View rawqubit's full-sized avatar
18 followers · 99 following

Achievements

Achievement: Pull Sharkx2Achievement: Public Sponsor

Achievements

Achievement: Pull Sharkx2Achievement: Public Sponsor

Block or report rawqubit

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Content in all repositories owned by your account will be closed.
Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
rawqubit/README.md

Srinikhil Chakilam

AI Security Engineer · Systems Builder · Technical Writer

LinkedInXWebsiteWebsite

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

ProjectDescription
llmguard-cliReal-time prompt injection + jailbreak detector. Multi-layer: 20+ heuristic signatures + LLM meta-reasoning. Includes HTTP API for pipeline integration.
gitleaks-aiAI-enhanced secrets scanner. Shannon entropy analysis + LLM false-positive elimination (~73% fewer FPs vs regex-only). Drop-in upgrade path for existing scanners.
shadowmapPassive attack surface mapper. Certificate transparency + DNS enumeration + AI risk scoring. Zero active scanning.
cvewatchCVE monitoring daemon. NVD API 2.0 + AI relevance scoring against your stack + Slack/Discord alerts.
yaraforgeAI-powered YARA rule generator and optimizer. Generate, validate, and deploy to Elastic / Splunk / standalone YARA from one CLI.
ai-siem-triageSOC 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-vaultsnippet-vaultPublic

    Local-first code snippet manager with tagging and search

    Python 1

  2. ai-terminal-assistantai-terminal-assistantPublic

    AI-powered terminal assistant for debugging and command help.

    Python 1

  3. rust-config-transformerrust-config-transformerPublic

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

    Rust

  4. rust-grep-toolrust-grep-toolPublic

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

    Rust 2

  5. rust-sys-monitorrust-sys-monitorPublic

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

    Rust 1

  6. yaraforgeyaraforgePublic

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

    Python 2

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all 
 blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '

Skip to content
View rawqubit's full-sized avatar
18
followers
 · 99
following

Achievements
Achievement: Pull Sharkx2Achievement: Public Sponsor
Achievements
Achievement: Pull Sharkx2Achievement: Public Sponsor

Block or report rawqubit

Block user

Prevent this user from interacting with your repositories and sending you notifications.
Learn more about blocking users.


You must be logged in to block users.


Content in all repositories owned by your account will be closed.


Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.

Report abuse

Contact GitHub support about this user’s behavior.
Learn more about reporting abuse.

Report abuse
rawqubit/README.md
Srinikhil Chakilam
AI Security Engineer · Systems Builder · Technical Writer
LinkedInXWebsiteWebsite
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
ProjectDescription
llmguard-cliReal-time prompt injection + jailbreak detector. Multi-layer: 20+ heuristic signatures + LLM meta-reasoning. Includes HTTP API for pipeline integration.
gitleaks-aiAI-enhanced secrets scanner. Shannon entropy analysis + LLM false-positive elimination (~73% fewer FPs vs regex-only). Drop-in upgrade path for existing scanners.
shadowmapPassive attack surface mapper. Certificate transparency + DNS enumeration + AI risk scoring. Zero active scanning.
cvewatchCVE monitoring daemon. NVD API 2.0 + AI relevance scoring against your stack + Slack/Discord alerts.
yaraforgeAI-powered YARA rule generator and optimizer. Generate, validate, and deploy to Elastic / Splunk / standalone YARA from one CLI.
ai-siem-triageSOC 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-vaultsnippet-vaultPublic
    
Local-first code snippet manager with tagging and search

    Python
1

  2. ai-terminal-assistantai-terminal-assistantPublic
    
AI-powered terminal assistant for debugging and command help.

    Python
1

  3. rust-config-transformerrust-config-transformerPublic
    
A versatile CLI utility built with Rust for converting configuration files between JSON, YAML, and TOML formats.

    Rust
  4. rust-grep-toolrust-grep-toolPublic
    
A fast and simple CLI file search tool built with Rust.

    Rust
2

  5. rust-sys-monitorrust-sys-monitorPublic
    
A real-time system resource monitor CLI tool built with Rust.

    Rust
1

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

    Python
2


, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix");
}
} catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
View rawqubit's full-sized avatar
18
followers
 · 99
following

Achievements
Achievement: Pull Sharkx2Achievement: Public Sponsor
Achievements
Achievement: Pull Sharkx2Achievement: Public Sponsor

Block or report rawqubit

Block user

Prevent this user from interacting with your repositories and sending you notifications.
Learn more about blocking users.


You must be logged in to block users.


Content in all repositories owned by your account will be closed.


Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.

Report abuse

Contact GitHub support about this user’s behavior.
Learn more about reporting abuse.

Report abuse
rawqubit/README.md
Srinikhil Chakilam
AI Security Engineer · Systems Builder · Technical Writer
LinkedInXWebsiteWebsite
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
ProjectDescription
llmguard-cliReal-time prompt injection + jailbreak detector. Multi-layer: 20+ heuristic signatures + LLM meta-reasoning. Includes HTTP API for pipeline integration.
gitleaks-aiAI-enhanced secrets scanner. Shannon entropy analysis + LLM false-positive elimination (~73% fewer FPs vs regex-only). Drop-in upgrade path for existing scanners.
shadowmapPassive attack surface mapper. Certificate transparency + DNS enumeration + AI risk scoring. Zero active scanning.
cvewatchCVE monitoring daemon. NVD API 2.0 + AI relevance scoring against your stack + Slack/Discord alerts.
yaraforgeAI-powered YARA rule generator and optimizer. Generate, validate, and deploy to Elastic / Splunk / standalone YARA from one CLI.
ai-siem-triageSOC 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-vaultsnippet-vaultPublic
    
Local-first code snippet manager with tagging and search

    Python
1

  2. ai-terminal-assistantai-terminal-assistantPublic
    
AI-powered terminal assistant for debugging and command help.

    Python
1

  3. rust-config-transformerrust-config-transformerPublic
    
A versatile CLI utility built with Rust for converting configuration files between JSON, YAML, and TOML formats.

    Rust
  4. rust-grep-toolrust-grep-toolPublic
    
A fast and simple CLI file search tool built with Rust.

    Rust
2

  5. rust-sys-monitorrust-sys-monitorPublic
    
A real-time system resource monitor CLI tool built with Rust.

    Rust
1

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

    Python
2


, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms");
}
} catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
View rawqubit's full-sized avatar
18
followers
 · 99
following

Achievements
Achievement: Pull Sharkx2Achievement: Public Sponsor
Achievements
Achievement: Pull Sharkx2Achievement: Public Sponsor

Block or report rawqubit

Block user

Prevent this user from interacting with your repositories and sending you notifications.
Learn more about blocking users.


You must be logged in to block users.


Content in all repositories owned by your account will be closed.


Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.

Report abuse

Contact GitHub support about this user’s behavior.
Learn more about reporting abuse.

Report abuse
rawqubit/README.md
Srinikhil Chakilam
AI Security Engineer · Systems Builder · Technical Writer
LinkedInXWebsiteWebsite
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
ProjectDescription
llmguard-cliReal-time prompt injection + jailbreak detector. Multi-layer: 20+ heuristic signatures + LLM meta-reasoning. Includes HTTP API for pipeline integration.
gitleaks-aiAI-enhanced secrets scanner. Shannon entropy analysis + LLM false-positive elimination (~73% fewer FPs vs regex-only). Drop-in upgrade path for existing scanners.
shadowmapPassive attack surface mapper. Certificate transparency + DNS enumeration + AI risk scoring. Zero active scanning.
cvewatchCVE monitoring daemon. NVD API 2.0 + AI relevance scoring against your stack + Slack/Discord alerts.
yaraforgeAI-powered YARA rule generator and optimizer. Generate, validate, and deploy to Elastic / Splunk / standalone YARA from one CLI.
ai-siem-triageSOC 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-vaultsnippet-vaultPublic
    
Local-first code snippet manager with tagging and search

    Python
1

  2. ai-terminal-assistantai-terminal-assistantPublic
    
AI-powered terminal assistant for debugging and command help.

    Python
1

  3. rust-config-transformerrust-config-transformerPublic
    
A versatile CLI utility built with Rust for converting configuration files between JSON, YAML, and TOML formats.

    Rust
  4. rust-grep-toolrust-grep-toolPublic
    
A fast and simple CLI file search tool built with Rust.

    Rust
2

  5. rust-sys-monitorrust-sys-monitorPublic
    
A real-time system resource monitor CLI tool built with Rust.

    Rust
1

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

    Python
2


, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links");
}
} catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); }
})();
(function(){
try {
var __m = "youtube.com";
var __re = new RegExp('^' + "youtube\\.com" + '

Skip to content
View rawqubit's full-sized avatar
18
followers
 · 99
following

Achievements
Achievement: Pull Sharkx2Achievement: Public Sponsor
Achievements
Achievement: Pull Sharkx2Achievement: Public Sponsor

Block or report rawqubit

Block user

Prevent this user from interacting with your repositories and sending you notifications.
Learn more about blocking users.


You must be logged in to block users.


Content in all repositories owned by your account will be closed.


Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.

Report abuse

Contact GitHub support about this user’s behavior.
Learn more about reporting abuse.

Report abuse
rawqubit/README.md
Srinikhil Chakilam
AI Security Engineer · Systems Builder · Technical Writer
LinkedInXWebsiteWebsite
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
ProjectDescription
llmguard-cliReal-time prompt injection + jailbreak detector. Multi-layer: 20+ heuristic signatures + LLM meta-reasoning. Includes HTTP API for pipeline integration.
gitleaks-aiAI-enhanced secrets scanner. Shannon entropy analysis + LLM false-positive elimination (~73% fewer FPs vs regex-only). Drop-in upgrade path for existing scanners.
shadowmapPassive attack surface mapper. Certificate transparency + DNS enumeration + AI risk scoring. Zero active scanning.
cvewatchCVE monitoring daemon. NVD API 2.0 + AI relevance scoring against your stack + Slack/Discord alerts.
yaraforgeAI-powered YARA rule generator and optimizer. Generate, validate, and deploy to Elastic / Splunk / standalone YARA from one CLI.
ai-siem-triageSOC 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-vaultsnippet-vaultPublic
    
Local-first code snippet manager with tagging and search

    Python
1

  2. ai-terminal-assistantai-terminal-assistantPublic
    
AI-powered terminal assistant for debugging and command help.

    Python
1

  3. rust-config-transformerrust-config-transformerPublic
    
A versatile CLI utility built with Rust for converting configuration files between JSON, YAML, and TOML formats.

    Rust
  4. rust-grep-toolrust-grep-toolPublic
    
A fast and simple CLI file search tool built with Rust.

    Rust
2

  5. rust-sys-monitorrust-sys-monitorPublic
    
A real-time system resource monitor CLI tool built with Rust.

    Rust
1

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

    Python
2


, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default");
}
} catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
View rawqubit's full-sized avatar
18
followers
 · 99
following

Achievements
Achievement: Pull Sharkx2Achievement: Public Sponsor
Achievements
Achievement: Pull Sharkx2Achievement: Public Sponsor

Block or report rawqubit

Block user

Prevent this user from interacting with your repositories and sending you notifications.
Learn more about blocking users.


You must be logged in to block users.


Content in all repositories owned by your account will be closed.


Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.

Report abuse

Contact GitHub support about this user’s behavior.
Learn more about reporting abuse.

Report abuse
rawqubit/README.md
Srinikhil Chakilam
AI Security Engineer · Systems Builder · Technical Writer
LinkedInXWebsiteWebsite
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
ProjectDescription
llmguard-cliReal-time prompt injection + jailbreak detector. Multi-layer: 20+ heuristic signatures + LLM meta-reasoning. Includes HTTP API for pipeline integration.
gitleaks-aiAI-enhanced secrets scanner. Shannon entropy analysis + LLM false-positive elimination (~73% fewer FPs vs regex-only). Drop-in upgrade path for existing scanners.
shadowmapPassive attack surface mapper. Certificate transparency + DNS enumeration + AI risk scoring. Zero active scanning.
cvewatchCVE monitoring daemon. NVD API 2.0 + AI relevance scoring against your stack + Slack/Discord alerts.
yaraforgeAI-powered YARA rule generator and optimizer. Generate, validate, and deploy to Elastic / Splunk / standalone YARA from one CLI.
ai-siem-triageSOC 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-vaultsnippet-vaultPublic
    
Local-first code snippet manager with tagging and search

    Python
1

  2. ai-terminal-assistantai-terminal-assistantPublic
    
AI-powered terminal assistant for debugging and command help.

    Python
1

  3. rust-config-transformerrust-config-transformerPublic
    
A versatile CLI utility built with Rust for converting configuration files between JSON, YAML, and TOML formats.

    Rust
  4. rust-grep-toolrust-grep-toolPublic
    
A fast and simple CLI file search tool built with Rust.

    Rust
2

  5. rust-sys-monitorrust-sys-monitorPublic
    
A real-time system resource monitor CLI tool built with Rust.

    Rust
1

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

    Python
2


, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers");
}
} catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
View rawqubit's full-sized avatar
18
followers
 · 99
following

Achievements
Achievement: Pull Sharkx2Achievement: Public Sponsor
Achievements
Achievement: Pull Sharkx2Achievement: Public Sponsor

Block or report rawqubit

Block user

Prevent this user from interacting with your repositories and sending you notifications.
Learn more about blocking users.


You must be logged in to block users.


Content in all repositories owned by your account will be closed.


Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.

Report abuse

Contact GitHub support about this user’s behavior.
Learn more about reporting abuse.

Report abuse
rawqubit/README.md
Srinikhil Chakilam
AI Security Engineer · Systems Builder · Technical Writer
LinkedInXWebsiteWebsite
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
ProjectDescription
llmguard-cliReal-time prompt injection + jailbreak detector. Multi-layer: 20+ heuristic signatures + LLM meta-reasoning. Includes HTTP API for pipeline integration.
gitleaks-aiAI-enhanced secrets scanner. Shannon entropy analysis + LLM false-positive elimination (~73% fewer FPs vs regex-only). Drop-in upgrade path for existing scanners.
shadowmapPassive attack surface mapper. Certificate transparency + DNS enumeration + AI risk scoring. Zero active scanning.
cvewatchCVE monitoring daemon. NVD API 2.0 + AI relevance scoring against your stack + Slack/Discord alerts.
yaraforgeAI-powered YARA rule generator and optimizer. Generate, validate, and deploy to Elastic / Splunk / standalone YARA from one CLI.
ai-siem-triageSOC 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-vaultsnippet-vaultPublic
    
Local-first code snippet manager with tagging and search

    Python
1

  2. ai-terminal-assistantai-terminal-assistantPublic
    
AI-powered terminal assistant for debugging and command help.

    Python
1

  3. rust-config-transformerrust-config-transformerPublic
    
A versatile CLI utility built with Rust for converting configuration files between JSON, YAML, and TOML formats.

    Rust
  4. rust-grep-toolrust-grep-toolPublic
    
A fast and simple CLI file search tool built with Rust.

    Rust
2

  5. rust-sys-monitorrust-sys-monitorPublic
    
A real-time system resource monitor CLI tool built with Rust.

    Rust
1

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

    Python
2


, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode");
}
} catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); }
})();
})();

Skip to content
View rawqubit's full-sized avatar
18
followers
 · 99
following

Achievements
Achievement: Pull Sharkx2Achievement: Public Sponsor
Achievements
Achievement: Pull Sharkx2Achievement: Public Sponsor

Block or report rawqubit

Block user

Prevent this user from interacting with your repositories and sending you notifications.
Learn more about blocking users.


You must be logged in to block users.


Content in all repositories owned by your account will be closed.


Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.

Report abuse

Contact GitHub support about this user’s behavior.
Learn more about reporting abuse.

Report abuse
rawqubit/README.md
Srinikhil Chakilam
AI Security Engineer · Systems Builder · Technical Writer
LinkedInXWebsiteWebsite
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
ProjectDescription
llmguard-cliReal-time prompt injection + jailbreak detector. Multi-layer: 20+ heuristic signatures + LLM meta-reasoning. Includes HTTP API for pipeline integration.
gitleaks-aiAI-enhanced secrets scanner. Shannon entropy analysis + LLM false-positive elimination (~73% fewer FPs vs regex-only). Drop-in upgrade path for existing scanners.
shadowmapPassive attack surface mapper. Certificate transparency + DNS enumeration + AI risk scoring. Zero active scanning.
cvewatchCVE monitoring daemon. NVD API 2.0 + AI relevance scoring against your stack + Slack/Discord alerts.
yaraforgeAI-powered YARA rule generator and optimizer. Generate, validate, and deploy to Elastic / Splunk / standalone YARA from one CLI.
ai-siem-triageSOC 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-vaultsnippet-vaultPublic
    
Local-first code snippet manager with tagging and search

    Python
1

  2. ai-terminal-assistantai-terminal-assistantPublic
    
AI-powered terminal assistant for debugging and command help.

    Python
1

  3. rust-config-transformerrust-config-transformerPublic
    
A versatile CLI utility built with Rust for converting configuration files between JSON, YAML, and TOML formats.

    Rust
  4. rust-grep-toolrust-grep-toolPublic
    
A fast and simple CLI file search tool built with Rust.

    Rust
2

  5. rust-sys-monitorrust-sys-monitorPublic
    
A real-time system resource monitor CLI tool built with Rust.

    Rust
1

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

    Python
2