Context is King!
Agents fail when context is stale.
DeltaStream continuously computes live, time-aware context from streaming data and delivers it directly to AI agents via its built-in MCP server in real time.
/ problem /
Most AI Agents Don't See What's Happening Now
Even with powerful models, agents fail when they operate on delayed or incomplete context.
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Architectures Built for Analysis, Not Action
Most agent architectures rely on delayed data access and static context, rebuilding state repeatedly instead of maintaining it over time.
As a result, agents react late, make decisions on outdated information, lose sequence awareness, and require frequent human intervention.
Result
Stale Context Breaks Autonomy
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ORDER MANAGEMENT AGENT
Stale Context is the Fastest Way to Break Autonomy
When agents act on delayed or incomplete context, even small timing gaps can lead to incorrect decisions.
An agent approves an order based on inventory data that was accurate seconds ago, while another order has already consumed the last available stock.
Result
Overcommitment and manual rollback
Not a model failure — a context failure.
Agents fail because they can’t see the present.
/ AGENT ARCHITECTURE /
The Missing Layer
AI agents don’t fail because models can’t reason. They fail because context is stale or reconstructed repeatedly. Agents need a layer that continuously maintains current state over time, not snapshots.
/ AGENT ARCHITECTURE /
DeltaStream Is That Layer
DeltaStream continuously computes real-time context from live data and delivers it directly to AI agents via its built-in MCP server. Context includes: Current state, Recent history, and Time-aware signals.
The Mental Model
DeltaStream maintains state continuously so agents can act on what’s happening now.
Live Events
deltastream (context)
ai agents
/ Under The Hood /
Powered by
Apache Flink
Clickhouse
Apache Spark
Trusted, battle-tested systems used at global scale.
DeltaStream fully abstracts and operates these technologies in a serverless architecture, so AI teams get massive scale, millisecond latency, and production-grade reliability without managing clusters, tuning engines, or understanding the underlying complexity.
/ Who It’s For /
Built for Teams Delivering Real-Time AI
DeltaStream is designed for organizations that are serious about deploying AI agents in production, especially when those agents need to react to live conditions.
AI & Platform Leaders
building autonomous systems
Data & Streaming Teams
supporting AI workloads
Enterprises Moving Agents
from pilot to scale
/ Built For Production /
DeltaStream is not experimental infrastructure. It delivers sub-second end-to-end latency, continuously processes high-volume event streams, and is designed for correctness, resilience, and uptime, the same real-time foundation trusted for mission-critical analytics, now powering AI agents.
/ Who It’s For /
Built for Teams Delivering Real-Time AI
DeltaStream is designed for organizations that are serious about deploying AI agents in production, especially when those agents need to react to live conditions.
AI & Platform Leaders
building autonomous systems
Data & Streaming Teams
supporting AI workloads
Enterprises Moving Agents
from pilot to scale
Make Real-Time Context a Strategic Advantage
DeltaStream gives your organization a real-time context layer that enables faster decisions, safer autonomy, and reliable AI systems at scale.
