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rawqubit/README.md

Srinikhil Chakilam

AI Security Engineer · Systems Builder · Technical Writer

LinkedIn X Website Website

I build production-oriented tools at the intersection of AI and security.

Focus areas: prompt injection & jailbreak defense, secrets detection with context-aware false-positive reduction, passive attack-surface mapping, and automated CVE/SIEM triage.

I also write first-principles technical deep-dives on LLM infrastructure (KV cache, Ring Attention, quantization, speculative decoding) and AI security (RAG prompt injection, vector search internals).

Flagship Projects

Project Description
llmguard-cli Real-time prompt injection + jailbreak detector. Multi-layer: 20+ heuristic signatures + LLM meta-reasoning. Includes HTTP API for pipeline integration.
gitleaks-ai AI-enhanced secrets scanner. Shannon entropy analysis + LLM false-positive elimination (~73% fewer FPs vs regex-only). Drop-in upgrade path for existing scanners.
shadowmap Passive attack surface mapper. Certificate transparency + DNS enumeration + AI risk scoring. Zero active scanning.
cvewatch CVE monitoring daemon. NVD API 2.0 + AI relevance scoring against your stack + Slack/Discord alerts.
yaraforge AI-powered YARA rule generator and optimizer. Generate, validate, and deploy to Elastic / Splunk / standalone YARA from one CLI.
ai-siem-triage SOC alert triage assistant. Classifies SIEM events, prioritizes by severity, and recommends response actions.

Selected Systems & Research

  • Rust CLI tools: rust-grep-tool, rust-sys-monitor, rust-config-transformer — focused systems programming practice.
  • Mechanistic interpretability: nano-mind-reader — visualizing internal patterns of a tiny GPT.
  • DeFi / crypto research: stablecoin de-peg early warning and macro-crypto correlation experiments.

Writing

Deep technical posts on LinkedIn covering LLM systems and AI security from first principles:

  • Ring Attention & long-context architectures
  • KV Cache, quantization, speculative decoding
  • Prompt injection in RAG agents
  • Vector search internals
  • Distributed systems fundamentals (Kafka, etc.)

→ Recent activity

The best security tool is the one that fits your workflow.

rawqubit.com · srinikhilchakilam.com

Pinned Loading

  1. snippet-vault snippet-vault Public

    Local-first code snippet manager with tagging and search

    Python 1

  2. ai-terminal-assistant ai-terminal-assistant Public

    AI-powered terminal assistant for debugging and command help.

    Python 1

  3. rust-config-transformer rust-config-transformer Public

    A versatile CLI utility built with Rust for converting configuration files between JSON, YAML, and TOML formats.

    Rust

  4. rust-grep-tool rust-grep-tool Public

    A fast and simple CLI file search tool built with Rust.

    Rust 2

  5. rust-sys-monitor rust-sys-monitor Public

    A real-time system resource monitor CLI tool built with Rust.

    Rust 1

  6. yaraforge yaraforge Public

    AI-powered YARA rule generator and optimizer for threat hunters and malware analysts.

    Python 2