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bilalchughtai
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SFT Drives Gemini’s Safety Properties
Building and evaluating model diffing agents
[paper] Training on Documents About Monitoring Leads to CoT Obfuscation
Letting tasks linger.
I try hard to avoid “cognitive clutter”. Having things on my mind that don’t need to be is very costly; it takes up precious working memory and reduces how effective I am at achieving my goals. A manifestation of this is that I view completed tasks as clutter that should rapidly vanish from my attention set. I implicitly discuss this point in my previous post on my to-do system.
However, I’ve recently discovered a consideration that has swayed my opinion here. I get a lot out of “feeling productive”. If I end my day and can really viscerally feel that I’ve gotten a lot done, I will feel a lot better about my day. In contrast, if I instantly evict completed tasks from my memory, I will systematically end my days with an underestimate of how productive I have really been, and feel somewhat worse about myself.
After noticing this, I’ve implemented the following two workflow changes.
In todoist (my to do app), I’ve enabled the setting to not hide completed tasks in the day view. This lets me see them until the end of that day.
I’m using todoist less and using lists of markdown checkboxes for tasks for my more coherent projects more. These don’t automatically vanish. I discuss this workflow in my post on to-do systems. I still use todoist for most other things.
Overall, this has been a solid incremental improvement to my mood, and as such also for my productivity. I think I was wrong to previously instantly pop completed tasks from my attention set, and wouldn’t be surprised if something closer to my updated way of working is better for others too.
Training on Documents About Monitoring Leads To CoT Obfuscation
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Flagging some inaccuracies in your edit: all currencies are in USD.
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David Bau has written up a response to this post here: In Defense of Curiosity.
[Paper] Difficulties with Evaluating a Deception Detector for AIs
How Can Interpretability Researchers Help AGI Go Well?
A Pragmatic Vision for Interpretability
just checked and think it is still up?
I took up running about a year ago, shortly after starting to wear bearfoot shoes. I only run in barefoot shoes and have had no problems. I suspect it helped that I “learned to run” in barefoot shoes, and that ordinarily one would have to change their stride to fit the shoe better, e.g. by landing mid foot instead of heel striking. I also, as I was a new runner, started off with extremely low volume (~10km a week), which also probably helped build foot strength.
I’m pretty happy overall, though am now tempted to get some proper running shoes for races, as the zero energy return is sad if you care about speed.
readers of this post may also enjoy the simpler following post: how to run without all the pesky agonizing pain
When evaluating whether to invest time in making things more efficient, I often see people compare the one off cost of make the thing more efficient to the expected future saved time when doing the thing. I think there is often an important third variable to track, that often swings such decisions from not worth the effort to definitely worth the effort. Namely, the expected increase in usage of the thing due to the reduction in friction of utilizing the thing. I in practice often find the final consideration to dominate.
Recent examples from my life:
Reducing the number of button presses needed for common workflows on my laptop means I both can navigate my laptop quicker and end up navigating more instead of procrastinating navigating because it is annoying.
Moving to a more central location in my city has meant I both save time commuting to things and also end up going to more things.
Automating the loading of context from my personal apps into AIs means I spend less time copy pasting context into AIs and also end up asking AIs more questions about my personal context.
thanks for the comment!
i keep hoping ai agents get good enough
i am also keen to think through how ai can make my workflows better! i agree that they are not quite there yet for entirely automating parts of task management.
no, I just want them to go away upon completion
seems good, seems eventually possible
The core is I want the system/ tool to be invisible … Touch tasks as close to once as possible … Why are you making a “today” list?
i agree that that many of the best systems require literally zero cognitive overhead. but i’m skeptical that optimal task management should ever literally be zero effort.
touching each task literally only once (to add it) requires you to perfectly predict the future. the world is a complex system and out of your control. this implies that you cannot perfectly anticipate what tasks you will need to do at some point in future. something new and urgent may come up, that displaces things you initially thought you might want to do on some particular day. something may later become irrelevant reality changes and new information comes to light.
now, it does in principle seem possible to automate away the task of touching the tasks to ai. if you had an ai assistant with an incredible amount of context on your life, and could predict actions you might want to take to maintain your tasks with reasonable accuracy, you could build some system that just serves you tasks. i think there are some problems with this vision. firstly, i expect in such a world almost all of the tasks on your stack could just be done AI too. second, i have local preferences. some days i just “don’t feel” like doing some task, and would rather punt it to the next day and do something else instead. AIs could in principle understand this in the limit, but i expect this to take longer than the first AIs capable of serving you reasonable tasks in a reasonable order. third, i personally would feel a bit like a robot here, if i were just executing actions that some system has told me to complete. i would rather be able to exert agency and choose what i do for myself, even if that contradicts the “most optimal” next task.
You seem to enjoy the planning and to get satisfaction from task completion.
agreed, ymmv
pretty often! i schedule a lot and time box a bit. the main reason i schedule is so that i get a reminder at the right time of day to do the task. sometimes that time is more just a proxy for some event like “when i’m at the office” or “when i get home”. it would be better to specify that precisely but i havn’t seen good support for it anywhere yet.
Jotting down “deal with X” on the todoist mobile app and then later figuring out exactly how to deal with it on my laptop is a pretty common workflow of mine. I find it pretty frictionless. I also use the mobile app for other things (e.g. glancing at my daily to-do list while on the go).
Here are some screenshots of the app:
Thanks, nice principle. I don’t manage humans but I do manage AIs, and I think much of this also applies to delegating work to today’s AIs.