Insights for AI builders
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Did Kimi K3 Train on Claude? Inside the AI Distillation Fight
Anthropic says Chinese labs used fraudulent accounts to pull millions of Claude outputs. Here's what distillation is and why it matters.
Are Chinese AI Models Really Catching the US Frontier?
DeepSeek, Kimi K3, Qwen, and GLM compared on price, licensing, and capability against US frontier models, with a practical framework for testing them.
Claude Opus 5 Is One-Shotting Playable 3D Games From Scratch
Claude Opus 5 is generating playable FPS, zombies, and Minecraft-style games in a single prompt. Here's what that leap actually means.
What Claude Opus 5 Reveals About Self-Testing AI Beyond Games
Claude Opus 5 builds simulations and tests its own code in loops, pointing toward autonomous AI development beyond flashy game demos.
Higgsfield Cancellation Complaints: What Discord Reveals Before You Subscribe
Higgsfield users report cancellation failures, surprise credit deductions, and mod-dependent refunds on Discord. Here's what to know before subscribing.
Higgsfield's TOS Backlash: What Changed and What Didn't
Higgsfield rewrote its terms after backlash over perpetual content licenses and training rights. Here's what actually changed, and what quietly stayed.
Finance Teams Are Ditching Spreadsheets for AI-Built Apps
Approval trackers and close-process tools built by finance, not IT. Why spec-driven AI apps fit finance workloads better than spreadsheets.
Self-Hosting Chinese Open-Weight AI Models: A Practical Decision Guide
A practical guide to self-hosting DeepSeek, Qwen, or GLM versus using APIs, covering hardware costs, licensing terms, and data governance risks.
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.