Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
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How to Build an AI Agent Loop for Recurring Business Tasks: A Practical Guide
AI agent loops handle recurring jobs with memory so you stop re-prompting the same tasks. Learn how to identify, design, and deploy loops for your workflows.
How to Build an AI Newsletter Digest Workflow with Claude Code, Gmail MCP, and /goal
Use Claude Code skills, Gmail MCP, and the /goal command to automatically scan your inbox for AI news, score stories, and draft LinkedIn posts every morning.
What Is Cursor's Composer Model? How a Coding Tool Became a Frontier AI Lab
Cursor trained Composer 2.5 on Qwen K2.5 with novel RL techniques, competing with GPT 5.5 and Opus. Learn how the SpaceX acquisition changes everything.
G Stack by Garry Tan: How to Turn Your AI Coding Agent Into a Virtual Engineering Team
G Stack gives your AI agent 23 specialist roles and 8 power tools. Learn how to install it in Claude Code or Codex and use it for code review and planning.
GLM 5.2 vs Claude Opus 4.8: Which Model Wins for UI Generation and Agentic Coding?
GLM 5.2 beats Claude Opus 4.8 on design taste and costs up to 10x less. Compare both models on 3D scenes, dashboards, landing pages, and mini games.
How to Use the /goal and /routines Commands in Claude Code for Scheduled Autonomous Workflows
The /goal command keeps Claude running until completion criteria are met. Pair it with /routines to build autonomous daily workflows that run without you.
How to Use Graphify to Build a Queryable Knowledge Graph for Your AI Agent
Graphify turns codebases and notes into a queryable knowledge graph, saving tokens and giving your agent persistent memory. Here's how to install and use it.
How to Run GLM 5.2 in Claude Code Using OpenRouter: A 5-Minute Setup Guide
You can run GLM 5.2 inside Claude Code's harness via OpenRouter in minutes. This guide covers setup, the anthropic_base_url trick, and web search integration.
What Is Seedance 2.5's 50-Reference Multimodal Input? How It Solves Consistency in Long AI Videos
Seedance 2.5 accepts 50 multimodal references including images, video, audio, and 3D assets to keep characters and scenes consistent across 30-second clips.
Seedance 2.5 vs Kling Omni Director: What the Next Generation of AI Video Control Looks Like
Seedance 2.5 brings 30-second clips and 50 references while Kling's Omni Director matches camera movements from reference video. Compare what's coming next.
Static Context vs Dynamic Context in AI Agents: How to Manage What Your Agent Knows
Static context loads every session; dynamic context loads on demand. Learn how to balance both for token efficiency and reliable AI agent performance.
Vibe Coding vs Agentic Engineering: Google's Spectrum Explained
Google's AI coding guide defines a spectrum from vibe coding to agentic engineering. Learn which approach fits your project and when to use each level.
What Is GLM 5.2? The Open-Weight Model With Frontier-Level Coding and Design Taste
GLM 5.2 is a 744B MoE open-weight model that rivals Claude Opus on coding and design at a fraction of the cost. Here's what makes its architecture special.
What Is Index Share? How GLM 5.2 Achieves 2.9x Fewer Compute Operations at 1M Token Context
Index Share reuses sparse attention indexers across four layers, cutting compute by 2.9x at 1M token context. Learn how this makes GLM 5.2 affordable to serve.
What Is a Loop of Loops? How to Build AI Agents That Manage Recurring Work
A loop of loops lets recurring AI jobs notice each other, share context, and hand off without you managing every step. Learn the concept and how to apply it.
What Is Seedance 2.5? ByteDance's 30-Second AI Video Model Explained
Seedance 2.5 generates native 30-second clips with 50 multimodal references. Learn what's new, when it launches, and how it compares to Seedance 2.0.
How to Build an AI Newsletter Digest Skill with Claude Code and Gmail MCP
Use Claude Code Ultra Code mode and Gmail MCP to build a skill that scouts your inbox, scores AI news, and drafts LinkedIn posts automatically every morning.
Claude Code Effort Levels Explained: Low, Medium, High, Max, and Ultra Code
Claude Code's /effort command controls how hard the model reasons before acting. Learn when to use each level and what Ultra Code dynamic workflows actually do.
How to Use Claude Code's /goal Command to Run Agents Until Completion
The /goal command in Claude Code lets agents run until measurable conditions are met. Learn how to set verifiable finish lines that prevent mid-task stops.
How to Use /goal and /routines in Claude Code for Autonomous Scheduled Workflows
Combine /goal and /routines in Claude Code to run recurring tasks autonomously. Learn how to set completion conditions so agents finish without stopping early.
How to Add Persistent Memory to Claude Code: Storage, Injection, and Recall
Claude Code's built-in memory captures almost nothing. Here's how to add Memarch, Hermes, or GBrain for real storage, injection, and semantic recall.
How to Become an In-House AI Consultant: A 4-Step Career Roadmap
76% of large companies now have a Chief AI Officer role. Here's a 4-step roadmap to become your company's go-to AI person without quitting your job.
How to Use ChatGPT's Job Search Feature: Find Jobs and Tailor Resumes
ChatGPT now finds live job listings and tailors resumes to specific roles. Here's how to use both features to land interviews faster.
Sakana Fugu vs Claude Opus 4.8: Is Multi-Model Orchestration Worth the Cost?
Fugu is 5x more expensive and 4.5x slower than Opus 4.8 with similar results. Here's when multi-model orchestration actually makes sense for your workflows.