The insert statement isn’t independent of the database because the table needs to exist and its schema has to allow the inserted values. If the database is generated randomly, you need access to it to generate an insert statement that will work.

This is straightforward to do if the library is designed for it. Using my own TypeScript library [1]:

const insertCaseArb: Arbitrary = arb.from((pick) => {

  const db = pick(dbArb);
  const table = pick(arb.of(...db.tables));
  const values = pick(rowArbForTable(table));

  return {
    db,
    tableName: table.name,
    insert: {
      kind: "insert",
      table: table.name,
      values,
    },
  };
 });

[1] https://jsr.io/@skybrian/repeat-test

This initiative probably could have started a few months sooner with Opus and similar models, though.

On the other hand, how the stock does will matter to other employees because they’re shareholders and they have a stake in the outcome.

https://www.axios.com/2026/03/18/ai-enterprise-revenue-anthr...

https://x.com/albrgr/status/2041288324464451617

So which companies are betting so big that it might actually threaten them? Oracle maybe?

https://en.wikipedia.org/wiki/Unique_local_address

If your intranet has no IPv4 addresses, this is better than a NAT somehow?

https://lefos.com/about

Apparently it’s possible to give it access to much of your Google account:

https://lefos.com/terms

I didn’t see a pricing page, but there is this:

> Lefos uses a credit-based billing system. New accounts receive a limited number of starter credits at no cost. Usage of AI features consumes credits.

> When your credits run out, you can subscribe to a paid plan to receive additional credits each billing cycle. Subscriptions are processed through Polar, our billing provider. You can manage or cancel your subscription at any time from your account settings.

> Costs and pricing are expressed per “token”, but the published data immediately seems to admit that this is a bad choice of unit because it costs a lot more to output a token than input one. It seems to me that the actual marginal quantity being produced and consumed is “processing power”, which is apparently measured in gigawatt hours these days. In any case, I think more than anything this vindicates my original decision not to get too precise. [...]

https://backofmind.substack.com/p/new-new-rules-for-the-new-...

Is it priced that way, though? I assume next-gen TPU's will be more efficient?