By Surya Koritala

AI agent identity governance, Entra vs Okta vs SailPoint: a 2026 buyer matrix on what each issues an agent, cross-app delegation, and stacking authn with.

Latest News

Agent Infrastructure

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

Purpose-Built Legal AI vs General LLM: 2026 Verdict

What's We Reading

Identity & Provenance

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,…

By Surya Koritala
Observability

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…

By Surya Koritala
Agent Infrastructure

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…

By Surya Koritala

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…

By Surya Koritala

Capital

Insider

AI & Commerce

Paired-bar benchmark chart contrasting agent harness point swings against model-generation deltas on a dark analytics dashboard
Observability

Agent Harness Benchmark Score: The Point-Swing Data (2026)

The agent harness benchmark score data, normalized: holding each model fixed, the…

By Surya Koritala
23 Min Read
An AI agent request hitting a Cloudflare 403 Forbidden wall with a signed Signature-Agent HTTP header
Identity & Provenance

Cloudflare Blocking My AI Agent: 5 Fixes for 403 Errors

Cloudflare blocking my AI agent? Here are the 5 real reasons a…

By Surya Koritala
23 Min Read
Two AI agents connecting to a single shared MCP server, each holding a distinct Mcp-Session-Id session token to stay isolated
Agent Infrastructure

Can Two AI Agents Share the Same MCP Server? The 2026 Answer

Can two AI agents share the same MCP server? Yes, if you…

By Surya Koritala
24 Min Read
A SKILL.md file open in an editor showing YAML frontmatter with name and description fields above markdown instructions, beside a scripts and references directory tree
Agent Infrastructure

How to Build a Claude Skill (SKILL.md) End to End

Learn how to build a Claude skill end to end: a real…

By Surya Koritala
30 Min Read

Governance

Observability

Capital

Do AI Agents Have Separate Rate Limits? 2026 Answer

Do AI agents have separate rate limits? Mostly no by default, but Anthropic's June 15, 2026…

By Surya Koritala
Commerce

AI Agent Pricing Models Statistics 2026: Per-Seat Collapse

AI agent pricing models statistics 2026 in one sourced view: per-seat fell 21% to 15%, hybrid…

By Surya Koritala
Governance

AI Agent Energy Consumption Per Task: The 2026 Numbers

AI agent energy consumption per task runs ~41 Wh for a coding agent session versus ~0.3…

By Surya Koritala

More News

Conceptual diagram of reinforcement learning environments feeding rollout trajectories into LLM agent post-training in 2026
Observability

Best RL Environments for AI Agents 2026: 7 Picks Ranked

The best RL environments for AI agents 2026: Prime Intellect, Verifiers, HUD, Gymnasium, RLlib and NeMo Gym ranked by whether…

By Surya Koritala
33 Min Read
Three lanes of AI data analyst agents in 2026 — chat-first, notebook, and spreadsheet-first — converging on a governance decision

Best AI Data Analyst Agent 2026: ChatGPT vs Hex vs Julius

Choosing the best AI data analyst agent 2026 comes down to three lanes and one governance question. We compare ChatGPT,…

By Surya Koritala
35 Min Read
Windows Agent Launcher registration flow showing agent.json, an App Action, and the package manifest extension
Agent Infrastructure

Windows Agent Launcher Tutorial: agent.json End to End

This windows agent launcher tutorial takes a working app to a registered Agent Launcher end to end: App Action, agent.json,…

By Surya Koritala
28 Min Read
Diagram of OpenAI AgentKit components: Agent Builder visual canvas, ChatKit, Connector Registry, Evals, and Guardrails
Agent Infrastructure

What Is OpenAI AgentKit? The Complete 2026 Guide

What is OpenAI AgentKit? A 2026 guide to its five components, real all-in cost, the Agent Builder migration cliff, lock-in…

By Surya Koritala
11 Min Read
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
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