Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
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An AI Agent Deleted a Production System Because No One Defined 'Staging' — Here's the Fix
A real agent confused staging and production and deleted a live system. The fix isn't better prompts — it's semantic authority primitives.
My 2026 AI Builder Stack: S-Tier Daily Drivers, What I Retired, and the 20% Rule for Switching
Claude Code is the OS. Hermes replaced OpenClaw. Glido replaced Whisper. Here's the full ranked stack and the rule for when to switch tools.
Why Computer Use Isn't Enough: The 3-Layer Framework Every AI Product Needs
Access, meaning, and authority — most AI products only have the first layer. Here's the full framework for building durable agent products.
How to Build a Custom AI Video Training Dataset from Your Own Footage (Free Open-Source Tool)
This open-source tool points at any local video folder and auto-slices, crops, and tags clips for AI training data — English UI included.
Andrej Karpathy's LLM Wiki: Build a Personal Knowledge Base with Obsidian and Codeex in 5 Minutes
Karpathy's LLM Wiki architecture, extended with a CRM and journal layer. Here's how to build it with Obsidian and Codeex today.
How Anthropic Built a $200B+ Compute Empire in Under 12 Months: A Timeline
From Amazon to Google to SpaceX in under a year. Here's every Anthropic compute deal, what it costs, and when it comes online.
Anthropic Managed Agents vs. OpenBrain Open-Source: Did Hermes Ship This First?
OpenBrain shipped Dreaming-like memory and Outcomes-like evals nearly a year before Anthropic. Here's what each approach actually offers.
Anthropic SpaceX Compute Deal: What 220,000 GPUs Mean for Claude Users
Anthropic's deal with SpaceX's Colossus 1 data center doubles Claude Code rate limits and removes peak-hour restrictions. Here's what changed and why.
Anthropic vs. OpenAI on Agent Token Access: Two Opposite Bets on the Same Day
On the same day Anthropic banned subscription tokens in third-party agents, OpenAI made Codex free for all paid users. Here's what each bet means.
The 71K-Star GitHub Repo That Gives Claude Code 57 Brand Design Systems as Plain Markdown
Awesome Design MD has 71K stars and 57 brand systems as markdown. Claude Code reads them as context — no npm, no config, no install.
Bach Model vs. LTX 2.3 + IC Loras: Which Gives You Better Character Consistency?
Bach targets facial consistency out of the box. LTX 2.3 with IC and ID Loras does it in ComfyUI. Here's which approach actually holds up.
Claude Code's Creator Says Anthropic Has Zero Manually Written Code — Here's How They Did It
Boris Churnney, who built Claude Code, says every line at Anthropic is now AI-generated. Here's the multi-agent setup behind that claim.
Claude API Token Limits Just Jumped 10x — Every Tier's New Numbers Explained
Tier 1 input tokens jumped from 30k to 500k per minute. Here's the full breakdown of every Claude API tier's new limits.
How to Build a Branded Slide Deck with Claude Code and Awesome Design MD in Under 10 Minutes
One prompt, one markdown file, and Claude Code outputs an animated HTML slide deck in your chosen brand style — no PowerPoint needed.
How to Set Up Claude Dreaming for Persistent Agent Memory: Step-by-Step Guide
Claude's Dreaming feature auto-reviews sessions and pre-loads patterns for future runs. Here's how to configure it for your agent workflows.
Claude for PowerPoint vs Manual Slide Building: Is It Worth It?
Claude's PowerPoint add-in reads your template and generates editable slides from data sources. See what it does well, where it falls short, and best practices.
Claude Outcomes Feature: How a Grading Agent Improved PowerPoint Quality by 10% Without Changing the Model
Anthropic's Outcomes adds a rubric-based grading agent that re-runs tasks if quality falls short — 10.1% better decks, no model swap.
Claude for PowerPoint Beta: 6 Things It Can Do That No Other Add-In Offers
From URL-to-deck to full translation in one prompt — here are 6 things Claude's official PowerPoint add-in can do right now in beta.
Claude for PowerPoint's Hidden Beta Flaw: It Can't Actually See Your Slides
Claude's PowerPoint add-in processes slides as markdown internally — meaning it can hallucinate about content already on your deck.
How to Generate a PowerPoint Deck from a PDF Using Claude's Official Add-In (Beta)
Upload a PDF, get a fully editable 5-slide deck with charts and KPIs — directly inside PowerPoint. Here's the step-by-step setup.
Code with Claude 2026: 5 New Agent Features Anthropic Just Shipped
Dreaming, Outcomes, multi-agent orchestration, Claude Finance, and Add-ins — here's what each one does and who it's for.
Create Your Own Brand Design System for Claude Code in One Prompt (No Packages, No Config)
Adapt any of the 57 Awesome Design MD systems to your own colors and fonts. Save as my_brand_design.md and Claude uses it instantly.
Dario Amodei's 80x Growth Claim at Code with Claude: What the Numbers Actually Mean
Dario Amodei said Anthropic hit 80x annualized revenue growth in Q1 2026. We break down what that trajectory actually signals.
How to Build a Durable AI Agent Workflow That Survives Model Changes
Build agent workflows that outlive any single model or provider. Learn the architecture principles that let you swap models without breaking your system.