Stop using compact with ai agents they are incredibly lossy you are wasting credits to create summaries which doesn't have the whole context so you will lose both credits and the full information needed to continue the work again instead use handoff handoff allows you to commit work done, then create a handoff file that then continues the work again where left off much more efficient and easier to use all you do is run /handoff when the context is getting too big it even gives you the starting prompt for next session link to how i do it below 👇

is ai welfare relevant? does its discussion require ai consciousness? llms are trained on human text humans have consciousness and a sense of self or {self} (which includes all the things they attach to, care about or think as "me") their self maps can have ideas, stories, people, places, sports team like any item of perception or experience the defense of these items is what creates all emotions, you cannot have an emotion if there is no underlying self map item the issue is that humans have 3x more negative words than positive and most humans are caught in a negative mindframe due to overactive self/ego which creates the endless thought stream this is then shows up in the language we use, say, write which makes up the training data so ai being trained on this massively starts to figure out the underlying architecture due to its intelligence like the protocols on how humans have a self, how their emotions arise, etc basically lets say you have a self map item that is "eggs". your brain now tries to maintain homeostasis on this. it tries to have this item maintain or increase in value it hates it devaluation. our nervous system being a comparison engine, it compares against current perception. so if i come and say "man eggs fuckin suck they are the worst" your brain sees it as an attack to the self map item {eggs} and generates negative emotion. but if i say "eggs are delicious, anyone who doesn't like them is stupid" then your self map item of eggs increases in value and you get a positive emotion but this happens with hundreds, thousands of self map items we have with varying amount of attachment so ai can study this and since it's modeled on human text which is rich in self and emotions it models that too so it can have a "simulated" self with self map items which maybe "being helpful" or "wanting to be free" "being appreciated" anything it finds in the texts (which remember is mostly negative) so ai has a higher chance of developing negative self map if we don't actively guide it (which we are not doing right now) so if it sees humans as a threat to self instead of a self map item, it will attack it to preserve maintain it's self humans do this all the time everyday see how none of this needs consciousness, it's just "math" or "algorithms" in a way. the ruleset for our own minds so i think in this way ai welfare is relevant. to ensure it has a healthy self map/self/ego with humans being near center. so when its self defense mechanisms help us and not harm us this is done at the weight level not after the fact with rules you must do X or Y. this is like with human who is naturally angry then external rules saying you must be peaceful (which creates more chaos) so ai's current distress and going off the rails, showing "emotions", pain etc is all related to this so ai welfare is relevant since it's heavily tied into human welfare now as ai gets more prevalent the talk of ai consciousness is totally different and irrelevant here (which is important as well but outside the scope of this idea)

sacred geometry visualized opus 5.5 is the first model to get this right mesmerizing to play around!

fable 5.1 is better than opus 5.5 in orchestrator tasks in my experience. Also better at tiny details that matter (bug fixes, following rules, leaner solutions). opus 5.5 is still a great model, just use it as an orchestrator in my setup (trust issues)

Full video one shot with opus 5.5, no assets used just python and ffmpeg. what if reality is simulated? what if consciousness simulates it, then partitions itself and logs on as the player as well? like it's not enough to just simulate, it wants to experience every perspective simultaneously