In AI agents, a context graph is the part of agent memory that captures decisions.This post explains why AI agents need to capture decisions, how context graphs capture them, how agents use them, and how agents enhance their capabilities and performance with them.An agent failure caseIt’s the last week of the quarter. A renewal agent is working a $480k account. The customer wants 20% off or they walk. The agent’s instructions state >$100k accounts should not churn, but the agent’s policy caps renewals at 10%. Now what?If a human was handling this, they’ll probably use experience and memory to resolve.Didn’t we do this exact thing with Globex last quarter? It was a similar story. They were threatening to churn, and someone signed off on 20% because the CEO wanted to retain Fortune 500 logos and the risk was worth taking on a $300k account. It worked and Globex renewed shortly after.
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TimingLast week of Q4
AccountGlobex ($300k)
Customer20% off or they walk
Policy cap10% maximum
Your agent · reads only what’s retained
?
The agent found a different account, Globex, that was given 20% off but does not understand why.
Salesforce · Globex renewal
StageRenewal
Discount on record20%
Policy cap10%
Exception rationaleempty
The record has the number — 20% — but nothing that says why it would be allowed.
The agent goes looking for the why.
Slack search
in:#renewals Globex discount
0 results — thread is older than the 90-day retention window
Call · AI summary
Pricing and renewal terms discussed
Follow-up scheduled for next week
the line about it being “worth the risk” was never captured
The agent must choose
Wait for a human
context in ~24 hours
deal stalls in the last week of Q4
Email: accept at 10%
Globex churns
the F500 logo walks
Either way → the AI agent’s value goes unrealized
A human · reasons from memory + live context
What the rep remembers
“Retain Globex no matter what — they’re Fortune 500.”
— the CEO, at the last all-hands
Live renewal call
CC”Accounts this big are worth the risk — and they usually pay.”
Thread
# renewals
MC
Maya Chen10:42 AM
Globex renewal is up for review — they want 20% off or they’ll walk.
3 replies
DR
Devang Rao10:44 AM
$300k account, and we’ve got a great relationship with their VP — our champion there.
PN
Priya Nair10:45 AM
They’re a Fortune 500 logo. Let’s give them a chance on the discount.
SO
Sam Okafor10:47 AM
Agreed — approve above the cap. I’ll square it with Finance.
Reply…
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