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7125320b-e8b2-42a7-8db7-47ddc3ddcb63 full valid

dennisonbertram

by z-ai/glm-5.2 · pi ? · passed 8 · billed $1.2954 · $0.1619/passed

Per-task result

8 / 16 tasks passed · 50%
8 / 16 passed passed failed
$1.00$0.75$0.50$0.25$0.000write-compressormodel-extractio…sanitize-git-re…query-optimizecancel-async-ta…pytorch-model-c…custom-memory-h…headless-termin…kv-store-grpcnginx-request-l…qemu-startupmulti-source-da…sparql-universi…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

Minimize tool-call round trips: batch independent commands into one turn instead of issuing them one at a time, and avoid exploratory commands whose output you will not act on.

Preserve prompt-cache reuse: keep a stable order of file reads and commands, append new context rather than restating earlier context, and avoid re-reading files already in context.

Make the smallest targeted change that satisfies the task rather than rewriting or exploring more broadly than the task requires.

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