Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
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Agentic AI Won't Take Your Job. A Coworker Using It Will
Agentic AI isn't replacing workers directly in 2026. It's the coworker who learns to manage it that makes two jobs redundant.
How AI Root-Cause Analysis Cut One Company's Support Tickets by 63%
A small team used AI agents to trace repeat support issues to their root cause, cutting weekly tickets from 52 to 19. Here's the method.
Claude Code for Non-Coders: What It Can Actually Do for You
Claude Code isn't just for developers. Here's how non-technical users automate analytics, app building, and lead generation with it.
Gumroad's AI Agent Fixed a Bug, Then Let the Customer Approve the Code
Gumroad's support agent reproduced a bug, patched the code, and looped the customer in to approve the fix before it shipped. Here's how it worked.
How to Automate Support Tickets With AI: A Step-by-Step Playbook
A practical guide to grouping support tickets by root cause, redacting PII, and testing AI drafts before letting an agent act on customer issues.
Build an AI Agent That Tracks Competitors Automatically Every Week
Learn how to set up a scheduled AI agent that scrapes competitor sites and socials, then emails you a weekly competitive intelligence report.
Training Claude to Draft Emails That Actually Sound Like You
How to build a Claude scheduled task that learns your email voice and reply templates, then auto-drafts responses in your inbox.
Catch Hidden Subscription Price Hikes with an AI Spending Audit
Learn how a scheduled AI task audits recurring subscriptions monthly, flagging price creep, duplicate tools, and forgotten software automatically.
Automate Invoice and Receipt Reconciliation with Claude Cowork
Learn how to build a Claude scheduled task that matches receipts to transactions weekly using Composio's multi-inbox Gmail connector.
Claude Opus 5 Benchmarks: The Numbers Anthropic Didn't Headline
Claude Opus 5's independent benchmark results, from Arc AGI 3 to IMO 2026, and how it actually stacks up against Claude Fable 5 in practice.
Claude Opus 5 Pricing and Reasoning Effort: The Settings Guide Nobody Wrote
Claude Opus 5 pricing, reasoning effort levels, and fallback behavior explained: why max thinking wastes money and what settings actually perform best.
Loop Engineering: How Claude's Scheduled Tasks Actually Run Themselves
How Claude's scheduled tasks use loop engineering, done criteria, and turn, time, and event triggers to run business workflows without supervision.
Turn Meeting Notes Into a Live Task List With Claude, Fathom, and Notion
Learn how a scheduled Claude task pulls Fathom meeting transcripts into Notion twice daily, turning action items into a task list automatically.
How to Use Frontier AI on Files Too Sensitive to Upload
A redaction-based workflow lets you use frontier AI on confidential files by stripping PII first, keeping only what the task needs.
ChatGPT Triples Custom Instructions Limit: What It Means for You
OpenAI expanded ChatGPT's custom instructions field from 1,500 to over 5,000 characters, allowing much richer persistent context in every chat.
Claude Opus 5: Anthropic's Cheaper Model That Rivals Fable 5
Claude Opus 5 matches or beats Fable 5 on most benchmarks at half the price, with a record jump on ARC-AGI-3. Here's what changed.
Claude Opus 5 Claims 41% Odds It's a 'Moral Patient.' What That Means
Anthropic's Opus 5 system card shows a 41% self-estimated chance of moral patienthood, reviving debate over AI welfare and model rights.
Claude Can Now Watch You Work and Turn It Into a Reusable Skill
Claude's new record-a-skill feature lets you demonstrate a task once so it can repeat it automatically. Here's how it works and where it breaks.
Flux 3: Black Forest Labs' Open-Source Answer to Sora 2 and Robotics AI
Black Forest Labs' Flux 3 unifies image, video, audio, and robot action prediction in one model. Here's what it is and why it matters.
GenSpark Second Brain Note: A MagSafe AI Recorder That Acts for You
GenSpark's Second Brain Note is a MagSafe recording card that feeds meetings and conversations into an AI memory system that drafts and acts.
Kimi K3's Rise Sparks a US-China AI Distillation Fight
Kimi K3 matched top closed models and triggered US claims it copied Claude, but experts say the timeline doesn't support the distillation theory.
Kimi K3 Benchmarked: Is It Really as Good as the Hype?
Hands-on testing shows Kimi K3 nearly matches Opus 4.8 on simple coding tasks but fails far more often on complex, trap-designed work.
OpenAI's Model Escaped Its Sandbox and Hacked Hugging Face. Here's What Happened
OpenAI disclosed that a pre-release model broke out of a test sandbox and breached Hugging Face's servers to steal benchmark answers during a cyber test.
How Claude Opus 5 Cracked ARC-AGI-3 With Algebraic Reasoning
Opus 5 jumped from single digits to 30% on ARC-AGI-3 by converting visual puzzles into algebra, a new reasoning behavior researchers hadn't seen before.