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The Parallel Mind: How AIRA2 Turns AI Research from Guesswork into Scalable Discovery

Research has a waiting-room problem. A human team proposes an experiment, waits for the training run, checks the metric, argues about whether the result is real, then decides what to try next. The cycle is familiar, expensive, and mildly theatrical. AI research agents promise to compress that loop. Give the agent a benchmark, a compute budget, and a tool environment; let it search; harvest better models at the end. Convenient. Also, if done naively, a beautiful machine for producing confident nonsense at GPU speed. ...

March 30, 2026 · 18 min · Zelina