INTELLIGENCE LIBRARY

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AI Business Process Automation Workflow: 5-Phase Implementation Guide

This guide walks business owners through a five-phase process for automating repetitive workflows using AI: auditing current tasks, preparing data, selecting tools, testing with human oversight, and scaling based on measured ROI. It uses an impact-feasibility matrix to prioritize which processes to automate first, reducing risk on early pilots. A real-world example (Leaf Home saving $120K) anchors the framework in tangible business outcomes.

General AI

skill

Intermediate

Gemini 3.1 Flash-Lite: Adjustable Thinking Levels, 1M Token Context, and Batch API for Cost-Efficient AI Workloads

Google DeepMind released Gemini 3.1 Flash-Lite, a low-cost model in the Gemini API with a 1M-token context window and adjustable reasoning depth (minimal to high), letting developers trade off cost versus accuracy per request. It supports code execution, function calling, structured outputs, batch processing, and caching, making it practical for high-volume production pipelines. It is currently in preview via Google AI Studio and does not yet support audio/image generation or the Live API.

General AI

workflow

Intermediate

AI Agent Frameworks: Hands-On Comparison of AG2, Agno, AutoGen & More

This GitHub repository provides working Python code examples across multiple leading open-source AI agent frameworks—including AG2, Agno, and AutoGen—so developers can directly compare how each one handles agent creation, tool use, and multi-agent coordination. Instead of reading documentation alone, you can clone the repo and run side-by-side examples to find the right framework for your use case. It is actively maintained (last updated March 2026) and serves as a practical decision-making tool for teams evaluating AI agent infrastructure.

Top AI Agent Frameworks Ranked by GitHub Stars (2026 Update)

This entry ranks the most actively adopted AI agent frameworks as of 2026, comparing star counts, release dates, and ecosystem fit. The newest high-momentum frameworks are LangGraph, OpenAI Agents SDK, and Google ADK — each released in 2024–2025 with tens of thousands of GitHub stars. Business owners and developers can use this comparison to pick a framework that matches their stack before committing engineering time.

General AI

workflow

Intermediate

Top Open-Source AI Agent Frameworks in 2025–2026: LangGraph, OpenAI Agents SDK, and Google ADK Compared

A curated comparison of the leading open-source AI agent frameworks as of 2026, ranked by GitHub stars and recency. LangGraph, OpenAI Agents SDK, and Google ADK are the top newcomers for building autonomous, multi-step AI workflows without vendor lock-in. Business owners and developers can use this landscape overview to pick the right framework before writing a single line of code.

General AI

workflow

Intermediate

2026 Claude Code Agent Workflow: CLAUDE.md, Sub-Agents, and Cost Optimization

This workflow shows developers how to treat Claude Code as an orchestrated agent system rather than a simple chatbot, using a CLAUDE.md file for persistent project memory, specialized sub-agents to prevent context drift, and checkpoint commands to cut monthly costs by 30–50%. The approach is reported to reduce production bugs by 60% and speed up delivery by 45%. Business owners benefit because their dev teams ship faster with fewer regressions and predictable AI tooling costs.

Claude Code

workflow

Advanced

Claude Code Advanced Workflows: CLAUDE.md, Sub-Agents, and Cost Optimization for Production Development

This guide shows developers how to use Claude Code as an orchestrated agent system rather than a simple chatbot, using a structured CLAUDE.md config file, planning modes, and specialized sub-agents to reduce bugs and speed up delivery. It covers practical cost controls like context compacting schedules and checkpoint patterns to prevent runaway API costs. Business owners get a blueprint for integrating AI into real development pipelines with measurable productivity gains.

Claude Code

hook

Intermediate

Claude Code Hooks: Safety, Automation & Notification Scripts

This open-source repository provides ready-to-drop-in JavaScript hooks for Claude Code that run before or after AI tool executions — blocking dangerous shell commands, protecting secret files, auto-staging git changes, and sending Slack alerts when Claude needs input. Each hook is tested (262 passing tests), MIT-licensed, and designed to be copied, pasted, and customized in minutes. It solves a real gap: giving developers guardrails and automation on top of Claude Code's agentic actions without building from scratch.

Claude Code Hooks and CLAUDE.md Setup Guide

Claude Code hooks let you automatically run shell commands (like code formatting or type-checking) whenever Claude edits or writes files, keeping your codebase clean without manual intervention. CLAUDE.md is a project-level file Claude reads on startup to understand your codebase conventions, build commands, and architecture—eliminating the need for repeated context-setting. Together, these two features turn Claude Code from a chat assistant into a semi-autonomous coding agent with guardrails.

Claude Code

hook

Intermediate

Claude Code Hooks & CLAUDE.md: Automate Your Dev Workflow with Lifecycle Events

Claude Code hooks let you attach shell commands to coding events—like auto-formatting files with Prettier every time Claude edits them—without any manual intervention. CLAUDE.md is a special project file that feeds Claude your codebase rules, build commands, and conventions upfront so it stops asking redundant questions. Together, these two features turn Claude Code from a reactive assistant into a self-disciplined automated dev pipeline.

Claude Code

workflow

Intermediate

Claude Code Hooks Guide 2026: Automate Your AI Coding Workflow

Claude Code hooks let you attach shell commands to specific moments in your AI coding session—like automatically formatting code or running tests every time Claude edits a file—without lifting a finger. CLAUDE.md is a project-level readme that tells Claude about your codebase upfront so it doesn't waste time re-learning your conventions each session. Together, these two features turn Claude Code from a conversational assistant into an automated coding pipeline.

Claude Code

workflow

Intermediate

Claude Code Hooks & CLAUDE.md: Automate Formatting, Testing, and Context Setup

Claude Code hooks let you run shell commands automatically at key moments in your AI coding session—like formatting code after every edit or running type checks after writes—without manual intervention. CLAUDE.md is a project-level file that tells Claude about your codebase conventions, build commands, and architecture upfront, so it doesn't waste time scanning your project repeatedly. Together, these two features turn Claude Code from a chat-based assistant into a semi-automated coding pipeline.

Claude Code

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