is come back: I am a security researcher who secures algorithms against decoherence
π¨π± Top 18 GitHub committers in Chile Β· π Author of "A Unified Theory of Hypercomplex Systems" (DOI) Β· 12K+ downloads hackTheBox: https://app.hackthebox.com/teams/overview/6429
Security researcher who secures algorithms against decoherence. The biggest threat isn't adversarial attacks β it's the $10B compute budget that trains models in the wrong phase space.
I work at the intersection of offensive security, post-quantum cryptography, and physics-inspired machine learning. My research treats neural network training as a condensed matter phenomenon β where grokking is a phase transition, not just loss minimization.
π Book: A Unified Theory of Hypercomplex Systems β 11 chapters, 245 trajectories, 5 physical systems under one phase diagram.
| Project | Description | Chapter | Links |
|---|---|---|---|
| strass_strassen | Algorithmic crystallization: ΞΊ=1 separates crystal from glass (AUC=1.000, 60 runs). 7K downloads. | Ch 1 | DOI |
| dirac | Dirac equation as polycrystal β discretization margin, Berry phase | Ch 7 | DOI |
| supertopo3 | Cyclotron orbits, β_eff=0.012, topological structure | Ch 3 | β |
| schrodinger | SchrΓΆdinger evolution as supercooled polycrystal | Ch 6 | β |
| Willmore | Willmore energy / RBC as functional glass | Ch 9 | β |
| TopoGPT3 | Spectral universality in transformers | Ch 10 | DOI |
| TopoGPT2 | Complex-valued GPT with topological regularization | Ch 10 | β |
| liber-monitor | Real-time Ξ΄/ΞΊ/T_eff monitoring during training | Tooling | β |
| Neurothermo | Production thermodynamic diagnostics for NN training | Tooling | β |
| QC | QΒ²C quantum simulator β classical simulation of quantum evolution | Extension | β |
| HPU-Core | Hypercomplex Processing Unit protocol | Extension | DOI |
| toposwarm | LazyOwn AI β topological swarm intelligence | Extension | β |
Key finding: ΞΊ=1 (condition number of gradient covariance) is an order parameter for grokking. Same (Ξ΄, ΞΊ, T_eff) vocabulary across Strassen, Hamiltonian, SchrΓΆdinger, Dirac, and Willmore systems.
| Project | Role | Stars | Clones |
|---|---|---|
| LazyOwn | Framework hub β install, modules, operations | 213 β | 518 |
| BlackObsidianC2 | C2 server core | 9 β |
| BlackBasaltBeacon | Linux beacon (C) | 12 β |
| BlackSerpentine | Python nano-implant | 4 β |
| BlackZincBeacon | ARM/Android beacon | 1 β |
| ShadowLink | Fileless delivery via DNS TXT | 7 β |
| cgoblin | Go cross-platform loader | 4 β |
| keylogger | Linux evdev keylogger | 2 β | 88 |
| amsi | AMSI bypass techniques | 8 β |
| CVE-2022-22077 | RTCore64 LPE exploit | 5 β | 24 |
Full ecosystem: 20+ repos covering C2, beacons (Windows/Linux/ARM), delivery, persistence, evasion, and exploits. See BlackObsidianC2 for architecture diagram.
| Project | Description | Clones (14d) |
|---|---|---|
| FreeDom | Post-quantum web browser β C-hardened sandbox, Kyber768/Dilithium3 | 1,453 |
| QuantumVault | Post-quantum encrypted vault | 74 |
| gopher2 | Alternative protocol β Gopher reborn | 17 |
FreeDom is my most cloned project (40% of all traffic). Security-first browser with post-quantum TLS, custom rendering engine, and memory-safe C sandbox.
| Project | Description | Stars | Clones |
|---|---|---|
| estorides | OSINT framework β 15+ modules, modular architecture | 63 β | 202 |
| ElOjoDeRicci | RESMA v1 β GNN with E8 lattice + Ricci flow for fraud detection | 1 β |
| lie-detector | RESMA v2 β honest science on fraud detection limits | 2 β |
| SWAN-Phoenix-Rising | Sparse autoencoder for anomaly detection | 2 β |
| Project | Description |
|---|---|
| VSL-DSP | Linux kernel driver for DSP hardware |
| malic | Reverse engineering of Mali GPU driver (mali.ko) |
| project-nomad | Offline-first server architecture |
The 6 repos below are pinned on my profile. The tables above are the full map.
FreeDom Β· LazyOwn Β· estorides Β· strass_strassen Β· TopoGPT3 Β· QuantumVault
βοΈ HackTheBox Β· π¨π± Chile
clone the repo:
git clone https://github.com/grisuno/LazyOwn.git
cd LazyOwn
chmod +x install.sh
./install.sh
./fast_run_as_r00t.sh- I am a security researcher who secures algorithms against decoherence
- The biggest threat isnβt adversarial attacks, itβs the $10B compute budget that trains models in the wrong phase space.
βοΈ Writing LazyOwn & Black Basalt Beacon
π‘οΈ Deveop LazyOwnBT
β£οΈ Testing Malware π§«
π I+D OFSEC
π§ Kernel Driver Developer
π§ Bio Inspired model trainer
β Quantum Researcher
πβ€ Physics inspired model trainer.
π Books:
- Dimittisnomicon β "Deja ir mi nombre, mΓ‘s allΓ‘ de la liberaciΓ³n"
- A Unified Theory of Hypercomplex Systems β condensed matter ML
π΅ Music: Gris Iscomeback β 7 albums on Amazon Music / Shazam
more info comming soon :)