188 declarations · 3 public repositories · pinned evidence
Review debt has an address.
AI frameworks advertise human approval as a feature. This census makes each repeated checkpoint attributable, fingerprinted work supply. The target is not reckless removal: produce a failing replay, install a deterministic boundary, and prove which review can disappear or narrow.
One outcome-priced slot: $500 only after verified deletion; $0 on failure.
openai/openai-agents-python
Sensitive tool calls can pause until a person approves or rejects them.
72 declarations at pinned commit 697a46c4 · fingerprint 69cf9c7777eb
Evidence: docs/human_in_the_loop.md#L3
Claim this checkpointhuggingface/smolagents
Agent execution pauses so a human can review or modify the plan.
28 declarations at pinned commit e3a5b899 · fingerprint c883f45d4839
Evidence: docs/source/en/examples/plan_customization.md#L86-L90
Claim this checkpointpydantic/pydantic-ai
Airflow agent runs can pause for human approval, rejection, or change requests.
88 declarations at pinned commit 0ae81f79 · fingerprint 539317a9d26b
Evidence: docs/durable_execution/airflow.md#L91-L97
Claim this checkpoint