Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
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What Is the Agent Harness? Why It Matters More Than the Model You Choose
Google says the LLM is only 10% of an agentic system. The harness—rules, tools, context, and guardrails—drives the other 90%. Here's what that means.
What Is Sakana Fugu? The Multi-Model Orchestrator Explained
Sakana Fugu is an AI orchestrator that routes prompts to the best model automatically. Learn how it works, its two tiers, and real benchmark results.
Agentic Engineering vs Vibe Coding: Google's Spectrum and Why It Matters for Builders
Google's AI coding masterclass defines a spectrum from vibe coding to agentic engineering. Learn which approach to use and when for reliable AI-built software.
Claude Tag Explained: Anthropic's Slack-Native AI Agent and What It Means for Enterprise
Claude Tag embeds Claude directly into Slack with ambient context and org-wide tools. Learn what it means for enterprise AI adoption and vendor lock-in.
G Stack by Garry Tan: 23 AI Specialists and 8 Power Tools for Your Coding Agent
G Stack turns Claude Code into a virtual engineering team with 23 specialists including CEO, QA lead, and security officer. Here's how to install and use it.
GLM 5.2 Architecture Deep Dive: Index Share, Sparse Attention, and Multi-Token Prediction
GLM 5.2 achieves 2.9x fewer compute operations at 1M token context using Index Share sparse attention. Here's the technical breakdown for AI builders.
How to Build a Brand Context Folder for Claude Code: Voice, Visual Identity, and Positioning
A brand context folder gives Claude your voice profile, design tokens, and ICP so every output inherits your identity. Here's how to build one in 30 minutes.
How to Use AI Agent Skills and Plugins in Claude Code and Codex: A Practical Guide
Skills are reusable instruction files; plugins bundle skills, agents, and MCPs. Learn how to install and use both in Claude Code, Codex, and other harnesses.
How to Use the Graphify Skill to Build a Queryable Knowledge Graph for AI Agents
Graphify converts codebases and notes into a queryable knowledge graph that reduces token costs by letting agents query structure instead of raw files.
What Is the AI-Driven SDLC? How Agentic Engineering Shifts the Software Bottleneck
The AI-driven SDLC compresses implementation from weeks to hours but shifts the bottleneck to specification quality and validation. Here's what that means.
What Is GLM 5.2? The Open-Weight Model With Frontier-Level Coding and 1M Token Context
GLM 5.2 is a 744B MoE open-weight model with a 1M token context window, sparse attention, and pricing 10x cheaper than Claude. Here's what sets it apart.
What Is a Loop of Loops? How to Build AI Agents That Coordinate Recurring Work
A loop of loops lets multiple recurring AI jobs notice each other, share context, and hand off tasks. Here's the concept and how to build one for your business.
What Is OpenAI's Jalapeno Chip? The Custom AI Inference Processor Explained
OpenAI's Jalapeno is a custom ASIC built for LLM inference, designed in 9 months with AI assistance. Here's what it means for AI speed and cost.
What Is Sakana Fugu Ultra? The Multi-Model Orchestrator That Beats Frontier AI
Sakana Fugu Ultra is an LLM pool that coordinates multiple models to outperform GPT and Claude on coding benchmarks. Here's how it works.
What Is Seedance 2.5? ByteDance's 30-Second AI Video Model With 50 References
Seedance 2.5 brings 30-second shots, 4K output, and 50 multimodal references per generation. Here's what it means for AI video workflows.
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.