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

Who Is Liable When an AI Agent Causes Harm? (2026)

AI agent liability in 2026: how California's AB 316 killed the 'autonomous AI' defense, the EU's strict-liability turn, and where…

13 Min Read

OAuth for AI Agents: The Complete 2026 Delegation Guide

OAuth for AI agents explained: why standard OAuth breaks for agents, and how token exchange, resource indicators, and on-behalf-of delegation…

15 Min Read

Agentic Payment Protocols Compared: ACP, AP2, x402, MPP

Agentic payment protocols compared: how ACP, AP2, x402, MPP, and Visa TAP differ across authorization, checkout, and settlement — and…

13 Min Read

AI Industry 2026: Funding, Valuations and Market Map

The AI industry 2026 hub: funding and valuations, M&A, company timelines, compute spend, talent, and the bull vs bear market…

7 Min Read

Best AI Models and Tools in 2026: Complete Comparison Hub

The best AI tools 2026 hub: frontier and open-weight models, coding agents, AI by profession, and the agent tooling stack…

8 Min Read

AI Agent Infrastructure in 2026: The Complete Guide

The complete 2026 guide to AI agent infrastructure: protocols (MCP, A2A), frameworks, RAG and memory, evaluation, and the economics and…

9 Min Read

Does the 1 Million Token Context Window Actually Work?

Does the 1 million token context window actually work? 2026 benchmark data on advertised vs effective context, and how to…

15 Min Read

California SB 53 Explained: Complete 2026 Compliance Guide

California SB 53 explained: who the frontier-AI transparency law covers, the five obligations it imposes, the penalties, and a step-by-step…

16 Min Read

C2PA vs SynthID: Complete 2026 Guide to Verify AI Images

C2PA vs SynthID compared: how content provenance and invisible watermarking differ, why you need both, and a step-by-step way to…

17 Min Read

LLM as a Judge in Production: The Complete 2026 Playbook

How to use LLM as a judge in production: choosing pointwise vs pairwise scoring, calibrating against human labels, and fixing…

20 Min Read

AI in education 2026 — Khanmigo, Synthesis, MagicSchool, Brisk compared

AI in education 2026 is splitting into tutor, teacher-tool, classroom-safe, and adaptive stacks. Here’s how Khanmigo, Synthesis, MagicSchool, and Brisk…

19 Min Read

Embedding models comparison 2026: OpenAI, Voyage, Cohere, BGE

Embedding models comparison 2026: OpenAI, Voyage, Cohere, BGE, and Jina on quality, price, dimensions, multilingual support, and ops tradeoffs.

18 Min Read