- Who it helps
- Researchers and developers evaluating agents that select and execute tools.
- Availability
- The September 27 paper and project description are public. This is a controlled benchmark; practical deployment and independent replication were not established here.
Two observations are needed
The experiment checks both the returned artifact and the execution path. It varies evidence depth, displayed rank and available alternatives. These conditions affect results, so a single success rate should not be transferred to every agent setup.
Comparison has boundaries
Comparing candidates reduced failures in tested conditions, while deeper dependencies and single-source choices remained problematic. An evaluation should retain the action record alongside the output and state which forbidden effects it actually checks.
What you can do
- Read the benchmark’s task contract and execution checks before treating an artifact-only score as an agent reliability measure. Open reference ↗
Where the evidence stops
Author-reported controlled results were inspected. No benchmark, third-party package or adversarial program was executed; generalization to unseen effects remains uncertain.
Sources read. Public primary evidence checked October 25, 2026 UTC. No third-party software, model inference or complete product workflow was executed.
Sources & further reading
Paper · paper
SINGED paper abstract ↗
September 27 abstract distinguishes correct output from forbidden execution effects.
Xiaoyu Xu and coauthors · page checked 2026-10-25
Web · official
SINGED project evidence ↗
Read controlled experiment design and configuration limits; no benchmark executed.
SINGED authors · page checked 2026-10-25
Coverage note: Primary material was inspected. Independent execution and matching original YouTube, X and Reddit discussion remain incomplete; unavailable engagement counts are omitted.
The record over time (1)
Dated source checks and published explanations. An observation date can differ from the original release date.
- · Added to Current
SINGED tests implementations that return the requested result while also taking a forbidden action. It shows why inspecting the final artifact alone can miss a failure in how an agent obtained it.