Each new AI agent your staff deploys begins from scratch: no reminiscence of how the enterprise works, the place knowledge lives, or what guidelines apply. And as agentic coding instruments spin up functions quicker than anybody can govern them, every one dangers turning into one other silo outdoors your knowledge layer completely. Microsoft is addressing each issues straight at Construct 2026.
In accordance to VentureBeat’s VB Pulse’s Q1 2026 RAG Infrastructure Market Tracker, hybrid retrieval intent amongst 100-plus worker organizations tripled from 10.3% in January to 33.3% in March, a sign that enterprises have moved previous increasing RAG protection and are now centered on the structure beneath it. Shared enterprise context is the half retrieval does not remedy.
On the context facet, Microsoft is increasing Cloth IQ, its present enterprise knowledge context layer, right into a broader unified system referred to as Microsoft IQ, including three extra context sources overlaying how the group works, what it is aware of and real-time international indicators from the net, so any agent can faucet all 4 as a single basis. On the software facet, Rayfin, a brand new open-source SDK and CLI, deploys agent-built functions straight to Cloth as a ruled manufacturing backend, routing software knowledge into the identical platform quite than spinning up new silos.
Amir Netz, CTO of Microsoft Cloth, reached for a movie analogy to clarify the place the knowledge platform matches. The inexperienced display screen of cascading code in “The Matrix” wasn’t environment, it was the layer that constructed the world Agent Smith operated in.
“Our job in the world of information is creating actuality for brokers primarily based on knowledge,” Netz informed VentureBeat.
Microsoft IQ unifies 4 context sources right into a single agent basis
Microsoft IQ brings collectively 4 context sources that till now existed individually, designed so a developer can join a brand new agent to all 4 in a single integration step.
Work IQ. Captures how the group operates day to day, drawing on electronic mail, paperwork, conferences and schedules to give brokers an understanding of individuals, groups and workflows.
Foundry IQ. Manages institutional information, curating and indexing information bases so brokers perceive what it means to work inside the group, what guidelines apply and what procedures to observe.
Cloth IQ. Fashions the reside operational state of the enterprise by knowledge, defining entities, relationships and enterprise guidelines grounded in real-time indicators from Cloth Actual-Time Intelligence. Ontologies, the layer that captures that operational context, are anticipated to attain GA in the coming months.
Internet IQ. Provides real-time international context from the net, giving brokers a present image of the world outdoors the group alongside its inner knowledge.
“The brokers are going to change into extremely knowledgeable digital staff,” Netz stated. “That is the place the world is heading.”
VB Rework · July 14–15 · Menlo Park · Agentic context layers
Your brokers are solely pretty much as good as the knowledge they’ll attain.
Classes at Rework cowl the RAG architectures powering agentic programs at scale — together with how enterprises are connecting brokers to reside genomics, medical, and enterprise knowledge.
Rayfin routes agent-built functions into the identical knowledge basis
Constructing shared context solves one half of the downside. The opposite is what occurs when brokers begin producing functions. Each new app wants a backend, and and not using a ruled deployment path every one creates a brand new knowledge silo outdoors the context layer completely.
Rayfin offers an enterprise-grade again finish and deploys agent-built functions straight to Cloth, so software knowledge lands in Microsoft OneLake by default and feeds again into the Microsoft IQ context layer quite than accumulating outdoors it.
Microsoft positions Rayfin in opposition to Supabase and Neon, the Postgres-compatible backends that agentic coding instruments default to. The differentiator is governance: Rayfin routes the complete software fleet by Cloth’s unified knowledge and compliance layer quite than creating remoted silos.
Netz described the relationship as bidirectional. The agent constructing a Rayfin software attracts from the group’s ontology. The info that software generates then enriches that ontology for the subsequent agent.
Each main knowledge platform is chasing the identical reply, however execution is unproven
Microsoft is not the solely platform constructing a shared context layer for brokers. Snowflake announced its personal context capabilities this week with semantic capabilities. Pinecone has its Nexus platform that expands the vector database to change into a information engine and Redis has developed its Iris context and reminiscence platform.
Microsoft’s strategy additional reinforces the pattern that RAG and mannequin availability aren’t the situation anymore.
“Cloth IQ and Rayfin are necessary as a result of the enterprise AI problem is not nearly the mannequin availability,” Robert Kramer, managing associate at KramerERP informed VentureBeat. “The true query is whether or not Microsoft simplifies execution and strengthens belief or provides one other layer to an already complicated atmosphere.”
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