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
Side-by-side AI deep research reports with inline citations highlighted for verification on a researcher's screen

Best AI Deep Research Agents 2026

The best AI deep research agents 2026 ranked by citation fidelity, not output length. Consumer, academic, and developer-API tiers compared…

By Surya Koritala
27 Min Read
Security analyst dashboard showing autonomous AI SOC agents triaging alerts with cost-per-investigation metrics
Observability

Best AI SOC Agents 2026: Cost-Per-Investigation, Ranked

The best AI SOC agents 2026 ranked vendor-neutrally on cost per investigation, autonomy level, integration breadth, and decision-trail transparency, with…

By Surya Koritala
26 Min Read
Enterprise security operations dashboard showing AI agent governance policy enforcement and runtime controls
Governance

Best AI Agent Governance Platforms 2026: 8 Compared

The best AI agent governance platforms 2026 enforce policy at runtime, not just score model risk. We compare 8 tools…

By Surya Koritala
7 Min Read
Diagram of an MCP client probing a server's .well-known discovery endpoints before connecting
Agent Infrastructure

MCP Server Discovery: The .well-known Files to Ship Today

A builder's guide to MCP server discovery: ship server-card.json (SEP-1649) and the /.well-known/mcp manifest (SEP-1960) with copy-paste FastAPI and Express.

By Surya Koritala
31 Min Read
Diagram of a Cloudflare Durable Object as a stateful agent micro-server with embedded SQLite, WebSocket connections and a scheduler on the edge network
Agent Infrastructure

What Is the Cloudflare Agents SDK? The Durable Objects Guide

The Cloudflare Agents SDK runs each AI agent as a stateful Durable Object with its own SQL database and scheduler.…

By Surya Koritala
32 Min Read
Diagram of Bedrock AgentCore Policy intercepting an AI agent tool call at the gateway boundary using Cedar
Governance

Bedrock AgentCore Policy vs OPA/Rego, Cedar, Guardrails

Bedrock AgentCore Policy enforces Cedar at the gateway boundary before tool calls run. A 4-way matrix against OPA/Rego, Verified Permissions,…

By Surya Koritala
31 Min Read
Reference architecture diagram showing an AI agent calling a website's NLWeb /ask endpoint, which extracts Schema.org JSON-LD into a vector store and exposes an MCP server
Agent Infrastructure

What Is NLWeb? Microsoft’s Agentic Web Protocol Explained

What is NLWeb? Microsoft's open agentic web protocol turns any site into a natural-language /ask endpoint and MCP server. Builder,…

By Surya Koritala
28 Min Read
An AI agent connected to a virtual credit card with a spending limit gauge, illustrating agentic commerce controls in 2026
Commerce

How to Give an AI Agent a Credit Card With a Spending Limit

Learn how to give an AI agent a credit card with a spending limit in 2026: the three funding paths,…

By Surya Koritala
31 Min Read
Azure Agent Mesh architecture diagram showing a control plane routing an agent task across on-prem Windows, Windows 365 Cloud PC, and Azure Arc edge nodes by latency and GPU availability
Agent Infrastructure

Azure Agent Mesh Tutorial: Deploy a Federated Agent

This azure agent mesh tutorial is the first hands-on deploy: target the Mesh with Agent Framework APIs, register on-prem, Cloud…

By Surya Koritala
37 Min Read
Step-function chart showing LLM long context pricing surcharge cliffs at 200K and 512K tokens in 2026
Capital

LLM Long-Context Pricing Surcharge 2026: The Cliff Mapped

Long-context pricing surcharge: The LLM long context pricing surcharge 2026 doubles your whole request the moment you cross a threshold.…

By Surya Koritala
30 Min Read
Diagram of Claude Cowork desktop app launching an isolated Linux VM that only touches user-mounted folders

What Is Claude Cowork? Architecture, Cost, and Limits

What is Claude Cowork? A technical, vendor-neutral guide to its sandbox architecture, real per-seat plus API cost, background limits, and…

By Surya Koritala
26 Min Read
Grid of AI agent marketplace logos arranged as a comparison matrix with revenue-share figures
Commerce

Best AI Agent Marketplaces 2026: Where to Sell Agents

The best AI agent marketplaces 2026 ranked by audience, listing model, and revenue share — AgentExchange, Gemini Enterprise, Windows Agent…

By Surya Koritala
32 Min Read