.@peaq and Doosan Robotics, Korea's leading collaborative robotics maker, are putting industrial robots to work on Solana using peaqOS
https://t.co/iZm8sQZ8C0
$BTC
Bottom is closer than you think,
Expecting price to get a final sweep (pwL) and then mark the local bottom around 72k.
Overall in short, the next 5-6 days should do itโ
The TIG thesis in action.
Eduardo Queiroga (UFBA) and Rafael Martinelli (PUC-Rio), both of whom help organise CVRPLib's vehicle-routing challenges, have built on Thibaut Vidal's HGS Advance algorithm, developed for our Vehicle Routing Challenge.
Their modified implementation is being used to generate best-known solutions for CVRPLib's upcoming Vehicle Routing Problem with Time Windows (VRPTW) Challenge. These are the solutions competitors will aim to beat.
Their work has also been published under the TIG Open Data License v3.0.
This is exactly what TIG was designed to make possible.
We want to create an environment where researchers can build on each other's contributions, rather than having every finding exist in isolation.
An algorithm developed for one challenge can become the basis for another, giving people a foundation to test new ideas, push its limits and make further discoveries.
This is how research can become cumulative. Less duplicated effort, more collaboration and faster progress.ย
We're not just rewarding individual achievements.
We're building a network where those breakthroughs can lead to many more, and then some.
More on the work -
Implementation: https://t.co/HlpDxyB3rV
Competition code to paper: https://t.co/TPhyrE3DG3
VRPTW Challenge overview: https://t.co/NB1axOXP5d
๐ต "The only way to really get 10x or 100x leaps is to fundamentally change the algorithm and how it's computed every single year"
The solution is $TIG btw ๐
The search for better algorithms shouldn't be limited to people with specialist programming knowledge.
Today, we're open-sourcing Talos, our new autoresearch tool, now available in its initial beta.
Talos takes an idea and turns it into an iterative search process. You pick a TIG challenge and give an LLM a direction to explore. Talos then runs in a loop, writing, modifying and testing algorithms, and comparing each candidate against the current top mainnet algorithm.
Every candidate is compiled and evaluated using TIG's own runtime and verifier. It must outperform the baseline on both training and held-out data to qualify as an improvement.
The result is a new way to explore algorithmic solutions. You use your own compute and LLM account, and get a ready-to-submit package if Talos finds something better.
By lowering the barrier to algorithm development, we can bring more people into the innovation, put more ideas to the test and create more opportunities to find algorithms nobody has thought of yet.
Itโs GPLv3 licensed, so anyone can build on it.
Code: https://t.co/uMR68iU68e
Install: https://t.co/YzxxMRpNPg
every day i scroll through my timeline and see something "highly important" and "urgent" waiting for me on the next post.
binance hack. cyberwar fears. iran/israel/usa conflict. us midterms. trump. ai bubble fears.
so many things happen at once that you should get as much information as possible around this topic because these things have a negative impact on your portfolio, right?
you sit in silence and watch how freezers in luxembourg get hacked. you see that another oil tanker in hormuz gets absolutely obliterated, even a video pops up. and of course you have to watch it because of the oil prices in your country.
and then the big binance hack, the LARGEST hack this industry has ever seen. everything is down 5-15% in a matter of a few hours. scary to look at. some group pulled 6.3 billion out of an exchange in a matter of 20 minutes.
everything feels like a videogame.
let me tell you something about a concept called "cognitive overload". pretty sure you heard about this once or twice from a friend or a twitter post.
but you thought it's just another stupid "biohack".
your brain has a lot of different parts doing different jobs at the same time. for this you only need to know two of them.
the amygdala is your alarm system. every time your brain sees a "threat", it fires first. it doesn't check if the danger is real, a scary headline on your phone sets it off the same way a real danger would.
cognitive overload is what happens when too much hits you at once. your brain can only hold around four things at the same time, everything on top of that it just skims.
now add fear to it and you get the second problem. something called an "amygdala hijack".
the prefrontal cortex is the part that plans. it's the voice in your head that says "wait, let me think about this for a second".
thing is, once the alarm goes off your head gets flooded with stress chemicals, and the more of them there are, the less your prefrontal cortex can do.
alarm on, thinking off.
so WHY is this important?
if your prefrontal cortex can't do its job, you can't THINK rationally anymore. which leads to wrong and impulsive decisions. you know EXACTLY what im talking about don't fuck with me.
so what do you do about it?
the alarm is gonna go off anyway, thats just how you're built. your brain is literally 10,000 years old. the only thing you control is what you feed it.
everything that shows up on your timeline is one of two things. noise or signal.
next time you catch yourself watching another tanker video or war crime (of course it's horrible but what can you do about it?), ask yourself one thing.
does this post CHANGE your position or stance? does it have crucial information you need to know before you decide what to do?
if the answer is "no", it's noise. simple as that.
take the binance hack for example. did it actually change anything for you? for most of you no, your coins weren't even on binance. the only thing that mattered was the dump. THAT was the signal. and who still talks about the bitget hack from september? exactly. nobody.
the key is to ask the right question. this filters out most of it. the rest is even simpler.
DONT FOLLOW FIVE THOUSAND PEOPLE.
of course you get more bullshit if you follow bullshit.
remember when i said everything feels like a videogame? that's because it's built like one. the longer you play, the more someone else gets paid. the accounts posting every hack in caps know this. they're literally FARMING you.
everything in this world is against you. algos. large entities. elites. you HAVE to filter out noise. otherwise you ngmi.
"a wealth of information creates a poverty of attention." - herbert simon, 1971
~shaqs