The Context Gap: Why Correct Agents Fail

QCon San Francisco 2026

Sponsored session

The Context Gap: Why Correct Agents Fail

Monday Nov 16 / 02:45PM PST, Pacific LM at Hyatt Regency, San Francisco

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$2,955, Conference (3 days)
Current pricing ends October 13th

Abstract

Two agents edit different files. Git merges clean. The program is broken. No conflict was thrown, because the collision was in meaning, not in text — and business decisions are almost all semantic. The fraud counter and the account balance don't touch the same row, so there's nothing to lock and nothing to catch. They're simply incoherent, and the agent approves on the incoherence.

This failure is structural. For decades, applications got machine speed with thin data, and humans got rich context with no urgency — staleness was free because the human deliberating for three days was the bottleneck. An agent is both consumers in one body: an analyst's context at an application's latency. The bottleneck moved from deciding to observing, and nothing was built for the new position.

Correct context has to be three things at once: shared (concurrent agents on one coherent snapshot), live (the world at the moment of decision), and semantic (derived signals and retrieval by meaning). Every system in a typical stack gives you some. None gives all three — and composing more makes it worse, since each addition is another clock answering about a different instant. Five systems return five honest answers about five different moments, and nothing throws.

I'll show the failure concretely, then the architectural requirements for closing it: incremental materialization, hybrid row/columnar storage, and unified retrieval under one snapshot. Including the honest limits: ingested context converges sub-second, it isn't instantaneous.a

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Turn live data into shared, coherent decisions — in milliseconds.

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$2,955, Conference (3 days). Current pricing ends October 13th. All pass options.

76% senior dev or higher
1:11 speaker ratio
60+ practitioners

QCon San Francisco 2026 is a three day conference for senior software engineers, architects and team leads. An international program committee of working engineers selects every session. Patterns and practices, not products and pitches.

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Monday 16 November

10:35 Pacific LM Sponsored Legacy vs. AI-Native Is the Wrong Question: Architecting the Modern Platform Payal Patel, Saiprasad Murali 13:35 Pacific LM Sponsored Your Agents Lack Context: Here's How to Fix 'You're absolutely right!"' Brandon Waselnuk Developer Relations @Unblocked 14:45 Pacific LM Sponsored Wait, You're Still Doing PRs? Lee Faus Founder & CEO @Atomic 14:45 Pacific LM Sponsored The Context Gap: Why Correct Agents Fail 15:55 Pacific LM Sponsored Your Agents Have Amnesia: Lessons from Building a Memory Layer for Multi-Agent Systems Heather Downing

Current pricing ends October 13th
$2,955, Conference (3 days)

Register