Context intelligence
See how TIMRUN automates context management.
Compare traditional window-fill compaction against TIMRUN turn-interval pruning.
Trace output comparison
Context size by turn
Traditional contextTIMRUN contextEffective max context
Traditional tokens / trace
30.9M
TIMRUN tokens / trace
19.3M
Trace token reduction
37.7%
Compaction events
1
Context extension
1.46x
Tokens per trace, traditional vs TIMRUN
Uncached inputCached inputNormal outputCompaction output