Insights
Notes from the studio.
Engineering notes on AI, ML, custom apps, and the messy bits of shipping production software.
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AI
An AI Agent on WhatsApp: Real Answers, Real Actions, Not a Button Menu
A WhatsApp AI agent reads messages in your customer's own words, answers from your own data, and takes real actions like checking an order or booking a slot, then hands off cleanly to a human.
Alexa & Voice
If Your Radio Station Is Not an Alexa Skill, You Are Losing Listeners Every Day
Millions of homes now ask Alexa to play the radio by voice. If your station is not published as its own skill, Alexa plays nothing, plays a competitor, or plays the wrong thing.
Machine Learning
Building Neutral AI: How We Ship Production Systems Without the Hype
Hype free engineering principles for AI products that serve users, not nudge them. Grounding, refusal, evals, cost bounding, the boring decisions that actually ship.
Chatbots
Customer Support on WhatsApp, Done Right
WhatsApp is where many of your customers already live. Here is how to build a support bot that actually helps, knows its limits, and hands off to humans cleanly.
Apps & MVP
Custom App MVP Development: What 4 Weeks Actually Buys You
What you can realistically ship in a 4 week custom app MVP, features, tradeoffs, and the timeline traps that kill startups.
All posts17
ai
An AI Agent on WhatsApp: Real Answers, Real Actions, Not a Button Menu
A WhatsApp AI agent reads messages in your customer's own words, answers from your own data, and takes real actions like checking an order or booking a slot, then hands off cleanly to a human.
alexa-skill-development
If Your Radio Station Is Not an Alexa Skill, You Are Losing Listeners Every Day
Millions of homes now ask Alexa to play the radio by voice. If your station is not published as its own skill, Alexa plays nothing, plays a competitor, or plays the wrong thing.
alexa-skill-development
The Hidden Cost of Not Having a Branded Alexa Skill
When a customer asks Alexa for your brand and nothing answers, you are invisible at the exact moment they want you. Here is what that silence actually costs.
alexa-skill-development
Your Podcast Has a Hidden Audience on Alexa
There is a daily listening audience on Echo devices your analytics will never show you. If you are not on Alexa, you are not reaching them. Here is how to fix that.
alexa-skill-development
What an Alexa Skill Actually Costs (and What You Lose Without One)
A straight cost breakdown of building and running an Alexa skill, the customers you forfeit by sitting it out, and a simple way to decide if it pays off.
ai
What AI Agents Can Actually Do for Your Business in 2026
AI agents are real, useful, and easy to oversell. Here is a plain English look at what they do well today, where they still need a human, and how to start.
ai
Cut Your LLM Bill Without Cutting Quality
A practical, ordered playbook for lowering production LLM costs. Prompt hygiene, caching, model routing, retrieval, budgets, and the measurement that ties it all together.
ai
Do You Actually Need Custom AI, or Is an Off the Shelf Tool Enough?
A straight, vendor neutral answer to the question every founder is asking right now. Most teams do not need custom AI yet. Here is how to tell when you do.
alexa-skill-development
The Flash Briefing: The Morning Habit Slot Most Businesses Skip
Alexa Flash Briefings put your brand in someone's morning routine. They're recurring, low friction, and habit forming. Here is how to use the slot well.