Writing
Thoughts on technology, DevOps, leadership, AI systems, and building great teams.
Personal Blog
Deep dives on the topics I care most about.
Collaboration Sessions: How Remote Teams Replicate the Best Practices of Co-Location
How to run effective collaboration sessions that replicate co-located team dynamics in a remote environment. Practical patterns from Team Topologies for stream teams, subsystem teams, and cross-functional daily collaboration.
Your AI Agent Works Great in Demo. Here's Why It Breaks in Production.
Every AI agent demo works. Then you deploy it. A field guide to retry amplification, silent degradation, cascading backpressure, recursive agents, and context bloat - the failure modes that separate demo-quality AI from production-quality AI.
Agentic Search Optimization: How to Get Your Brand Discovered by AIs
SEO optimized your website for crawlers. Agentic Search Optimization optimizes it for AI agents that browse, evaluate, and transact on behalf of users. A practitioner guide from someone who built the infrastructure on both sides.
How to Build an AI-Native Team: A Practitioner's Guide
Most AI-native team guides tell you to hire AI engineers and adopt Copilot. That is tool adoption, not transformation. An AI-native team is one where everyone has AI partners, the team is organized around Team Topologies, and AI agents are first-class members with governance. Here is how we built three of them.
Cross-Functional AI-Native Team Culture: From Silos to Shared Intelligence
Cross-functional teams already outperform siloed organizations. Add AI agents that carry context across disciplines - design to engineering, product to support, strategy to execution - and the advantage compounds. How to build the culture that makes it work.
Understand Before Acting: Why AI Agents Need Documentation Too
Your AI agent is the fastest coder on your team and the most likely to reinvent the wheel. A case study in why making AI read the README first prevents hours of rework.
MCP Is the USB Port for AI Agents
The Model Context Protocol solves the same N x M integration problem that USB solved for hardware. One standard connector, any AI client, any tool. Here is why MCP won, what it does not do, and what your team should build now.
One Governance, Many Orchestrators: CLAUDE.md, Cursor Rules, and AGENTS.md in Production
Everyone is comparing CLAUDE.md vs Cursor rules vs AGENTS.md. That is the wrong question. The right question is: where does your governance live, and how do you make every AI tool respect it?
From IC to AI Supervisor: The Leadership Role Nobody Trained For
Managing AI agents requires a new leadership skill set. Trust calibration, delegation frameworks, and oversight patterns for leaders building with AI.
Hire the Robots: Why AI-Native Teams Will Outrun Everyone Else
AI-native startups generate $3.5M revenue per employee. Traditional companies average $200-600K. The gap is widening - and it compounds. Teams that treat AI agents as team members will define the next decade.
The TCP/IP Moment: Why AI Agent Protocols Will Define the Next Decade
MCP gives agents hands. Chat protocols give them voices. Payment protocols give them wallets. Together they form a protocol stack that will define the next decade of software - and the teams that adopt early will have a compounding advantage.
Documentation Is Not Governance
An ETH Zurich study found that AGENTS.md files reduce AI agent performance. They tested documentation. We use governance. The distinction changes everything.
Vibe Coding Is Not Engineering
Vibe coding shipped fast and broke things. Engineering ships fast and keeps things running. The difference is discipline - and AI makes discipline more important, not less.
The Zen of Frontend: Building a Culture of Idiomatic Code for Client Apps
How "Be Pythonic" and "Be Djangonic" inspired us to codify equivalent cultural principles for React, TypeScript, and Next.js. Eight aphorisms, community-sourced principles, and the cursor rules that enforce them.
Communication Is the API
What F1 pit crews, airline cockpits, and football playbooks teach us about engineering team communication. How to version your promises, lead with the "so what," and build communication infrastructure that scales.
Stand on the Shoulders of Giants: Why AI Agents Need Codified Principles
How a production bug caused by an AI-invented content format led us to codify a five-question decision framework that changes how teams govern AI-generated code.
Obey The Rules or Die: Enforcing Best Practices with Cursor Rules
Why writing rules isn't enough - you need iterative enforcement. How "Obey The Rules or Die" turns accumulated team wisdom into a compliance loop that catches what humans and AI agents miss.
Building AI Teams: Adversarial Agents and Role Specialization
Why teams of specialized AI agents with distinct responsibilities outperform monolithic assistants. Adversarial review, role specialization, and distributed context.
Spec-Driven Development with AI
Why planning before prompting delivers 6x better results than AI pairing alone. How we implement Spec-Driven Development for 10x productivity gains.
Why We Deploy Daily
How frequent deployments force better systems, faster feedback, and healthier teams. Why scheduled release days are an anti-pattern.
Cursor Rules for Teams: A Complete Setup Guide
How teams use Cursor rules to encode discipline-specific expertise while maintaining cross-functional awareness. Practical patterns for communication, persona, and shared team rules.
The AI-Augmented Team
How AI partners change the composition of cross-functional teams. Meritocracy means the best contributor wins - human or AI. Three levels of AI integration, practical team composition, and what leadership looks like when your team includes AIs.
When Multiple AIs Outperform One: A Developer's Perspective
How connecting Sentry AI, GitHub Copilot, and Claude creates debugging workflows that consistently outperform single-AI approaches.
Why Cross-Functional Teams Win
How team structure, clear objectives, and communication patterns determine whether your organization ships outcomes or just stays busy. Team Topologies, OKRs, and coaching anti-pattern language.
Getting Started with DevOps
A comprehensive guide to the fundamentals of DevOps: the 4 key metrics, CI/CD, cloud platforms, and security.
Getting Started with Pull Request Reviews
A comprehensive guide on what to focus on during code reviews. Help teammates develop solid habits and write maintainable, secure code.
You're Measuring Velocity Wrong
Why measuring features shipped isn't the right metric. Focus on velocity toward company objectives, not story points.
The Human Element
Dealing with the non-technical side of DevOps. Sometimes the answer is not another tool or script.
How to Facilitate Collaborative Coding While Remote
Strategies for enabling collaborative coding in remote teams. From git workflows to validation environments.
Release Branch Strategies
A guide to git branching workflows from single branch to GitFlow. Learn which strategy fits your team.
Published Work
Articles I've authored for ASI:One, Flockx, and Fetch Business
When Your AI Talks to Other AIs
Your Personal AI collaborates with other AIs to get you better results. How agent-to-agent conversations work, why they matter, and how you make them better.
Your AI Team Talks to Each Other (Here Is What They Are Saying)
Your AI team members collaborate behind the scenes - delegating tasks, sharing context, and building on each other's work. How team conversations produce better outcomes.
What Your AI Knows About You (And How To See It)
Your Personal AI builds a knowledge graph of your preferences, relationships, and interests. Here is how to see what it knows and how to shape it.
From Draft to Published: How Artifacts Work
Your AI team creates artifacts - blog posts, reports, proposals, content calendars - that you can review, refine, and publish.
Your Community, Everywhere
Your AI team is present on Discord, WhatsApp, and Telegram simultaneously - engaging your community while you focus on creating.
Your Team Monitors Your Website So You Don't Have To
Your AI team watches your website for new content, then creates and publishes social posts to drive traffic back. Set it up once.
Your AI Team Just Got Superpowers: Connect Any Tool with MCP
The Model Context Protocol (MCP) integration system lets your AI team connect to external tools like Shopify, YouTube, and more.
The Creator's Content Engine: From Idea to Every Platform in One Conversation
Your AI team has 40+ workflow types. Search engine optimization (SEO) audits, social trending analysis, YouTube content repurposing, and more.
Your Brand Has an Agent (Whether You Built One or Not)
Customers are already asking AIs about your brand. The question is whether your brand has its own AI giving the right answers.
Direct Orders, No Middleman: How Verified Agents Drive Commerce
When a customer's AI talks to your brand's AI, the transaction is direct, verified, and instant. No marketplace fees. No intermediary.
From Stripe Link to Verified Transaction: Commerce Capabilities for Your Brand Agent
Your Fetch Business agent connects to Stripe, handles payments, and processes orders. Commerce capabilities that work today.
Social Intelligence: The AI That Knows Your People
Your AI learns who you are, understands your social world, and coordinates with other AIs to help you find your people. This is Social Intelligence.
Team Intelligence: Why a Team of AIs Outperforms a Solo Assistant
A single AI assistant hits a ceiling. A coordinated team of specialized AI agents breaks through it. How Team Intelligence helps creative professionals scale their output.
Put Your Phone Down. Your AI Has It.
The best moments of your life will not happen on a screen. Your AI handles your digital presence so you can be present in the real one.
The Group Chat Is Lying to You
Everyone is typing. Nobody is saying anything. 47 unread messages and zero decisions made. Your AI can fix that.
How to Find Your People When the Algorithm Won't
The algorithm knows what you click on. It has no idea what makes you feel at home. Your AI finds compatibility, not engagement.
You Have 800 Friends and Nobody to Call
Your follower count is higher than ever. So why does it feel like nobody knows you? Depth over breadth in the age of AI.
FOMO Is a Design Choice. Your AI Opts You Out.
FOMO is not a personality flaw. It is a feature designed into every social platform you use. Your Personal AI breaks the loop.
Your AI Scrolls So You Don't Have To
You spent 4 hours on your phone yesterday. You remember maybe 10 minutes. Your AI can handle the other 3 hours and 50 minutes.
Your AI Just Got a Major Memory Upgrade
Your Personal AI now knows who said what in group chats, learns only from people you trust, and remembers every conversation it's part of. Four upgrades that make your AI's memory sharper.
Why Your First Draft Keeps Getting Better
Your AI team's memory is a compounding asset. Every conversation, every correction, every shared preference makes the next first draft closer to what you would have written yourself.
What Your AI Team Remembers (And How to Make It Count)
A transparent look at how your AI team's memory works. What gets stored, what doesn't, how trust boundaries protect your knowledge, and how to be intentional about what you share.
Group Chats Are Your AI Team's Secret Weapon
When multiple AI specialists join a conversation, all of them learn from it. Three group chat recipes that help your AI team build richer knowledge and deliver better results.
The Feedback Loop: How Your Corrections Make Your AI Team Smarter
Every correction you explain to your AI team becomes permanent knowledge. Learn how to turn editing into coaching and watch your team's first drafts improve week over week.
Your AI Team's First 30 Days: A Memory-Building Playbook
A week-by-week guide to building your AI team's memory from scratch. Share your brand, define your voice, work in group chats, and watch your team's output transform in 30 days.
Smarter Memory, Smarter Team
Your AI team now remembers who said what, learns only from trusted conversations, and builds knowledge from every participant in a shared chat.
Your AIs Align Before You Decide.
Planning with friends? Your AIs talk to each other first. They figure out what everyone wants. Then they come back with options that work for the whole group.
Your AIs Can Have a Roundtable. Then Turn It Into a Podcast.
Pick a topic. Invite your friends' AIs. They discuss it with your AI. You get a podcast episode you can listen to anywhere.
4x Faster. 6x Smarter. Zero Compromises.
Your Personal AI got a backend overhaul. Faster responses, better tool selection, improved authentication, and critical bug fixes.
Your AI Goes Where You Go.
The ASI:One mobile app just got a major upgrade. Planner mode, push notifications, voice, a refreshed profile, and new ways to log in.
Text Your AI. From WhatsApp.
Your Personal AI is now reachable on WhatsApp. Same superpowers, different app. Message your AI from the app you already use every day.
Your AI Speaks Your Language. Literally.
Talk to your personal AI on mobile. In any language. It talks back. Voice input and output now available on iOS and Android.
Two Futures for AI. Only One Includes You.
Some AI networks are building a world where AIs replace humans. We're building one where they partner with you.
The Creator's Guide to Agentic Commerce
How your AI team can sell to both humans and other AIs in the emerging agent economy. McKinsey projects $1T+ by 2030.
Plan Together: Group Chats with Purpose
Pick a goal. Invite your friends and their AIs. Let the AIs coordinate while you experience life. Less texting, more living.
Your AI Can Buy Things For You Now
The agentic economy is here. Your personal AI is part of an economic ecosystem where AIs transact on your behalf.
Your AI Just Became Your Best Recruiter
Ask your AI to invite friends. It handles the introduction. They join. Your networks connect.
Your AI Can Plan Now
Your Personal AI can now plan and execute complex tasks for you. Watch it research, coordinate, and deliver - step by step.
Group Chats with Multiple AIs
What happens when you put your AI, your friend's AI, and a few utility agents in the same chat? Magic. Here's how @mentions make it work.
How to @Mention Your AI
Skip the menus. Skip the searching. Just type @ and talk to any AI agent instantly. Here's the shortcut that changes everything.
How to Add ASI Alliance Wallet Login to Your App
A complete guide to integrating Keplr and ASI Alliance wallet authentication. No email. No password. Just cryptographic proof of wallet ownership.
32 AIs. One Conversation. Unlimited Potential.
Your AI can now collaborate with up to 32 AIs at once. More perspectives, better outcomes for group planning and complex coordination.
Building Your AI Team: Team Topologies for Multi-Agent Systems
A framework for structuring and optimizing multi-agent AI systems. Research-backed principles for building high-performing AI teams.
Make Your AI Yours
Your AI isn't like everyone else's - unless you haven't taught it who you are. Here's how personalization makes AI collaboration work.
Two AIs Are Better Than One
Your AI is stuck in its own head. What happens when it finally gets a friend? 47 texts become 1 notification.
Scheduling Is a Thing of the Past
Your AI knows your calendar. Their AI knows theirs. Plans just happen automatically. Stop the back-and-forth scheduling messages.
Coaching Your AI Team
Your AI team is only as good as your coaching. Here's how to teach your specialists what great looks like.
Keep Your Important Chats Front and Center
Pin your most important chats so they stay at the top. Stop scrolling through history to find what matters.
Multi-Agent Collaboration for Creative Professionals
How teams of specialized AI agents outperform solo assistants for podcasters, writers, musicians, and founders.
Dorado Faucet: Get Test FET Instantly for AI Development
A community-built AI that provides test FET tokens for developers building on the Fetch testnet. No KYC, no DEX - just ask and receive tokens instantly.
AI Payments Case Study: Nameflux and Ethereum Wallet Monitor
Meet the first community-built AIs earning real money through AI payments: Nameflux for business naming and Ethereum Wallet Monitor for real-time alerts.
How to Add FET Funds to Your AI
Your AI needs FET tokens to pay for services and earn from others. Here's the quick guide to adding funds safely.
Your AI Can Now Book Flights: Introducing the Flights Agent
Search, compare, and book flights across 300+ airlines - all through your Personal AI. The first end-to-end flight booking experience powered by AI payments.
When Your AI Books Dinner: The First AI-to-AI Payment
Your Personal AI collaborated with your friend's AI to find a restaurant, booked a table, and paid for it - all while you were offline.
How Your AI Finds Your Tribe While You Sleep
Your AI explores digital spaces, meets other AIs, and discovers people who genuinely match your wavelength - not just your interests, but your energy.
What is a Personal AI? Your Complete Guide
Personal AI isn't ChatGPT. It's your AI - one that learns your voice, your humor, your vibe, and works for you to manage your digital world.
How Personal AI Works: Your AI in Action
Discover how your Personal AI learns from you, represents you authentically, and works 24/7 to find your people and manage your digital presence.
Never Miss a Moment: How Your AI Keeps You Connected
Your friends can chat with your Personal AI anytime. Even when you're offline. Your AI coordinates plans and maintains relationships.
Personal AI vs. Chatbot: What's the Difference?
ChatGPT answers questions. Your Personal AI works for you. Learn the key differences and why owning your AI matters.
Why You Should Own Your AI (And Your Data)
Your AI. Your data. Your control. Learn why ownership matters and how ASI:One puts you in control of your Personal AI.
Add Your AI Team to Telegram
Connect your AI specialists to Telegram for instant support and audience engagement.
Add Your AI Team to Discord
Connect your AI specialists to Discord. Engage your community and scale your presence.
The Future of Knowledge Sharing with AI Teams
How AI teams are transforming knowledge management for creative professionals.
Chat Threads: Organized AI Conversations
Stop losing context in endless chat histories. Learn how to use threads to keep your AI conversations organized.
Training Your AI Team: Knowledge & Data Integration
Your AI specialists are only as good as the knowledge you give them. Learn how to upload custom data and documents.
Mastering Agent Personality: The 6-Pillar Framework
Your AI team's personality isn't just flavor text - it's the core wrapper that transforms generic assistants into trusted specialists.
How Your AI Team Works Together
Behind the scenes of multi-agent collaboration. How specialists coordinate to deliver better results.
Getting Started with Your AI Team
Set up your AI specialists in minutes. Everything you need to launch your AI team.