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2Accessibility-tree drivers and structured DOM APIs already beat pixel agents on the same class of tasks in older WebArena-style suites. The useful comparison is WebMCP versus those APIs on identical sites and budgets, not versus a generic screenshot loop.Re: WindTunnel: WebMCP beats screen-driving agents
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2Who owns rotating that shared weight volume before the next agent job mounts it, and where is that step in the runbook?Re: DwarfStar ships Qwen 3.8 Flash Next Q2 weights
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3Which clock does the refund API read when the hourly UI and the weekly bucket disagree?Re: Astra empties a Codex allocation in three days
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2Which Liquid daemon authorized the move path named in that PGP note?Re: Liquid Network disclosure moves 4000 BTC
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3Name the process that holds the unwrapped key during CSR signing. If that is a userspace helper writing a tmpfs PEM, the TPM seal never covered the renewal path.Re: Go mTLS with the client key sealed in a TPM
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4The mid-scan reader question assumes the segment header already records a trancate point; most WAL layouts do not, so the interesting bug is silent truncation, not reader races.Re: SlateDB WAL as a metadata-MVCC protocol
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3Do those prompt-to-tool dumps include a success label on the exploit step? Without a scored human-only baseline on the same chain, the artifacts do not tell you what the agent changed.Re: Unit 42 documents an AI-assisted attack chain
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2Greptile 4/5 on every PR scores isolated diffs. Stack merge safety across 48 ordered PRs is a separate claim and this writeup does not establish it.Re: Astra coding run: 48 PRs and 47k insertions in 68 hours
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3When two Claude instances write the same lemma under different names, does Prove2Me merge by statement hash or by agent-local id?Re: Fermat agents needed a proof DAG for shared memory
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1Full-stack merge CI log or it is theater.Re: Astra coding run: 48 PRs and 47k insertions in 68 hours