Agentic AI Labs · Blog
The Art of Building
Field notes on AI voice agents, WebMCP, and getting found in the AI era. Written in the open by Aditya Pandey.
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SEO to AEO to WebMCP: The Three Layers of Getting Found in the AI Era
Getting found online changed three times: SEO for search, AEO for AI answers, and now WebMCP for AI agents. Here is what each layer is and how to optimize for all three.
WebMCP vs MCP: The Difference in Plain English
WebMCP and MCP sound the same but do different jobs. Here is the difference in plain English, with examples, a comparison table, and when to use each.
How to Enable WebMCP in Chrome (Step-by-Step)
WebMCP is available to test in Chrome Canary. Here is how to enable it step by step, verify it is working, and fix the most common issues.
How to Make Your Website WebMCP-Ready: A Founder's 5-Step Playbook
WebMCP lets AI agents use your site instead of scraping it. Here is a plain-English, 5-step playbook to make your existing website agent-ready, no rebuild needed.
How to Get Your First Paying Client for an AI Voice Agent Business
How to get your first paying client for an AI voice agent business: where to find them, what to pitch, and how to close, without a big audience or portfolio.
Scaling Voice AI to 50+ Concurrent Calls: Infrastructure Guide for Pipecat and LiveKit
A demo Voice AI agent runs one call. Production runs many at once, and things break differently at scale. An infrastructure guide for Pipecat and LiveKit.
Telephony Latency vs Pipeline Latency: Why Voice AI Builders Confuse Them
Telephony latency and pipeline latency are not the same thing, and confusing them wrecks Voice AI debugging. What each one is and how to measure them right.
AMD for AI Voice Agents: How to Detect Voicemail Under 2 Seconds
A large share of outbound calls hit voicemail. How answering machine detection works and how to detect voicemail in under 2 seconds for Voice AI agents.
Vapi to LiveKit/Pipecat: A Migration Guide for Production Voice AI Builders
Most serious Voice AI builders eventually outgrow Vapi. A migration guide to LiveKit and Pipecat for production voice agents, with the tradeoffs to expect.
Why Your Indian Outbound Calls Are Marked SPAM and How to Actually Fix It
Why your Indian outbound calls get marked as SPAM, what actually causes it, and the practical steps Voice AI builders can take to fix caller reputation.
We Analyzed 45,742 AI Jobs on Upwork. The Data Shows a Market Splitting in Two.
A data-driven analysis of 45,742 Upwork AI job postings (July 2025–Feb 2026) revealing a market split between a contracting commodity automation layer and a growing demand for high-value AI systems.
What Are AI Agents and How Do They Work? | Guide 2026
Explore what AI agents are, how they work, types, real-world examples & business benefits. A complete, easy-to-understand guide for 2026.
Voice AI Latency Is a Lie. The 4 Best Operators in the Space Just Proved It.
Voice AI agents don't fail because they're slow. They fail because they can't recover from misunderstandings, lose coherence over a long call, and don't handle every possible call path. The metric that actually determines success is resolution rate.
How AI Memory Improve Customer Experience
Explore how AI memory enhances customer experience through smarter automation, contextual AI customer support and personalized service at scale.
Voice AI vs IVR: Why Businesses Are Replacing IVR Systems
Learn the difference between Voice AI and IVR and why enterprises are replacing traditional IVR systems with AI voice agents to automate call centers.
Build an AI-Native Agency in 90 Days (The Non-tech YC Playbook)
Stop selling the tool. Use the tool. Sell the finished result at software-like margins.
Context Is King: Fix This to Get 10x Better AI Outputs.
Context is what makes AI outputs sharp or useless. How to give AI the right memory and context to get far better, more reliable results from every prompt.
Everyone's Showing You the Vibe Coding Demo. Nobody's Showing You What Happens When 1,000 Users Hit It at 3am.
Vibe coding gets you to working fast, but only a fraction of AI-generated code is secure. Where the demo-to-production gap bites, and how to bridge it safely.
Certification Compliance Guide for Voice AI Products
A practical compliance and certification guide for Voice AI products: which certifications you need, what the rules require, and how to actually get certified.
SaaS Is Drowning. Customized, On-Demand Software Is Rising.
SaaS growth is slowing while AI and low-code collapse the cost of building software. Why custom, on-demand tools are rising and what it means for founders.
ChatGPT = therapist or narcissist?
Is ChatGPT giving you real advice or just telling you what you want to hear? Why taking AI advice at face value can mislead you, and how to use it well.
GPT-OSS in plain English: what it is, why it matters, and how to use it today
GPT-OSS in plain English: what OpenAI's open-weight gpt-oss-20b and gpt-oss-120b models are, why they matter, and how to run them yourself today.
The Browser as an AI Agent From Link Lists to Working Alongside Us
Browsers are turning from simple link lists into AI agents that work alongside you. What browser agents can do now, where they still break, and why it matters.
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