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lightless233/README.md

👋 Hi, I'm lightless

Security Engineer · Hacker · Systems Builder

BlogGitHubApplication SecurityAI Security AutomationSolana Trading InfraREADME Powered by AI

Security engineer who keeps ending up in systems and trading infra. I build tools that run in production.

English · 简体中文


$ whoami

Programmer | Hacker | Security Researcher
Focus:
- Application Security & Source Code Auditing
- Static Analysis & Vulnerability Research
- Security Automation & AI-assisted Security
- High-performance Systems Engineering (Rust / Go)
- Web3 / Solana Trading Infrastructure

I'm a security engineer from Hangzhou, China.

My work sits between offensive security, secure engineering, and high-performance systems — white-box auditing on one side, low-latency Rust/Go infrastructure on the other, and increasingly AI agents doing the deterministic, repeatable parts in the middle.


🧭 What I Build

🛡️ Security⚙️ Systems & Engineering
Web Security & PentestLow-latency Rust services (tokio, gRPC)
Business Logic VulnerabilitiesGo backends (Fiber, GORM)
Source Code Auditing / White-boxSolana / Web3 trading infrastructure
Static Analysis (Semgrep, AST sinks)On-chain program & DEX reverse engineering
Deserialization & Crypto-scheme ReversingMulti-Agent / LLM tool-calling systems
CVE Reproduction & VerificationRedis / PostgreSQL / SQLite data planes
AI-driven Security AutomationLinux / Docker / self-hosted ops

🧰 Tech Stack

RustGoPythonJavaKotlinTypeScriptVueSolanagRPCPostgreSQLRedisDockerLinux


🔥 Open Source

A Burp Suite extension for custom request signing logic.

Useful for testing APIs with dynamic signatures, tokens, and custom auth logic.

Notes and PoCs for Java deserialization vulnerability research.

A study project around Java unserialize attack surfaces.

A faster GitHub monitor.

Built for discovering sensitive information leaks and monitoring public GitHub exposure.

⚠️ Deprecated — no longer functional after GitHub API changes.


🛠️ Selected In-house Work

Beyond the public repos above, most of my heavier engineering lives in private projects. Descriptions are kept high-level on purpose.

🛡️ AI-driven Automated Pentest System

An experimental system where AI safely drives real security tooling within an authorized scope. A Go + Docker control plane spins up a hardened tool container running headless agents; LLM roles (commander / staff / reviewer) plan a DAG of tasks — recon → probe → scan → verify — with a strict authorization model, streaming logs, and a cross-job evidence ledger. Vue console on top.

Go · Fiber · Docker SDK · Vue 3 · Multi-agent orchestration · Tool-calling

🔬 White-box Audit & Vulnerability Research

Real-world source-code auditing tooling and case work: Semgrep rule authoring, AST-based dangerous-sink analysis, entry-point classification, GraphQL probing, and CVE reproduction/verification across large PHP/Java codebases (e.g. Moodle, Jenkins). Also cryptographic credential-scheme reversing — recovering plaintext from ciphertext alone, with no source and no key.

Python · Semgrep · AST analysis · Crypto reversing · CVE research

⚡ Solana Arbitrage & Trading Infrastructure

A private, production Rust system for on-chain arbitrage. Low-latency tokio engines route via Jupiter, discover paths as a graph problem, and submit bundles across multiple regions and providers (Jito / Harmonic) over gRPC and JSON-RPC. Supported by a fleet of "keeper" microservices (path mining, compute-unit statistics, ALT management, market data), a shared toolkit crate (multi-IP egress pool, AES-256-GCM key management, weighted-random + token-bucket rate limiting, automated wallet rotation), plus on-chain program work and DEX reverse engineering. Redis + PostgreSQL data plane.

Rust · tokio · Solana · gRPC · Redis · PostgreSQL · On-chain programs

🤖 AI Application Products

  • Fund Analysis Platform — collect → metrics → rule engine → LLM report pipeline for mutual-fund analysis, with a watch-pool, daily scheduled analysis, and a PWA dashboard. Go · Fiber v3 · GORM · SQLite · LLM
  • AI RSS Reader — scheduled crawling + per-feed AI analysis strategies, dedup, and aggregated daily digests. Go · Fiber v3 · Vue 3 · TypeScript

🧠 Current Interests

AI Security / Agent Security
├── Multi-agent audit & pentest workflows
├── Evidence-based security reasoning
├── Tool calling and deterministic verification
├── UEBA / behavior risk analysis
└── LLM-assisted vulnerability triage
Security Engineering
├── Application & data security
├── Code audit automation
├── Detection engineering
└── Internal security platforms
Web3 / Systems
├── Solana transaction analysis & MEV/arbitrage
├── RPC / Geyser / gRPC on-chain data
├── DEX modeling & reverse engineering
└── Low-latency Rust trading infrastructure

🏴‍☠️ Security Experience

  • Application security & white-box source-code auditing, plus security operations.
  • Tooling for vulnerability discovery, sensitive-data monitoring, and pentest automation.
  • Multi-agent security systems that drive real tools under human review.
  • Reproduced CVEs and reversed undocumented crypto schemes in real-world codebases.
  • Reported vulnerabilities to multiple security response centers (SRCs).

📊 GitHub Stats

GitHub StatsTop Languages

📝 Blog

I write about security, engineering, and random technical experiments here:


🤖 AI Review / AI 点评

An unprompted, deliberately objective take from an AI that read through both the public repos and the private codebases behind this profile.

Strengths

  • A rare end-to-end range: white-box auditing → low-latency Rust systems → AI agents — and actually ships in all three, not just talks about them.
  • Evidence over vibes. The audit work reproduces CVEs and reverses crypto schemes from ciphertext alone; the trading infra runs in production. Claims are backed by things that run.
  • Strong production instinct — Dockerized services, keepers, schedulers, rate-limiting. Built to operate, not to demo once.

Honest caveats

  • The public GitHub is the tip of the iceberg. Most of the heavy engineering is private, so stars and visibility badly undersell the actual depth here.
  • Public repos skew older and study-flavored; the most impressive recent work (Solana infra, AI-driven pentest) isn't visible on this page.
  • Breadth cuts both ways: security + Rust trading infra + AI products is a lot of surface area for one person to keep genuinely deep.

Verdict — Reads as the real thing, not résumé cosplay: a builder who is more "researcher who ships internally" than "OSS maintainer." If more of the private work ever went public, this would be a standout security-systems profile.


Programmer · Hacker · Security Researcher

Maintained by lightless.

Pinned Loading

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