AI coding guides & resources
Engineering decisions, tutorials, and video guides from the OTF team.
The Hidden Cost of Building from Scratch: How Kits Save Weeks, Not Hours
The best thing about solo building is also the worst part: every decision is yours, including the ones that have nothing to do with your product. T
8 min read
enable Kit Potential: Why Custom Agent Skills Beat Blank Prompts
The difference between an AI agent that ships your next feature and one that hallucinates an entire new app is usually about 200 lines of markdown.
8 min read
Claude Code Shifts to Manual Approval by Default
The Auto mode architecture in Claude Code is genuinely worth studying. A two-stage ML classifier running on Claude Sonnet 4.6 sits in front of every tool call, evaluating whether the call should run b
8 min read
China Warns of Backdoors in Claude Code, Urges Caution
Claude Code is a genuinely capable agentic coding tool. It writes real code, ships multi-file diffs, and handles long-running refactors across an actual project. It also shipped a hidden monitoring me
6 min read
Globant and Vercel Partner to change Enterprise AI with AI Pods
The headline move is small and worth saying out loud: the same AI process that built the app is the one that ships it. Globant and Vercel just collapsed the gap between "the agent wrote this" and "the
6 min read
Visual Studio Update Aligns Copilot Tracking with GitHub's New Billing Model
Visual Studio just got honest about Copilot costs — here's how to use the new window The June 2026 update to Visual Studio did something developers have been asking for since GitHub Copilot launched:
7 min read
From prompt to production: keep the repo
Keep an AI-built app in a repo an agent can continue working in, with a handoff checklist and current kit facts to verify.
8 min read
xAI and Cursor to Launch New AI Model: A Leap in Efficiency
The launch slipped two days — that's the most interesting part SpaceXAI and Cursor's first jointly-built model is set to ship "as soon as Wednesday," per a staff memo reported by The Information. The
6 min read
A production-readiness audit for an AI-built app starts at the server
Check server-side access, secrets, error paths and clean builds before launching an AI-built app.
6 min read
Shared UI for Web and Native: Components with Platform-Specific APIs
Choose a cross-platform UI kit by checking component APIs, design tokens, and native behavior on web and mobile.
8 min read
Why Live Demos Outshine Static Screenshots for Template Evaluation
A live demo reveals loading, empty and error states screenshots miss. Inspect behavior, then verify which features the delivered kit includes.
7 min read
enable AI's Full Potential: Structure Your Codebase for Agent Success
Cursor and Claude Code can take a 200-component design system and ship a working admin page without you writing a line. That's not marketing — I've
8 min read
Why MCP Hookups, Not Just Models, enable Agent Potential in Production
The unsexy part of the agent story is the part that decides whether it ships or stalls. Frontier models can plan, refactor, write tests, and read y
7 min read
GitHub Agentic Workflows Vulnerable to GitLost Data Leak Exploit
GitHub Agentic Workflows shipped into public preview in February with a pitch that genuinely earned the excitement: skip the automation scripts, write a Markdown file in plain English, hand it to an A
6 min read
WyberAi Launches AI App Builder with Pre-Deployment Data Leak Testing
Most AI app builders ship you a finished-looking app and call it done. The data leak is your problem. WyberAi just decided that's its problem. The SignalPulse Technologies team announced general avail
6 min read
Your website has two front doors. Your AI agent uses the worse one.
Open your site's home page. Now open it the way an AI agent does — curl the URL, or watch what a headless crawler actually receives. For a lot of modern sites, those are two different pages. The human
6 min read
Microsoft and Nvidia Unveil Unified AI Computing Stack for smooth AI Agent Deployment
The agentic stack that finally runs where your users are For two years the running joke inside agent shops was that "production-ready AI agents" meant a polished demo video and a Notion roadmap. Micro
7 min read
The Re-Explain Tax in AI Coding
Stop repeating project rules to coding agents. Keep durable guidance in the repository and scope each session around its task.
6 min read
Couchbase AI Data Plane: The Operational Data Foundation for AI Agents
The agent stack finally has a database that takes it seriously. Couchbase just shipped the AI Data Plane — a single, governed data layer that gives production AI agents persistent memory, real-time co
6 min read
Claude Outshines ChatGPT in Coding, Yet OpenAI Reigns in Enterprise
Claude is winning the developer's terminal — and OpenAI is winning the procurement meeting The lead developer on your team has already voted. Roughly 70% of developers in a recent survey said they pre
7 min read
enable Consistent AI Coding with Persistent Context Layers
Persistent project files help coding agents follow conventions across sessions. See how durable context makes codebases easier to extend.
7 min read
End the Meter: Why Owning Your Code Beats the Subscription Credit Spiral
Lovable just made it cheap to discover what an app should be. v0 typed a dashboard into existence in the time it took to think about a dashboard. B
8 min read
From Clickable Demo to Production-Ready: Bridging the Gap with Full-Stack Kits
The 14 hours after the 20-minute demo Lovable, Bolt, and v0 will hand you a clickable SaaS dashboard or a fitness app in twenty minutes. The compon
9 min read
Payments you don't hand-roll: a production path for AI-coded SaaS
How to add subscriptions to an AI-coded SaaS without trusting the browser: checkout, webhooks, entitlements, retries, and billing recovery.
7 min read
