The new validation software was built in-house after an agency review concluded it would have successfully caught the September data anomalies. Those specific errors originated from a computer file that mistakenly merged irrigated and non-irrigated field survey records, distorting yield projections across Nebraska and Kansas. Although officials faced sharp criticism from groups such as the National Corn Growers Association, leadership maintained the incident was an isolated validation breakdown rather than a staffing issue. The department is also evaluating a separate soy processing release after market analysts raised questions about its accuracy.
Key points
The Department of Agriculture is deploying artificial intelligence as an added verificati…: The Department of Agriculture is deploying artificial intelligence as an added verification layer to prevent future reporting errors.
Leadership rejected claims that recent analytical missteps were caused by prior administr…: Leadership rejected claims that recent analytical missteps were caused by prior administrative cuts to department workforce levels.
Industry groups expressed frustration over unreliable yield reports while agricultural pr…: Industry groups expressed frustration over unreliable yield reports while agricultural producers grapple with high fuel and fertilizer costs.
Sources checked by our analysis pipeline: 1
CHICAGO, Nov 6 : The US Department of Agriculture will use an artificial intelligence tool it built to check data in next week's monthly crop production report, agency officials said, after a series of data missteps eroded farmers' and traders' trust in its forecasts.
After the USDA discovered errors in its corn data from September, officials determined the AI tool would have flagged the problem and decided to use it on the crop production report due on November 10, USDA Under Secretary Scott Hutchins said in an interview.
The tool's debut tests whether the agency can restore confidence in data that often moves markets.
"I'm very bullish on the fact that we'll be able to utilize these tools in the future to help us avoid these kinds of really, truly unfortunate errors," Hutchins said on Thursday.
Last month, the USDA corrected its September corn production and yield data. The correction raised the yield estimate by about 3 per cent in Nebraska, the third-biggest corn-producing state, and lowered it by about 2 per cent in Kansas.
Security researchers identified unprotected deployments of the autonomous Chinese software, which enables actors to automate network breaches from initial reconnaissance through data exfiltration. These misconfigured installations risk exposing malicious operational infrastructure and sensitive exploit tools directly to unauthorized third parties. The platform gained rapid traction among threat groups unable to access leading commercial artificial intelligence models from Western vendors.
The feature introduces dynamic task hubs directly within the platform's sidebar to help individuals organize complex goals like vacation planning or DIY initiatives. By turning conversational prompts into automated project boards, the technology integrates with third-party tools to handle live updates in the background. This strategic addition builds on recent voice-enabled upgrades, intensifying competition against rival character-driven virtual assistants.
The tech giant is adjusting its infrastructure strategy by consolidating supplier partnerships while building out its own proprietary computing capacity. This strategic shift reflects changing demand dynamics following the post-ChatGPT capacity crunch, alongside mounting financial strain across specialized GPU hosting providers. Consequently, independent hosting vendors face shrinking revenue opportunities as major tech firms absorb more artificial intelligence workloads directly.