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The pilot attacks a persistent evaluation trade-off: labs do not want to reveal frontier-model internals, while evaluators do not want benchmark prompts leaking back to the model provider. DeepMind says a Singapore AI Safety Institute pilot kept both sides’ sensitive assets hidden during execution.
DigitalOcean’s MySQL 8.0 support window now has a hard operational endpoint. Existing managed clusters need application and schema compatibility testing before October 30 because the provider will move them to 8.4 during maintenance rather than leave 8.0 running indefinitely.
The latest private-SaaS deal-size benchmark shows median ACV moving down, with bootstrapped companies at $18,643 versus $39,880 for equity-backed peers. For small SaaS operators, the useful question is whether larger contracts improve retention and economics enough to justify the longer sales motion.