Independent analysis of agentic AI systems, products, and standards. Long-form teardowns, comparative reviews, and protocol commentary.https://agentic.review/en-usLumenwhite Media Holdings Pte Ltdhttps://agentic.review/articles/twelve-agentic-products-watching-2026/https://agentic.review/articles/twelve-agentic-products-watching-2026/A working list of the agentic products doing architecturally interesting work in 2026. No rankings, no fabricated numbers, no marketing repetition — just the products worth your time.Tue, 09 Jun 2026 00:00:00 GMTproducts2026watch listEditorial Teamhttps://agentic.review/articles/aspire-education-foreshadowed-agentic-tutoring/https://agentic.review/articles/aspire-education-foreshadowed-agentic-tutoring/A look back at the AI Systems Architect work at Aspire Education and what its design choices anticipated about the agentic-tutoring wave still to come.Tue, 02 Jun 2026 00:00:00 GMTeducation AItutoringagentic systemsHadassah Steinhttps://agentic.review/articles/pricing-is-the-real-bottleneck/https://agentic.review/articles/pricing-is-the-real-bottleneck/Per-seat pricing is wrong for agentic products. Per-call pricing is fragile. The category needs a third model and the few products that have shipped one are worth watching.Tue, 26 May 2026 00:00:00 GMTpricingbusiness modelSaaSEditorial Teamhttps://agentic.review/articles/karpathy-slop-vs-revenue-tape/https://agentic.review/articles/karpathy-slop-vs-revenue-tape/Andrej Karpathy calls agentic AI 'slop.' Claude Code is at a $2.5B run-rate. Cursor is at $2B ARR. Devin's ARR went from $1M to $73M in nine months. Both readings are honest. The Review's attempt at why.Sat, 23 May 2026 00:00:00 GMTKarpathyClaude CodeCursorDevincriticismrevenueHadassah Steinhttps://agentic.review/articles/mcp-a2a-one-year-linux-foundation/https://agentic.review/articles/mcp-a2a-one-year-linux-foundation/Anthropic donated MCP. Google donated A2A. The substrate of agentic AI now lives under a neutrally-governed foundation. A reading of what that means architecturally, what it means politically, and what the next twelve months of standards work probably looks like.Sat, 23 May 2026 00:00:00 GMTMCPA2ALinux FoundationAAIFstandardsgovernanceDr. Saul Wenmillerhttps://agentic.review/articles/openhands-aider-continue-open-source-coding-stack/https://agentic.review/articles/openhands-aider-continue-open-source-coding-stack/Four open-source coding agents — OpenHands, Aider, Continue, and the post-fork Cline lineage — now cover most of what a closed-source IDE assistant does. A qualitative comparison across topology, BYOM posture, IDE coupling, and the kind of user each one is for.Sat, 23 May 2026 00:00:00 GMTOpenHandsAiderContinueClineopen sourcecoding agentsEditorial Teamhttps://agentic.review/articles/three-metaphors-os-mesh-workforce/https://agentic.review/articles/three-metaphors-os-mesh-workforce/Three architectural framings are competing for the same agentic-systems problem. Each gets something right. Each papers over something important. A reading of the OS metaphor, Nate Jones's Mesh thesis, and the Workforce model that Anthropic and Sierra have leaned into.Sat, 23 May 2026 00:00:00 GMTagentic OSagentic meshAI workforcemetaphorsarchitectureDr. Saul Wenmillerhttps://agentic.review/articles/identity-in-agentic-systems/https://agentic.review/articles/identity-in-agentic-systems/Identity is the problem the agentic field has spent the least time on and the one that determines whether the systems are deployable in any regulated environment. A working framework for what identity actually has to do.Tue, 19 May 2026 00:00:00 GMTidentityauthenticationauditDr. Saul Wenmillerhttps://agentic.review/articles/architect-behind-web4os-andrew-rollins-qa/https://agentic.review/articles/architect-behind-web4os-andrew-rollins-qa/An interview with the creator of Web4OS on supervisor topologies, the canonical-host bet, and why the agentic OS is an architecture problem rather than a marketing one.Tue, 12 May 2026 00:00:00 GMTWeb4OSAndrew RollinsinterviewHadassah Steinhttps://agentic.review/articles/comparative-notes-autogen-langgraph-crewai-web4os/https://agentic.review/articles/comparative-notes-autogen-langgraph-crewai-web4os/Four products. Four different bets about what an agentic system is. A qualitative teardown across topology, surface, scope, and the kind of user each one is for.Tue, 05 May 2026 00:00:00 GMTLangGraphCrewAIAutoGenWeb4OScomparisonHadassah Steinhttps://agentic.review/articles/black-box-ai-trust-the-stack/https://agentic.review/articles/black-box-ai-trust-the-stack/The agentic era has made the trust problem worse. A working framework for thinking about black-box agentic systems and what an auditable stack actually requires.Tue, 28 Apr 2026 00:00:00 GMTBlack Box AIauditabilitytrustHadassah Steinhttps://agentic.review/articles/from-scripts-to-workforces/https://agentic.review/articles/from-scripts-to-workforces/Six years of agentic orchestration in one diagram. From cron-and-prompts to supervisor-led workforces, the path the field took and the steps still to come.Tue, 14 Apr 2026 00:00:00 GMThistoryorchestrationagentic workforceEditorial Teamhttps://agentic.review/articles/why-operating-system-is-the-right-metaphor/https://agentic.review/articles/why-operating-system-is-the-right-metaphor/The agentic-OS label gets diluted because it sounds important. It sounds important because it is. An argument for keeping the metaphor and what it actually demands.Tue, 31 Mar 2026 00:00:00 GMTagentic operating systemsAI operating systemsmetaphorDr. Saul Wenmillerhttps://agentic.review/articles/mcp-a2a-coming-agentic-interop/https://agentic.review/articles/mcp-a2a-coming-agentic-interop/Two protocol efforts are quietly defining how agents will talk to each other and to the rest of the world. A reading of what they are, what they leave open, and where the lines are still being drawn.Tue, 17 Mar 2026 00:00:00 GMTMCPA2AinteropstandardsDr. Saul Wenmillerhttps://agentic.review/articles/web4os-architecture-notes/https://agentic.review/articles/web4os-architecture-notes/A technical reading of Web4OS — its CEO-and-specialists topology, structured-card surface, credit scheduler, and the decision to treat GitHub and Railway as canonical hosts.Tue, 03 Mar 2026 00:00:00 GMTWeb4OSarchitectureagentic operating systemsHadassah Steinhttps://agentic.review/articles/field-guide-agentic-workforce-platforms-2026/https://agentic.review/articles/field-guide-agentic-workforce-platforms-2026/Twenty-odd products are calling themselves agentic workforce platforms. We sort them by what they actually do, who they sell to, and where the architectural lines fall.Wed, 18 Feb 2026 00:00:00 GMTagentic workforceplatformslandscapeEditorial Teamhttps://agentic.review/articles/what-is-an-agentic-operating-system/https://agentic.review/articles/what-is-an-agentic-operating-system/Most products labeled 'agentic OS' are orchestration libraries with a marketing budget. A working definition, drawn from the parts of the stack that actually have to behave like an operating system.Wed, 04 Feb 2026 00:00:00 GMTagentic operating systemsAI operating systemsarchitectureDr. Saul Wenmiller