After HAL, real AI spent decades barely able to do anything, and funding collapsed on two continents. The episode follows ELIZA, the ALPAC and Lighthill reports, and MYCIN, which matched or beat Stanford faculty on meningitis antibiotic choices in a blinded 1979 test yet was never deployed. No electronic record to read and no answer on liability stopped it.
Who's who
Joseph WeizenbaumMIT creator of ELIZA who later argued against its uses
1966ALPAC report finds machine translation slower and costlier than human translation
1969The Mansfield Amendment pushes defense research toward mission-oriented work
July 1972Lighthill delivers his survey of artificial intelligence
May 9, 1973Televised Royal Institution debate on the Lighthill report
1974DARPA cancels its speech understanding program
1979JAMA evaluation rates MYCIN acceptable on 65 percent of cases versus a faculty mean of 55.5
Still debated
Whether MYCIN's non-deployment was a failure of technology or of institutions is argued, as is whether the AI winters were a funding correction or an intellectual one. Whether today's clinical AI has learned the lesson, or merely gained better plumbing, remains open.