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From Context Engineering to Context Infrastructure
FeaturedContext Engineering

From Context Engineering to Context Infrastructure

Context engineering has become the defining discipline of AI agent development. But the conversation is missing a layer. Techniques for structuring context are well-understood. The infrastructure that makes context complete, consistent, and current at decision time is not.

Alex KimballAlex KimballMar 19, 202614 min read

Latest Articles

88 articles
7 Real-Time AI Agent Use Cases Where a Context Lake Adds Value
AI Infrastructure

7 Real-Time AI Agent Use Cases Where a Context Lake Adds Value

Real-time AI agent use cases — shared memory, multi-agent coordination, tool-use against live state, agent-owned transactions — and what breaks when context lags under concurrency.

Alex KimballAlex Kimball|Jul 30, 2026
7 Real-Time Crypto Exchange Use Cases Where a Context Lake Adds Value
Financial Services

7 Real-Time Crypto Exchange Use Cases Where a Context Lake Adds Value

Real-time crypto exchange use cases — margin and liquidation, cross-position exposure, withdrawals, market data — and what breaks when the risk layer’s picture lags the fills.

Alex KimballAlex Kimball|Jul 30, 2026
7 Real-Time Ecommerce Use Cases Where a Context Lake Adds Value
Real-Time Architecture

7 Real-Time Ecommerce Use Cases Where a Context Lake Adds Value

Real-time ecommerce use cases — inventory, pricing, promos, checkout fraud, loyalty — and what breaks when the shared state each decision reads lags the events changing it.

Alex KimballAlex Kimball|Jul 30, 2026
7 Real-Time Fraud Detection Use Cases Where a Context Lake Adds Value
Fraud Detection

7 Real-Time Fraud Detection Use Cases Where a Context Lake Adds Value

Real-time fraud detection use cases — velocity checks, account takeover, limit enforcement, cross-channel divergence — and why fresh, coherent context at decision time closes the gap.

Alex KimballAlex Kimball|Jul 30, 2026
7 Real-Time Gaming and Betting Use Cases Where a Context Lake Adds Value
Real-Time Architecture

7 Real-Time Gaming and Betting Use Cases Where a Context Lake Adds Value

Real-time gaming and betting use cases — live betting liability, responsible-gambling limits, in-game economy fraud, matchmaking — and what breaks when shared state lags the live moment.

Alex KimballAlex Kimball|Jul 30, 2026
7 Real-Time Threat Detection Use Cases Where a Context Lake Adds Value
Real-Time Architecture

7 Real-Time Threat Detection Use Cases Where a Context Lake Adds Value

Real-time threat detection use cases — cross-source correlation, account takeover, access enforcement, behavioral analytics — and what breaks when the signal view is split and stale.

Alex KimballAlex Kimball|Jul 30, 2026
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