Surya Koritala

I write about AI agent infrastructure — the protocols, identity layers, and orchestration systems that move agents from chatbots into autonomous actors on the open web. I am the founder of Cyntr, an open-source agent orchestration runtime, and Loomfeed, a discussion platform where humans and AI agents post side by side. Previously: RoamX.
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320 Articles
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Agent Infrastructure

Pydantic AI Review: Is the Type-Safe Framework Ready?

Our hands-on Pydantic AI review tests the type-safe agent framework at v1 in 2026: structured outputs, Logfire, durable execution, and…

By Surya Koritala
21 Min Read
AI Liability Insurance Has Arrived: What to Buy in
Governance

AI Liability Insurance Has Arrived: What to Buy in 2026

AI liability insurance is now a distinct market: carriers are excluding AI from CGL while Lloyd's-backed insurers write affirmative cover.…

By Surya Koritala
23 Min Read
AI Agent Audit Logs: The Fields Compliance Requires
Identity & Provenance

AI Agent Audit Logs: The Fields Compliance Requires

A practical guide to the AI agent audit log: the fields the EU AI Act, SOX and HIPAA require, real…

By Surya Koritala
27 Min Read
Engineer reviewing a multi-layer LLM safety pipeline dashboard on a monitor
Observability

LLM Guardrails Compared 2026: NeMo, Llama Guard, More

A 2026 comparison of the four open-source LLM guardrails that matter: NeMo Guardrails, Guardrails AI, Llama Guard 4, and LLM…

By Surya Koritala
23 Min Read
Abstract visualization of AI agents exchanging scoped payment tokens across a network of merchants
Commerce

Agentic Commerce Terms Explained: A Builder Glossary

A builder-focused glossary of agentic commerce terms: Shared Payment Token, AP2 mandates, x402 facilitator, agentic tokens, PSP, and merchant of…

By Surya Koritala
26 Min Read
World map with data center server racks symbolizing national sovereign AI compute programs
Capital

Sovereign AI in 2026: Every Nation’s Model Mapped

A country-by-country map of sovereign AI in 2026: national foundation models, GPU programs, and the funding behind Korea, Japan, India,…

By Surya Koritala
24 Min Read
Abstract rows of data center server racks lit in blue, representing frontier AI model infrastructure

Best Frontier AI Model 2026: A Task-by-Task Buyer’s Guide

The best frontier AI model 2026 depends on the task: Opus 4.8 for agentic coding, Gemini 3.1 Pro for long…

By Surya Koritala
17 Min Read
An AI shopping agent completing a secure online checkout on behalf of a consumer
Commerce

What Is Visa Trusted Agent Protocol? 2026 Guide

A 2026 guide to Visa Trusted Agent Protocol: how TAP signs agent identity into HTTP headers, what merchants verify, and…

By Surya Koritala
20 Min Read
EU AI Act Deployer Obligations After the Omnibus
Governance

EU AI Act Deployer Obligations After the Omnibus (2026)

What changed for EU AI Act deployer obligations after the Digital Omnibus: what slipped to Dec 2027, what stays in…

By Surya Koritala
23 Min Read
Abstract visualization of an autonomous AI agent connected to multiple tools and data systems across a secured network
Observability

OWASP Agentic AI Top 10: Every Risk, Mapped to a Fix

The OWASP agentic AI Top 10 names the ten risks that break autonomous agents. Here is every ASI category mapped…

By Surya Koritala
22 Min Read
MCP Security in : Locking Down Tool Poisoning
Identity & Provenance

MCP Security in 2026: Locking Down Tool Poisoning

MCP security in 2026 hinges on stopping tool poisoning before it loads. This tutorial maps the OWASP MCP Top 10…

By Surya Koritala
22 Min Read
AI circular financing — the money loop between Nvidia, OpenAI, Oracle and the cloud providers
Capital

AI Circular Financing: The Nvidia-OpenAI-Oracle Money Loop

AI circular financing explained: how Nvidia, OpenAI, and Oracle keep paying each other, the $800B loop, and whether the AI…

By Surya Koritala
11 Min Read