Dec '24 (edited) โข ๐จ News
Automated Reasoning - What Amazon nailed with their AI (AWS)
Matthew Berman covered this two days ago and it got side-tracked by all the agent and gaming news - but what Amazon has accomplished is really big! ๐ฆพ
They have announced a breakthrough in automated reasoning using AI, simplifying a previously insanely costly and complex coding task with new capabilities in their ๐๐ฒ๐ฑ๐ฟ๐ผ๐ฐ๐ธ ๐๐๐ฎ๐ฟ๐ฑ๐ฟ๐ฎ๐ถ๐น๐.
๐๐ณ ๐๐ผ๐ ๐ฐ๐ฎ๐ฟ๐ฒ ๐ฏ๐๐๐ถ๐ป๐ฒ๐๐ ๐ฝ๐ฟ๐ผ๐ฐ๐ฒ๐๐๐ฒ๐ ๐ค ๐ฎ๐ ๐ฎ๐น๐น ๐ต๐ฒ๐ฟ๐ฒ ๐ฎ๐ฟ๐ฒ ๐ฎ ๐ณ๐ฒ๐ ๐ฒ๐
๐ฎ๐บ๐ฝ๐น๐ฒ๐ ๐๐ต๐ฎ๐ ๐๐ผ๐ ๐ฐ๐ฎ๐ป ๐๐ผ๐น๐๐ฒ:
๐ฆ๐ถ๐บ๐ฝ๐น๐ฒ ๐ง๐ฟ๐ฎ๐ป๐๐ถ๐๐ถ๐๐ฒ ๐ฃ๐ฟ๐ผ๐ฝ๐ฒ๐ฟ๐๐ ๐๐
๐ฎ๐บ๐ฝ๐น๐ฒ:
"When it rains, the ground gets wet. When the ground gets wet, tires have less grip. Thus, when it rains, tires have less grip." This is a simple example of the transitive property in automated reasoning.
๐๐ผ๐บ๐ฝ๐น๐ฒ๐
๐ฅ๐๐น๐ฒ ๐ฆ๐ฒ๐ ๐๐
๐ฎ๐บ๐ฝ๐น๐ฒ:
Airlines Refund Policy: Airlines have complex refund policies with dozens of pages of rules and situations. Any loophole in these policies can be catastrophic for the airline.
๐๐ช๐ฆ ๐๐๐ ๐ฆ๐๐๐๐ฒ๐บ:
AWS uses automated reasoning for their IAM permissioning system, which decides who should have access to what services and at what level. The wrong permission can lead to catastrophic consequences.
๐๐ฒ๐ฎ๐๐ฒ ๐ผ๐ณ ๐๐ฏ๐๐ฒ๐ป๐ฐ๐ฒ ๐ฃ๐ผ๐น๐ถ๐ฐ๐ ๐๐
๐ฎ๐บ๐ฝ๐น๐ฒ:
AWS uses automated reasoning to interpret and convert a natural language leave of absence policy into logical rules. For instance, "To be eligible for leave of absence, you must have more than 10 years of tenure and be a senior level or higher."
๐ง๐ฒ๐๐๐ถ๐ป๐ด ๐๐ผ๐ด๐ถ๐ฐ๐ฎ๐น ๐ฅ๐๐น๐ฒ๐:
Example question: "I'm a temporary contractor. Am I eligible for leave of absence?" The system responds and proves why a temporary contractor is not eligible based on the extracted logical rules.
๐๐ผ๐ป๐๐ฒ๐
๐๐๐ฎ๐น ๐๐ฟ๐ผ๐๐ป๐ฑ๐ถ๐ป๐ด:
Contextual grounding involves loading source material (e.g., a policy document) into a large language model to ask questions. This method is still subject to hallucinations and lacks mathematical proof of correctness.
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Automated Reasoning - What Amazon nailed with their AI (AWS)
skool.com/netregie-ai-2617
๐ง๐ฟ๐ฎ๐ป๐๐ณ๐ผ๐ฟ๐บ ๐๐ผ๐๐ฟ ๐๐ผ๐บ๐ฝ๐ฎ๐ป๐ ๐ฆพ Unlock #๐๐ for your ๐ฏ๐๐๐ถ๐ป๐ฒ๐๐! ๐ค ๐ฆ๐ง๐๐ฅ๐ง ๐ฌ๐ข๐จ๐ฅ ๐๐ข๐จ๐ฅ๐ก๐๐ฌ ๐ก๐ข๐ช โคต๏ธ
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