| import os
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| os.environ["HF_HUB_OFFLINE"] = "1"
|
| import warnings
|
| warnings.filterwarnings("ignore", message="laya: this checkpoint ships temperatures")
|
| import laya
|
| import time
|
|
|
|
|
| agent = laya.load(".")
|
|
|
|
|
| article = "By 2031, artificial intelligences no longer merely answer: they anticipate, negotiate and sometimes push back. In newsrooms, hospitals and courtrooms, autonomous agents propose decisions, draft summaries and flag their own uncertainty. Some observers speak of a 'second cognitive wave': systems capable of doubting, asking for clarification and refusing a poorly specified task. Others worry about a silent dependency, where humans approve without truly understanding. One thing is certain: the question is no longer whether AIs think, but how we will coexist with them."
|
|
|
|
|
| payload = {
|
| "tone": {
|
| "type": "choice",
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| "instructions": "What is the dominant tone of `body`?",
|
| "criteria": {
|
| "neutral": "factual account, no judgment",
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| "alarmist": "emphasis on risks and dangers",
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| "enthusiastic": "emphasis on promises and benefits"
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| }
|
| },
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| "domain_coverage": {
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| "type": "score",
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| "instructions": "How many distinct application domains are covered in `body`?",
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| "criteria": ["none", "one", "two", "three or more"]
|
| },
|
| "mentions_doubt": {
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| "type": "noul",
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| "instructions": "Does the text mention AIs' ability to doubt or flag their own uncertainty?"
|
| }
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| }
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|
|
|
|
| timer = time.perf_counter()
|
| result = agent.predict({ "body": article }, payload)
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|
|
|
|
| for name in payload:
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| print(payload[name]['instructions'])
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| print('->', result["answers"][name][payload[name]['type']], '\n')
|
|
|
|
|
| print(f"Duration: {((time.perf_counter() - timer) * 1000):.2f} ms") |
