My team builds voice and chat agents for tech troubleshooting, so I built a CLI tool called converse that lets any LLM chat with our backend endpoint and have turn-by-turn conversations. The LLM makes code changes, uses converse to test conversations against the live system, and iterates. Sometimes these self-improvement loops run for several hours on end. This is especially powerful when the outcome is verifiable: the conversation must follow this flow, or call these tools in these situations (e.g., escalation to a human agent).
Когда рабочие муравьи возвращались в муравейник после воздействия озона, сородичи не могли их распознать. У пяти из шести исследованных видов это вызывало немедленную агрессию. В некоторых экспериментах из-за городского уровня озона у муравьев нарушалось поведение ухода за потомством.
Пашинян поздравил женщин с 8 Марта под песню российской певицы14:33，详情可参考新收录的资料
Success in Synthesizing Biodegradable Plastic Materials Using Sunlight and CO2
。新收录的资料是该领域的重要参考
At the same time, China has been quietly advancing its own plans for a crewed Moon landing.
So, in summary: computerisation ended some jobs, changed lots of others and created many ones. Yet that description covers so little of what really happened, because the biggest change wasn’t to the jobs, it was to the people and how they behaved. This is what I really learned writing this piece. I went in expecting to find out about tasks and technologies and I came out having learnt about a strange world very different from my own, a world now almost entirely vanished.，更多细节参见新收录的资料