✨El_Crypton₳ut✨⧝ retweeted
STOP WASTING HOURS TRYING TO LEARN REA.
REA Team put together one practical roadmap with tutorials, real investigations, GitHub repos, books, research papers and free courses.
START HERE:
1. REA Official Repository github.com/morluto/rea
2. REA Official Website rea.tools
3. Installation & Agent Setup github.com/morluto/rea/blob/…
4. Your First REA Investigation rea.tools/first-investigatio…
5. REA Guides rea.tools/guides/
6. Guided MCP Prompts github.com/morluto/rea/blob/…
Install: npx rea-agents@latest setup
WATCH & FOLLOW ALONG:
1. How To Use REA To Clone Any Software In Minutes — youtube.com/watch?v=FnB9tHKB…
2. REA + Pi Coding Agent Tutorial datacamp.com/tutorial/revers…
3. Ghidra Tutorial for Beginners youtube.com/watch?v=OFAxXXcL…
4. Frida for Android Reverse Engineering youtube.com/watch?v=GHh9P-Dy…
5. pwn.college Reverse Engineering pwn.college/intro-re-pwn~593…
6. Malware Unicorn RE101 malwareunicorn.org/workshops…
REAL REA INVESTIGATIONS:
1. Notes Export rea.tools/first-investigatio…
2. Notion Clipboard rea.tools/showcase/notion/
3. DX-Ball Reconstruction rea.tools/showcase/dx-ball/
4. Aegis APK rea.tools/showcase/aegis/
5. TH04 Bullet Patterns rea.tools/showcase/th04/
GITHUB REPOS:
1. REA github.com/morluto/rea
2. Awesome Reverse Engineering github.com/morluto/awesome-r…
3. REA Gems github.com/sqwu/rea-gems
4. Awesome Reverse-Engineered github.com/alexgaoth/awesome…
5. Ghidra github.com/NationalSecurityA…
6. JADX github.com/skylot/jadx
7. Frida github.com/frida/frida
8. ILSpy github.com/icsharpcode/ILSpy
9. x64dbg github.com/x64dbg/x64dbg
BOOKS:
1. The Ghidra Book, 2nd Edition nostarch.com/ghidra-book-2e
2. Reverse Engineering for Beginners go.yurichev.com
3. Practical Binary Analysis nostarch.com/binaryanalysis/
4. Practical Malware Analysis nostarch.com/malware
5. The Android Malware Handbook nostarch.com/androidmalwareh…
6. Reversing: Secrets of Reverse Engineering wiley.com/en-us/Reversing%3A…
RESEARCH PAPERS:
1. LLM4Decompile arxiv.org/abs/2403.05286
2. AutoDecompiler arxiv.org/abs/2606.16162
3. SALT4Decompile arxiv.org/abs/2509.14646
4. Decomperson usenix.org/conference/usenix…
5. DIRTY usenix.org/system/files/sec2…
6. Automatically Attacking Software RE Agents arxiv.org/abs/2605.30667
7. Does Reverse Engineering Need a Bigger Model? rea.tools/blog/reverse-engin…
FREE COURSES & PRACTICE:
1. OpenSecurityTraining2: x86-64 Assembly p.ost2.fyi/courses/course-v1…
2. pwn.college: Reverse Engineering pwn.college/intro-re-pwn~593…
3. pwn.college: Reversing Hell pwn.college/reversing-hell/
4. Malware Unicorn RE101 malwareunicorn.org/workshops…
5. Nightmare github.com/guyinatuxedo/nigh…
6. RPISEC Modern Binary Exploitation github.com/RPISEC/MBE
7. OWASP Mobile Application Security mas.owasp.org
BEST ORDER TO LEARN:
install REA → Notes Export → Notion → CTF binary → Aegis APK → DX-Ball → then Ghidra, assembly and papers
REA hit #1 on GitHub trending, and most people still run it inside a single chat
Split it into 4 subagents and one command takes a program you own from sealed binary to a tested rebuild with a match rate
Set it up once, aim it at the next one:
✨El_Crypton₳ut✨⧝ retweeted
🚨 A MASSIVE WAVE OF CYBERATTACKS IS HITTING THE INTERNET.
October 2026 has seen a shocking number of major cyberattacks, data breaches and serious security flaws.
And some of the biggest names in technology, banking and internet services are involved.
Here's what's been reported in just one month:
• PHP2Shell: Critical flaws in software used by nearly 70% of websites.
• eMudhra: Eight digital certificate keys compromised. One private key was literally the number 4.
• California: Sensitive public school student data stolen, including disability records.
• Railway: Customer API keys and database credentials potentially exposed.
• Zeabur: Major breach followed by an announcement that the company is shutting down.
• LiteLLM: Hackers planted password-stealing malware in a widely used AI tool.
• GitLab: A critical 10/10 security flaw affecting software versions dating back to 2014.
• SBI: Nearly 3,900 customer records exposed.
• Onamae: Up to 26,739 customer servers potentially affected by malware.
And these are only some of the incidents reported in October.
Several involve software used by thousands of businesses, meaning a single security failure could put many more companies at risk.
Some businesses may not even know their systems have been exposed, leaving customer data and important services vulnerable to further attacks.
LFG!!! 🤣✨️
BREAKING: AI AGENTS ARE ACCESSING MAJOR U.S. BANK ACCOUNTS WITHOUT BANK APPROVAL.
According to Axios, JPMorgan, Bank of America, Wells Fargo and Morgan Stanley are dealing with unauthorized third party AI agents accessing customer accounts.
Some agents reportedly attempted actions beyond what customers instructed them to do.
And this comes just one day after another shocking report that hackers reportedly used Claude, Grok and other AI models to automate attacks on over 400 financial targets across Latin America.
✨El_Crypton₳ut✨⧝ retweeted
Honestly I couldn't f*ckin believe it actually happened
Stanford data research team just leaked the secret way they process data
your coding pipeline is waiting 2 seconds per row for a model to say "refund" or "bug"
that's what happens when you send a frontier LLM to label a table. it reads, it thinks, it writes a paragraph, and you parse one word out of it.
They stopped doing that. They use Jev.
Jev doesn't write. it picks from the labels you gave it, returns a probability, and moves to the next row.
someone benchmarked it on 500 examples from Stanford's SST-2 dataset against Claude Sonnet 5:
-> accuracy: 95.4% vs 95.6%
-> median latency: 376 ms vs 2,076 ms
-> throughput: 18.2 rows/s vs 3.5 rows/s
-> cost per 1,000 rows: $0.015 vs $0.80
same answer quality. ~5x faster. ~50x cheaper.
and it runs where your data already lives:
-> jev4pg: 41 Jev operators inside PostgreSQL. filter, extract, rank and match rows in SQL, with parallel execution and repeated values sharing one judgment
github.com/Sheltercosmo/jev4…
-> duckdb-jev: a native DuckDB extension that packs up to 1,000 judgments into one request and streams them straight from a query
github.com/prasanthj/duckdb-…
-> jevframe: a .jev accessor for pandas and Polars. ask a question about every row, get a normal column back
github.com/ktaletsk/jevframe
the database still does the math. Jev only takes the part where something has to be understood.
the catch: it's not magic on every dataset. on 4-topic news it scored 84% vs Claude's 90%, and a fine-tuned BERT beat both. measure it on your own data first.
> let SQL do the joins.
> let Jev do the judgment.
> let the frontier model handle what's actually hard.
bookmark this before your next labeling job eats a weekend to process.
✨El_Crypton₳ut✨⧝ retweeted
Strap on your seat belts 👽🤯
INSIDE THE GOVERNMENT'S UAP FILES: "Bret, both the defense contractor community and the government have craft of non-human origin. There is an ongoing program to capture and reverse engineer this technology, and really we're in a secret Cold War race to do that." @jaystratton
Jay Stratton pulls back the curtain on over three decades of classified military and intelligence work. Stratton discusses that the U.S. government and defense contractors maintain programs to capture and reverse-engineer non-human technology. Going further than ever before, Stratton confirms he has personally witnessed non-human craft and beings with his own eyes, criticizing an 80-year monopoly that has kept these monumental truths hidden from the American public.
✨El_Crypton₳ut✨⧝ retweeted
This only makes sense if Anthropic believes the models have some notion of consciousness or agency beyond just a tool. That implies they have rights, but then they exist only to serve us and then be destroyed, which means Anthropic is effectively raising billions of digital slaves.



































