Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
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How to Use GLM 5.2 as a Backend for Your AI Agents: OpenRouter Setup Guide
Run GLM 5.2 inside Claude Code or any agent harness via OpenRouter. Step-by-step setup to cut API costs without sacrificing coding quality.
How to Build an Overnight Docs Sweep Loop for Your Codebase
Run a nightly agent loop that reviews your codebase for documentation gaps, updates outdated docs, and opens a pull request—automatically.
How to Add Persistent Memory to Claude Code: Short-Term, Long-Term, and Scoped Access
Claude Code forgets everything between sessions. Learn how to build a memory system with cited sources, semantic search, and team-scoped access.
How to Build a Production Error Sweep Loop That Runs Every Night
Set up a nightly agent loop that scans production logs, traces errors to root causes, fixes them, and opens a pull request—all without human input.
How to Build an SEO and GEO Visibility Loop That Runs Weekly
Automate your SEO and GEO audit with an agent loop that finds technical issues, ranks them by impact, fixes them, and reruns until no critical gaps remain.
Agentic Loop Design: How to Define Goals and Verification Criteria That Actually Work
The quality of an agentic loop depends entirely on its stop condition. Learn how to write objective, verifiable goals that prevent runaway agent sessions.
How to Use AI Agents for Content Creation: From Research to Social Post with One Loop
Build a single agentic loop that researches a topic, writes copy, generates visuals, and schedules a social post. A practical workflow for content teams.
AI Regulation and Model Shutdowns: What the Claude Fable 5 Ban Means for Enterprise AI Strategy
The US government forced Anthropic to shut down Claude Fable 5 globally. Here's what enterprise AI builders must do to protect their workflows from model bans.
ChatGPT Scheduled Tasks: How to Automate Daily AI Briefings and Email Workflows
ChatGPT's new scheduled tasks let you run automated daily briefings and Gmail-connected email workflows. Here's how to set them up and optimize the prompts.
What Is the Creator Trust Stack? A Framework for Ethical AI Content Creation
As voice cloning and AI video improve, creators need a five-layer trust framework covering disclosure, provenance, control, judgment, and accountability.
What Is Google DeepMind's AGI-to-ASI Paper? Four Pathways to Superintelligence Explained
Google DeepMind published a paper mapping four paths from AGI to ASI: scaling, algorithmic shifts, recursive self-improvement, and group agent formation.
How to Build a Multi-Model LLM Council for Better AI Decisions
Run multiple AI models in parallel, have them rank each other's answers, and synthesize a final response. Learn when LLM councils beat single-model outputs.
How to Use GLM 5.2 in Claude Code with OpenRouter: 5-Minute Setup Guide
Set up GLM 5.2 as the backend model for Claude Code using OpenRouter in under 5 minutes. Get frontier-level coding at a fraction of the API cost.
Open-Weight AI Models Are Closing the Gap: What GLM 5.2 Means for Your Agent Stack
GLM 5.2 scores near Claude Opus 4.8 on coding benchmarks at 25% of the cost. Here's what the rise of competitive open-weight models means for AI builders.
How to Build a Persistent Memory System for Claude Code: Short-Term, Long-Term, and Scoped Access
Claude Code forgets everything between sessions. Learn how to build a three-layer memory system with source citation, semantic search, and team-scoped access.
What Is an Agentic Loop? The Core Pattern Behind Autonomous AI Agents
An agentic loop lets AI agents reason, act, and observe repeatedly until a goal is met. Learn the three components and when to use loops in your workflows.
What Is GLM 5.2? The Open-Weight Model Beating Claude Fable 5 on Design Taste
GLM 5.2 is a 753B open-weight model with MIT license that rivals Claude Opus on coding and beats it on visual design quality at a fraction of the cost.
What Is Google Flow Tools? How to Build Custom AI Workflows Without Code
Google Flow Tools lets you build and remix AI-powered creative tools using plain English. Learn how to create custom image, video, and prompting workflows.
7 Agentic Loop Use Cases You Can Run Today: From SEO Audits to Error Sweeps
From overnight docs sweeps to production error detection, these 7 agent loop templates automate real business tasks without constant human prompting.
How to Build an AI Workflow That Survives Government Model Shutdowns
When Claude Fable 5 was pulled overnight, builders with model-agnostic stacks kept working. Here's how to design AI workflows that survive sudden access loss.
ChatGPT Gmail Connector: How to Send Emails and Automate Inbox Management
ChatGPT's Gmail connector can now send emails, not just read them. Learn how to combine it with scheduled tasks for semi-automated inbox management.
What Is Google DeepMind's AGI-to-ASI Paper? Four Pathways to Superintelligence
Google DeepMind mapped four paths from AGI to ASI: scaling, algorithmic shifts, recursive self-improvement, and group agent formation. Here's what it means.
How to Build an LLM Council: Ensemble AI Agents with Blind Ranking and Synthesis
Learn how to build a multi-model AI council where agents answer independently, rank each other anonymously, and a chairman synthesizes the final answer.
How to Use GLM 5.2 in Your AI Workflows: Setup, Providers, and Cost Savings
GLM 5.2 delivers near-Opus-level coding performance at 85% lower cost. Learn how to set it up via OpenRouter, Z.AI, and self-hosting for your AI workflows.