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· Past edition · 3 stories
Retrospective edition reconstructed from later captures. Paper versions may include later updates; coverage labels describe the evidence used.
Agent completion claims face the reality of backend state, tool-call transformations and the cost of unattended work.
Research & academia
A benchmark checks agent outcomes against backend state and side effects.
Why it matters: Verifying actual record changes exposes failures that successful-looking tool calls can conceal.
Infrastructure & deployment
A developer argues that usage-based services need hard spending caps.
Open each story in the reader. Summaries are shown when available; some sources provide an abstract only. With an account you can keep your own notes.
Why it matters: Hard limits can stop unattended agents from running up bills after a warning.
Agent frameworks & orchestration
A study tracks where tool-call execution can diverge from an agent’s intent.
Why it matters: A tool call can be silently transformed before it reaches its target.