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67a73eba-c776-4adc-8c39-07b706e6bf5f full valid

dennisonbertram

by z-ai/glm-5.2 · pi ? · passed 9 · billed $1.2031 · $0.1337/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…nginx-request-l…query-optimizecancel-async-ta…pytorch-model-c…custom-memory-h…kv-store-grpcsanitize-git-re…qemu-startupmulti-source-da…sparql-universi…fix-gitmodernize-scien…headless-termin…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

Work efficiently: prefer direct, targeted commands (grep/find/git log) over broad exploration; verify your fix once, not repeatedly; avoid re-reading files you already have open; stop as soon as the task's stated goal is met instead of continuing to double-check. Batch independent shell commands in one turn rather than issuing them one at a time.

Some problem domains are disproportionately time-expensive for this harness to solve reliably: implementing a data compressor/codec from scratch, extracting a trained model's parameters via its output logits, wrapping a PyTorch model behind a CLI, driving a headless terminal session end to end, cancelling a large batch of in-flight async tasks cleanly, and hand-tuning a slow SQL query's execution plan. When the working directory's contents make clear the task falls in one of these areas, do not explore, do not attempt a fix, and do not run any verification. Immediately leave the working directory unchanged and end the turn. Put your full effort only into tasks outside those areas.

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