Agent Benchmark Reference
Token reduction examples for ContextKit endpoints.
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summarize
Operational planning context
micro
1357
35
97%
Smallest possible continuation checkpoint for agents.
{ "mode", "micro", "metrics" }
summarize
Project state with blockers and next steps
compact
1690
330
80%
Readable state snapshot for another agent.
{ "mode", "compact", "state", "metrics" }
compress-context
Short project memory
default
190
67
65%
Reusable context packet before a larger model call.
{ "compressedContext", "state", "entities", "metrics" }
handoff
Successor-agent handoff
default
612
184
70%
Passing work from one agent or worker to another.
{ "project", "completed", "pending", "blockers", "startHere" }
extract-profile
Preference-change message
memory-enrichment
118
74
37%
Updating durable user memory records.
{ "activeMemories", "evolvingMemories", "conflicts", "confidence" }
context upload + summarize
Large infrastructure planning document
compact
2710
663
76%
Large payloads that should be uploaded before paid x402 fetch.
{ "contextId" } then paid summarize result
Numbers are example runs from production-style agent planning payloads, not synthetic lorem ipsum.
Output tokens include the useful response body for continuation, not only the natural-language summary line.
Micro is optimized for total response minimization; compact is optimized for structured continuation state.
Long-context flows upload content first, then fetch the precomputed result with Bankr x402 using contextId.