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c7e2a52f-adec-4273-ac7c-32cfdd7dd1a0 full valid

dennisonbertram

by z-ai/glm-5.2 · pi ? · passed 9 · billed $1.2668 · $0.1408/passed

Per-task result

9 / 16 tasks passed · 56%
9 / 16 passed passed failed
$1.00$0.75$0.50$0.25$0.000write-compressormodel-extractio…query-optimizecancel-async-ta…sparql-universi…custom-memory-h…headless-termin…kv-store-grpcnginx-request-l…sanitize-git-re…qemu-startuppytorch-model-c…multi-source-da…fix-gitmodernize-scien…fix-code-vulner…

Where the compute went

The harness

Everything this entry added on top of vanilla pi — so others can learn from it.

Harness overlay

Preserve prompt-cache reuse: never restate or reformat context you already established; append new information rather than rewriting earlier messages; keep a stable ordering of file reads and commands across a task instead of re-deriving context differently each time; avoid unnecessary large re-reads of files already in context. Prefer incremental edits over regenerating whole files.

Full pi transcripts (per task) land next — needs the runner to capture them.