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Context plugins: do they actually save tokens

Experiment design set, results await raw records

Lab / PluginAwaiting claimCompiled 2026-11-14
This page gives only the experiment design, not the results. Numbers we haven’t run are never written; paste raw records into the table after running, then write the conclusion.

Question to answer

With and without a context-management plugin (dsh-context, billion-context), how much do tokens, compaction count and answer completeness differ on the same long-document task?

Control groups

Three arms: no context plugin, plugin A only, A plus B. Same model, same input, same instruction, three runs each, raw values recorded with no cosmetic averaging.

Environment & version

Host version
To fill
Model ID
To fill
Mode / permissions
Keep both groups identical
Input files
Record hashes so both runs use the same files

Fields to log

#FieldResult
1Host version and plugin versionsto be tested
2Model ID and gatewayto be tested
3Input document size and hashto be tested
4Number of context compactionsto be tested
5Input / output tokensto be tested
6Whether all ten key points survived (checked one by one)to be tested
7Wall-clock timeto be tested
8Errors and retriesto be tested

Conclusion

To be tested. Any conclusion must also state what it can't generalize to.

Why we don’t write results yet

Community claims about context plugins saving tokens conflict; some runs cost more because of an extra summarisation call. No conclusion is assumed here. Numbers come only from run records; empty until measured.

Claim this experiment Back to labs