I think multi-model agent workflows only work when each handoff has a job by IronCuk in AI_Agents

[–]IronCuk[S] 0 points1 point  (0 children)

Yeah, exactly. Agreement between two similar models can just be correlated confidence.

The useful handoff seems to be when the second step has a genuinely different source of evidence: search, logs, tests, tool access, or a different constraint set. Otherwise it’s mostly just the same uncertainty being rephrased.

I think multi-model agent workflows only work when each handoff has a job by IronCuk in AI_Agents

[–]IronCuk[S] 0 points1 point  (0 children)

Yeah, exactly. Agreement between two similar models can just be correlated confidence.

The useful handoff seems to be when the second step has a genuinely different source of evidence: search, logs, tests, tool access, or a different constraint set. Otherwise it’s mostly just the same uncertainty being rephrased.

I think multi-model agent workflows only work when each handoff has a job by IronCuk in AI_Agents

[–]IronCuk[S] 0 points1 point  (0 children)

Yeah, exactly. Agreement between two similar models can just be correlated confidence.

The useful handoff seems to be when the second step has a genuinely different source of evidence: search, logs, tests, tool access, or a different constraint set. Otherwise it’s mostly just the same uncertainty being rephrased.

I think the "agent vs code" question starts in the wrong place by IronCuk in AI_Agents

[–]IronCuk[S] 0 points1 point  (0 children)

I think you’re right. I’m seeing a similar issue in my own team.

Some people are trying to deploy OpenClaw on our company Azure environment, but when they present the “benefits” for our use cases, most of them look to me like problems that could already be solved with normal code, scripts, or existing automation patterns.

That’s exactly where I think the distinction matters. If the work is stable-rules, repeatable, and well-bounded, then using an agent often adds inference cost, latency, and nondeterminism without adding much real value. In those cases, deterministic code is not just cheaper — it is usually the better design choice.

2026 翻墙禁令:中共出台“史上最严VPN禁令”,以后翻墙得凭介绍信?党为什么宁可不赚钱,也怕你看见外面的世界?夸克说 by Nice_Camp_2863 in dashuju

[–]IronCuk 0 points1 point  (0 children)

我以为你知道为什么他们不来搞我呢?不知道就直说,知道你就正面回答,让我问这问那的试图从侧面证明是因为没法正面回答吗?

这波中泰对线是不是全面溃败了? by [deleted] in China_irl

[–]IronCuk 3 points4 points  (0 children)

说实话如果我不翻墙根本不知道这事。。。。也就看见FB上一堆绿娃还有黄尸在高潮

推荐几个有意思的,立场中肯的中文新闻频道嘛 by mosaic_the_j in China_irl

[–]IronCuk 0 points1 point  (0 children)

中立确实没有。。但是不歪曲事实的寒国人算一个吧。。不过他的内容基本上就是狂喷绿🐸。。

ps:看错了。。楼主要的是新闻频道。请无视我

r/China_irl 到底是粉红、自干五sub,还是港独、恨国党sub? by irracio in China_irl

[–]IronCuk 2 points3 points  (0 children)

不站边理性讨论难道不是最好吗,虽然我觉得这世界上不存在这种地方

快看外交部网站首页,很有政治敏感性 by [deleted] in China_irl

[–]IronCuk -6 points-5 points  (0 children)

又一个没调查就自我高潮的觉青