ctf-ai-ml
CTF AI/ML
Quick reference for AI/ML CTF challenges. Each technique has a one-liner here; see supporting files for full details.
Prerequisites
Python packages (all platforms):
pip install torch transformers numpy scipy Pillow safetensors scikit-learn
Linux (apt):
apt install python3-dev
More from chi111i/ctf-skills
ctf-misc
Provides miscellaneous CTF challenge techniques. Use for encoding puzzles, RF/SDR signal processing, Python/bash/vim/ruby/java/zig/GDB/emacs/haskell jails, DNS exploitation, unicode steganography, floating-point tricks, QR codes, audio challenges, Z3 constraint solving, Kubernetes RBAC, WASM game patching, esoteric languages, game theory, commitment schemes, combinatorial games, Linux privilege escalation, container escape, or challenges that don't fit other categories.
3ctf-web
Provides web exploitation techniques for CTF challenges. Use when solving web security challenges involving XSS, SQLi, SSTI, SSRF, CSRF, XXE, file upload bypasses, JWT attacks, prototype pollution, path traversal, command injection, LaTeX injection, request smuggling, DOM clobbering, Web3/blockchain, authentication bypass, SAML exploitation, OAuth/OIDC, open redirect chains, subdomain takeover, or CI/CD credential theft.
3ctf-pwn
Provides binary exploitation (pwn) techniques for CTF challenges. Use when exploiting buffer overflows, format strings, heap vulnerabilities (House of Orange, Spirit, Lore, Apple 2, Einherjar, tcache stashing unlink), race conditions, kernel bugs, ROP chains, ret2libc, ret2dlresolve, shellcode, GOT overwrite, use-after-free, seccomp bypass, FSOP, stack pivot, sandbox escape, Windows SEH overwrite, VirtualAlloc ROP, SeDebugPrivilege escalation, Linux kernel exploitation (modprobe_path, tty_struct, userfaultfd, KASLR bypass, SLUB heap spray), or Chrome V8 exploitation (Turbofan JIT bugs, type confusion, TheHole, TPT shellcode injection, Liftoff WasmArray, V8 sandbox escape, WASM rwx page).
3ctf-forensics
Provides digital forensics and signal analysis techniques for CTF challenges. Use when analyzing disk images, memory dumps, event logs, network captures, cryptocurrency transactions, steganography, PDF analysis, Windows registry, Volatility, PCAP, Docker images, coredumps, side-channel power traces, DTMF audio spectrograms, packet timing analysis, CD audio disc images, or recovering deleted files and credentials.
3solve-challenge
Solves CTF challenges by analyzing files, connecting to services, and applying exploitation techniques. Orchestrates category-specific CTF skills for pwn, crypto, web, reverse engineering, forensics, OSINT, malware analysis, and miscellaneous challenges. Use when given a CTF challenge to solve, a challenge file to analyze, or a service endpoint to exploit.
3ctf-osint
Provides open source intelligence techniques for CTF challenges. Use when gathering information from public sources, social media, geolocation, DNS records, username enumeration, reverse image search, Google dorking, Wayback Machine, Tor relays, FEC filings, or identifying unknown data like hashes and coordinates.
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