network security
BGP-4 from scratch (RFC 4271 + 4760)
BGP implemented in pure Go over TCP/179 — no GoBGP, no BIRD, no FRR. Native IPv4 unicast (AFI=1) and IPv6 unicast (AFI=2) via RFC 4760 multiprotocol extensions. Our own parser for OPEN, UPDATE, NOTIFICATION, KEEPALIVE.
The route is designed for the operation, not for the toolkit.
network security
Bitwise LPM trie
Longest Prefix Match as a bitwise trie. Lookup in 2.5 nanoseconds. Unified IPv4 + IPv6 route table.
The decision fits in machine time, not human time.
ai agents
Aho-Corasick O(1) per character
Deterministic finite automaton in Go. Validation and obfuscation of CPF, CNPJ, PIS/PASEP, BRDDD phone, e-mail, credit card (Luhn) in constant time per character — no costly regex.
The LLM does not see personal data. The LLM sees the work.
network security
N-of-M quorum + RouterOS
Blocks leave only when N concurrent nodes agree. Execution through RouterOS API (8728/8729 TLS), SSH by asymmetric key, and gRPC.
Mitigation that scales without burning the analyst.
network security
AF_PACKET + Rust no_std
SOGIA: TPacket zero-copy ring buffer between Go (sogia_v3) and a bare-metal Rust module for ARM/RPi3B. Header inspection on Ethernet/IPv4/TCP/UDP before the kernel allocates a socket.
Packet wall on commodity hardware, appliance at commodity cost.
ai agents
Fractal 4-layer memory
Memgraph in four layers: episodic, semantic, procedural, metacognitive.
The agent remembers the case, the concept, the how, the why.
ai agents
RAG over AST
Index on Tree-sitter AST, not naive chunking.
Search preserves the grammatical structure of the code.
network security
Feature hashing SHA-256 → 256-D
Each event (NetFlow, IPFIX, BGP prefix change) projected into a deterministic 256-dimension vector via SHA-256. State, not address — defeats rotation and VPN/proxy bypass.
Signatures age. State does not.
storage
NVSS Substrate
Binary LPM trie + mmap + bitrot immunity. Deterministic, no transformer.
Recognize in 1 µs, decide in 67 µs. Truly post-transformer.
network security
Go PAM + RGB biometrics + TPM
Linux PAM module in Go intercepting login, SSH, sudo. Facial vectors as embeddings encrypted with a TPM-derived key. NFC/smartcard token as second physical factor.
Sovereign access, no costly IR sensor.
cognitive defense
CMA-ES · KL-Divergence Fitness
CMA-ES evolutionary optimization whose fitness function maximizes the Kullback-Leibler divergence between the invading LLM output and the real code logic. Applies 15 adversarial patterns (A–O) over micro-tokens, zero-width characters, Cyrillic homoglyphs, and underscore cascades — without altering native execution.
The adversarial vector evolves alongside the next LLM generation, with no static rule to reverse.