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

Tokens Per Agentic Coding Task: The 2026 Variance Data

Tokens per agentic coding task vary up to 30x on the same task. Here is the per-model data, the dollar…

21 Min Read

What Is Circle Agent Stack? USDC Wallets for AI Agents

What is Circle Agent Stack? A neutral guide to USDC agent wallets, the 2-of-2 MPC custody model, per-agent spending limits,…

24 Min Read

AI Agent Identity: Entra Agent ID vs Okta vs SailPoint

AI agent identity governance, Entra vs Okta vs SailPoint: a 2026 buyer matrix on what each issues an agent, cross-app…

28 Min Read

Why Does My AI Agent Context Window Fill Up So Fast?

Why does my AI agent context window fill up so fast? Tool definitions eat two-thirds of a 200K window before…

26 Min Read

Migrate OpenAI Agent Builder to Agents SDK Before Nov 30

A hands-on tutorial to migrate OpenAI Agent Builder to Agents SDK before the Nov 30, 2026 shutdown, with the export…

27 Min Read

Best Voice AI Agent Framework 2026: Vapi vs LiveKit vs Pipecat

The best voice AI agent framework 2026 depends on your call volume. Our neutral ranking covers Vapi vs LiveKit vs…

23 Min Read

Purpose-Built Legal AI vs General LLM: 2026 Verdict

Purpose-built legal AI vs general LLM, settled with real 2026 benchmark data: where ChatGPT and Claude fail on contract review…

24 Min Read

What Is DNS-AID? AI Agent Discovery via DNS, Explained

What is DNS-AID? A builder's guide to AI agent discovery via DNS: the SVCB record layout, DNSSEC and DANE verification,…

28 Min Read

GDPval Benchmark 2026: Scores, Cost and Win Rates Decoded

The GDPval benchmark 2026 explained for operators: scores by model, cost per task, win rates vs human experts, and which…

20 Min Read

What Is Claude Dreaming? Self-Improving AI Agents Explained

Claude dreaming is Anthropic's scheduled memory-curation process for managed agents. Here is how it works, where it sits in the…

23 Min Read

Best AI Agents for Month-End Close 2026: 8 Ranked

The best AI agents for month-end close 2026, ranked by verified auto-match rate, days-to-close delta, and SOX exposure — enterprise…

28 Min Read

Best AI Recruiting Agents 2026: 8 Ranked by Autonomy

The best AI recruiting agents 2026 ranked by autonomy tier, human-in-the-loop gate, and bias-audit and EU AI Act compliance exposure…

27 Min Read