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semianalysisai/cc-traces-weka-with-subagents-052726-256k

CC Traces — Weka, With Subagents, in+out ≤ 256k (May 27 2026, deduped) A 256k-context simulation corpus derived from cc-traces-weka-with-subagents-052726. Every individual request (main-agent and sub-agent inner) where in + out > 256,000 proxy-tokenizer tokens has been dropped. After filtering, each trace's request timeline is reshifted using each surviving entry's think_time so the gaps created by removed requests collapse cleanly. Build note (2026-05-27 rebuild):… See the full description on the dataset page: https://huggingface.co/datasets/semianalysisai/cc-traces-weka-with-subagents-052726-256k.

sourceHugging Faceapache-2.0updated 4mo agoView on Hugging Face
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Dataset Card

CC Traces — Weka, With Subagents, in+out ≤ 256k (May 27 2026, deduped)

A 256k-context simulation corpus derived from cc-traces-weka-with-subagents-052726. Every individual request (main-agent and sub-agent inner) where in + out > 256,000 proxy-tokenizer tokens has been dropped. After filtering, each trace's request timeline is reshifted using each surviving entry's think_time so the gaps created by removed requests collapse cleanly.

Build note (2026-05-27 rebuild): utils/proxy_to_weka.py now drops exact-duplicate rows at conversion time (proxy-side recording artifact, ~2% of raw rows). The published corpus reflects deduped counts.

Filters (on top of 052726's filters)

  1. 1.Per-request in + out ≤ 256,000 tokens. Applied at request granularity, not conversation. Main-agent and sub-agent inner requests are evaluated independently. Sub-agent groups whose every inner request was filtered are dropped entirely; partial groups keep the surviving inners.

Timeline reshift policy

After filtering, each trace's request t values are recomputed:

  • —First surviving entry anchored at t = 0
  • —Each subsequent: new_t = prev_t + prev_api_time + this.think_time
  • —Subagent inner reshift runs identically over surviving inners; group t = first surviving inner's new t; group duration_ms recomputed from the new inner span

Filter impact (vs 052726 source, both deduped)

Before (052726)After (256k)
Traces(deduped 052726 count)470
Main turns(deduped)51,739
Sub-agent groups(deduped)1,053
Sub-agent inner requests(deduped)26,119
Total model requests(deduped)77,858

Summary statistics

Across all surviving requests (main + sub-agent inner = 77,858):

p50p75p90p95p99maxmean
ISL (tokens)119,012163,816211,318231,445250,039255,803122,583
OSL (tokens)2856371,4992,6057,50151,296708
in + out (tokens)119,583164,587212,235232,298250,914255,996123,291
Top entries/trace901482112655781,168112
Trace span (s, post-reshift)2,5147,62641,15288,764364,999706,58319,262

Plots

Main-agent stream

[image] [image]

Sub-agent fan-out analysis

[image] [image]

Standalone: sub-agent invocations per session

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Model composition

modelrequests (main + subagent inner)
claude-opus-4-770,977
claude-opus-4-63,902
claude-haiku-4-5-202510012,761
claude-sonnet-4-6218