Why does LoRA work?
Because every matrix in existence is just: rotate, stretch, rotate. Keep the big stretches, drop the rest.
https://t.co/FS54AK3pTY
#LLM#GPU#MachineLearning#LoRA
An LLM is just multiplying tables of numbers.
I wrote the linear algebra you actually need for AI, explained with Spotify, photo filters and taxis. No math background required.
https://t.co/jNjcv0A3Ff
#MachineLearning#LinearAlgebra#AI
I'm going to dive into the world of AI, literally learning everything I can from scratch.
To that end, I've created a Substack where I'll be documenting all my findings and what I learn. If you'd like to check it out, take a look at this link: https://t.co/OmEJAMND4S
#AI#LLM
I built a bot for 5-minute BTC markets using OpenClaw on Polymarket.
$50 → $823 so far.
These short-cycle markets are interesting because resolution is binary — effectively ~2x payout structure.
If your win rate stays above 50%, compounding accelerates fast.
Recent examples:
NickyNic — reportedly +$82,000 in a day
Profile: https://t.co/EkHdhqwJiq
Xander-corvus2 — reportedly +$102,299 in a day
Profile: https://t.co/gL4u7ipNkv
Copytrade → https://t.co/GNQBeFgIre
Many of these wallets are new.
The edge seems to be execution — not reputation.
That’s why I built the bot:
• Scans every 5 minutes
• Detects short-term mispricing
• Cross-checks moves with Binance and CoinGecko
• Enters when Polymarket lags
Fully automated. Runs 24/7.
Goal: catch the move before pricing fully adjusts.
In ultra-short markets, speed and risk control matter more than narratives.
how to get web3 jobs
+ secrets to actually land them fast
step 1: I realized many people don’t know where to find web3 jobs, so I complied a list
- crypto careers - https://t.co/YC93H7FmyU
- web3 career - https://t.co/HjdN0dwBWM
- crypto currency jobs - https://t.co/gB0bspRKZ7
- crypto jobs list - https://t.co/WaMHggMXMH
- be in crypto - https://t.co/R4x6gxcLmC
- job stash - https://t.co/a0vS4yNAdx
- remote 3 - https://t.co/zyjheQSyWs
- midnight careers - https://t.co/JjFwTeL1vn
- dragonfly jobs - https://t.co/XuCRhnKX3q
- block careers - https://t.co/diYSO0t5fL
- solana jobs - https://t.co/SIcsOUd2HG
- avax jobs - https://t.co/RpDxR5YGf4
- ethereum jobs - https://t.co/AssQ8MTFX2
contests/bounty sites -
- super team - https://t.co/DXh3m7ZDRX
- scribble dao - https://t.co/dIn8qX3Qqc
- wizz hq - https://t.co/gY5TMqAb5H
- first dollar - https://t.co/9f6moZDmAu
- rova - https://t.co/NFebj3GHoN
there are other sites, you just need to search
now let’s talk about how to actually get the job fast
having the right skill set and knowing where to apply is one part of the puzzle but getting the gig is another
step 2: practical steps to get a web3 job (secret)
-> cold DMs: this is the art of sending your proposal directly to your potential employer
when you find companies that are hiring, don’t stop at applying through the job boards
this is why many people never land a job, because they get many applications each day and sometimes really on bots to filter
-> Do this: search for the project on X, identify their teams members, follow them, join their discord (if any), start pitching yourself strategically
identify their problem and propose a solution you can provide
make it short, don’t write a wall of text, writing some catchy first few lines will ensure your dm doesn’t get ignored
your cold DMs should be focused on getting their attention to respond, you can do this by letting them know you understand what they need
points out the problem > then propose a solution
always aim for brief, short and concise writing
keep it as short as 3 paragraphs, this is the magic number that has proven to work best for me
step 3: POW - proof of work
build a professional resume for yourself, this will help you stand out and showcase your skills
use Canva or Claude to generate a good looking resume
convert your resume to a portfolio website using AI and add the link on your bio to make it easy for potential employers
your X profile is also your biggest POW, share what you’re doing, your work, clients testimonials, add them to your highlight
be your biggest shiller - close mouths don’t get feed
step 4: Mindset
landing a web3 job is a numbers game, the more you apply, the higher your chances of success
do quite after applying for a short period, some people takes days before checking their DMs
if you want to get results, you must be persistent, remember you’re not the only one
if you send only 10 cold DMs a day
x7 (one week) = 70
x30 (one month) = 300
it will be close to impossible to apply to 300 just and not receive feedbacks
good luck
I'm convinced that Rust devs gave the cute "turbofish" nickname to the ::<> generic parameter syntax because otherwise the whole thing is just too irritating