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Tools · Operations · 21 of 37

Corpus cleaner

Duplicate lines, control chars, near-dup Jaccard. Counts only.

Need

What this desk is for.

Training on near-dup lines you never counted.

How

What runs in this tab.

Duplicate lines, control chars, near-dup Jaccard. Counts only.

Role analog: Data Engineer for AI · 2026 US year-1 replacement $218,300 (market, not payroll). Kernel runs here. This tab stays local. Not zg, not SignalR, not Copilot, not tiktoken.

Desks that sit this analog: Data Engineer for AI. Unique pain, not a shared slogan.

7Lines
6Non-empty
2Exact dupes
1Near-dup pairs

Near-dup Jaccard ≥ 0.84: BETA ~ beta

alpha
alpha

BETA
beta
«EMAIL»
«AWS_KEY»

Redact hits: AWS_KEY, EMAIL. Counts only.

Talk Route in the workspaceSave to a workspaceAll 37 tools

Operations cluster

Same cluster. Nothing deleted.

Operations

Cluster bubble sandbox

You set GPU count, batch, seq. Labeled simulated.

Operations

Route compare

Paste timings. This host does not fetch third-party model APIs.

Operations

Pack self-test

Asserts 131072 KV identity, Jaccard empty=0, plane analogs.

EngOS