humans can do this in well under half an hour.

METR pays human programmers a minimum of $50 per hour, so getting a baseline for a single 160-hour task would cost at least $8,000.

Our human task duration estimates likely overestimate how long a human expert takes to complete these tasks, as the humans (and AI agents!) have much less context for the task than professionals doing equivalent work in their day-to-day job.

We refer to this phenomenon as the LLM exhibiting functional emotions: patterns of expression and behavior modeled after humans under the influence of an emotion, which are mediated by underlying abstract representations of emotion concepts.

leading baselines achieve only about half the accuracy at the same efficiency

For any new environments and databases, you can use just drizzle-kit migrate, and all the migrations together with init will be applied

When you run migrate on a database that already has all the tables from your schema, you need to run it with the drizzle-kit migrate --no-init flag, which will skip the init step. If you run it without this flag and get an error that such tables already exist, drizzle-kit will detect it and suggest you add this flag.

When you introspect the database, you will receive an initial migration without comments. Instead of commenting it out, we will add a flag to journal entity with the init flag, indicating that this migration was generated by introspect action

root@51a758d136a2:~/test/test-project# npx prisma migrate diff --from-empty --to-schema-datamodel prisma/schema.prisma --script > migration.sql root@51a758d136a2:~/test/test-project# cat migration.sql -- CreateTable CREATE TABLE "test" ( "id" SERIAL NOT NULL, "val" INTEGER, CONSTRAINT "test_pkey" PRIMARY KEY ("id") ); root@51a758d136a2:~/test/test-project# mkdir -p prisma/migrations/initial root@51a758d136a2:~/test/test-project# mv migration.sql prisma/migrations/initial/

within one year or so the curve the the line um crosses the non-addicted average Baseline

abstinence from from Coke alcohol and heroin you get um you get an increase in gr matter volume in very similar areas

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Andrew Wilshere

While I wanted to do my best to not judge how I was spending my time during the experiment—to just track it as it is and analyze at the end—I did want to have a baseline to compare my results to. This wasn't a hypothesis of how I spend my time, but more of a vision for how I would like my time to be allocated.

one level is chosen as the “reference”, and its mean behaviour is represented by the intercept. Each column of the resulting matrix represents the difference between the mean of one level and this reference level