Page E2E Testing with Claude Code
Build an automated page quality verification system for web publishers. Test 8 quality items with a single command and receive improvement suggestions.
Optimizing AI Agent Systems with the Deep Agents Paradigm
Deep Agents: 100-step tasks, explicit planning, auto-recovery for AI agent 2.0. Applies LangChain and Philipp Schmid principles to optimize agent architecture.
MCP Code Execution in Practice
Apply MCP Code Execution patterns to reduce Claude Code token usage by 98.7% and boost speed by 60%. Step-by-step guide with .claude/ directory structure examples.
Anthropic's Code Execution with MCP
Explore how Anthropic's Code Execution with MCP achieves 98.7% token reduction and 60% faster execution through sandboxed code-based tool orchestration.
EffiFlow Part 3: Real-World Improvements in 38 Minutes
3 Quick Wins implemented in 38 minutes: Claude Code automation improvements that took completion to 100% and stability to 99%. Step-by-step methods, ROI data, and reusable improvement patterns for any automation project.
EffiFlow Part 2: Skills Auto-Discovery and 58% Token Reduction Caching
How Claude Code Skills auto-discovery and Commands integration cut EffiFlow's blog automation token cost by 58% via prompt caching, with code and real metrics.
EffiFlow Analysis: 71% Cost Reduction with Metadata Architecture
How a 17-agent blog automation system used metadata-first 3-tier design to cut tokens 60-70%, slash annual cost 71% ($5.72 to $1.65), and save 364 hours a year.
Automate Blog Publishing with n8n RSS Feed and AI Agents
Automate blog-to-social with n8n, RSS, and GitHub Actions. Gemini AI writes X and LinkedIn posts on each publish — zero effort, automatic distribution.
Figma MCP to Web Components: Research-Based Design System Automation
Comprehensive guide on generating web components from Figma using MCP and implementing continuous design-to-code synchronization with vanilla JavaScript.
Building a Modern Project Management Stack
Learn how to standardize project management with Notion, Backlog, Slack, and Claude Code to boost team productivity by 50% and project success rates by 80%.
Streamlining Project Manager Workflows with LLMs
A practical guide to automating project management tasks and maximizing productivity using cutting-edge LLM tools like ChatGPT, Claude, and Gemini. Step-by-step walkthrough from daily task automation to ROI measurement.
Automating Large-Scale Page Testing with Claude Code in Parallel
Learn how to run web page migration tests 5-8x faster using Claude Code parallel agents and Playwright. Practical guide with real-world examples and benchmarks.
Standardizing Web Page Migration with LLMs: A Comprehensive Guide
Learn how to automate web page migration using LLMs, Web Components, and comprehensive testing frameworks. Discover proven strategies from Google, Airbnb, and industry leaders.
Building Automated Code Review Systems with Claude Code Hooks
Complete guide from hook-based coding rule configuration to CI/CD integration for production-ready automated review processes
Auto-Coding with Jules: Google's Autonomous Coding Agent
Google Jules autonomously resolves GitHub issues and creates PRs. Covers Jules vs Copilot/Cursor differences, async agent design, and practical setup workflows.
Playwright + AI: Building Automated E2E Tests
Complete guide to E2E test automation with Playwright and AI Codegen. TypeScript implementation, GitHub Actions integration, and visual regression testing for production-ready test suites
Recommendation System Optimization: From 78K Tokens to Zero
Eliminated 78K tokens and reduced execution time 99% using metadata caching and hash-based updates. Guide to building a near-zero cost recommendation system.
Self-Healing AI Systems: Agents That Fix Their Own Bugs
Complete guide to Self-Healing Systems deployed by GitHub, Google, and Netflix. Full implementation from error detection to automatic patching with LangGraph
AI Agent Collaboration Patterns
Orchestrate Architecture, Coding, Testing, Security, and DevOps agents to build production-grade applications
Implementing Scheduled Publishing on Static Sites
WordPress-like scheduled publishing on a static Astro blog with GitHub Actions. pubDate filtering and cron workflows auto-publish posts on schedule, serverless.
Building AI Agent Pipelines with Notion MCP and Claude Code
Complete guide to building production-ready AI agent automation systems using Model Context Protocol (MCP) and Claude Code with Notion integration.
Automating Semi-Annual Presentation Creation with AI
Learn how we reduced semi-annual reporting preparation from over 60 hours to just 10 hours using AI agent systems and automation tools in this practical implementation guide.
Automating Large-Scale Website Page Generation with Claude Code
A practical case study of auto-generating 31 HTML pages using a parts library-based approach. Complete guide covering CSV metadata management, SubAgent parallel processing, and two-phase quality validation.
Automating Blog Analytics with Google Analytics MCP and AI Agents
Connect Google Analytics MCP with Claude agents to automate blog analytics end to end: query the GA4 Data API in natural language and auto-generate traffic and conversion reports.
Blog Automation with LLM and Claude Code
How to build a fully automated blog pipeline with Claude Code and 11 AI agents — covering MCP integration, multilingual content, AI image generation, SEO, and cross-posting in a practical step-by-step guide.