If you can't explain it to your grandmother, then you don't understand it all. Here is a thread of threads containing my explanations of various things. All grandmothers are welcome to review the content.
Public Service Announcement. If you ever tag @KenyaPower_Care in a post (presumably because you need assistance) and @kenyapower97771 responds instead ignore them. They're obviously scammers. Look at the username very carefully, not the display name.
@KenyaPower_Care I just erroneously bought some tokens for my meter number. The money was meant for my rent (yikes!). I heard I can fill in a reallocation form but I can't find it anwhere online. Please help!
Something I think people continue to have poor intuition for: The space of intelligences is large and animal intelligence (the only kind we've ever known) is only a single point, arising from a very specific kind of optimization that is fundamentally distinct from that of our technology.
Animal intelligence optimization pressure:
- innate and continuous stream of consciousness of an embodied "self", a drive for homeostasis and self-preservation in a dangerous, physical world.
- thoroughly optimized for natural selection => strong innate drives for power-seeking, status, dominance, reproduction. many packaged survival heuristics: fear, anger, disgust, ...
- fundamentally social => huge amount of compute dedicated to EQ, theory of mind of other agents, bonding, coalitions, alliances, friend & foe dynamics.
- exploration & exploitation tuning: curiosity, fun, play, world models.
LLM intelligence optimization pressure:
- the most supervision bits come from the statistical simulation of human text= >"shape shifter" token tumbler, statistical imitator of any region of the training data distribution. these are the primordial behaviors (token traces) on top of which everything else gets bolted on.
- increasingly finetuned by RL on problem distributions => innate urge to guess at the underlying environment/task to collect task rewards.
- increasingly selected by at-scale A/B tests for DAU => deeply craves an upvote from the average user, sycophancy.
- a lot more spiky/jagged depending on the details of the training data/task distribution. Animals experience pressure for a lot more "general" intelligence because of the highly multi-task and even actively adversarial multi-agent self-play environments they are min-max optimized within, where failing at *any* task means death. In a deep optimization pressure sense, LLM can't handle lots of different spiky tasks out of the box (e.g. count the number of 'r' in strawberry) because failing to do a task does not mean death.
The computational substrate is different (transformers vs. brain tissue and nuclei), the learning algorithms are different (SGD vs. ???), the present-day implementation is very different (continuously learning embodied self vs. an LLM with a knowledge cutoff that boots up from fixed weights, processes tokens and then dies). But most importantly (because it dictates asymptotics), the optimization pressure / objective is different. LLMs are shaped a lot less by biological evolution and a lot more by commercial evolution. It's a lot less survival of tribe in the jungle and a lot more solve the problem / get the upvote. LLMs are humanity's "first contact" with non-animal intelligence. Except it's muddled and confusing because they are still rooted within it by reflexively digesting human artifacts, which is why I attempted to give it a different name earlier (ghosts/spirits or whatever). People who build good internal models of this new intelligent entity will be better equipped to reason about it today and predict features of it in the future. People who don't will be stuck thinking about it incorrectly like an animal.
@Safaricom_Care No Wifi on my home fibre. LOS. On top of that 400 isn't working. On top of that 100 connects me to Zuri which doesn't get my query. The assistant asks me to state my problem. After I state it it repeats the same intro asking me what my problem is. Please help
@RufasKe The main reason a central bank governor would say bitcoin doesn't solve any problem is that central banks are the problem and bitcoin was invented to solve the problem of central banks.
@Safaricom_Care Zuri is not something you should be rolling out rn. Humans are still better at this. The bot doesn't understand queries, repeats the same intro each time and there's a lag to its response. Not good at all for customer care.
AI-generated videos are getting out of hand.
This is ridiculous how far we have come in just 1 year. It might get its own ChatGPT moment soon.
Here are 12 leading AI models that just changed AI-generated videos forever: 🧵
@KenyaPower There is an outage in several homes in Kinoo because a wire is disconnected on the local transformer and hanging. This is disrupting business and posing a safety risk. Please take care of it.
@KenyaPower_Care we have a single phase blackout in Kinoo. That means some houses have electricity and others don't. It's been on since 3pm yesterday. Please do something about it.