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22 followers · 14 following

Achievements

Achievement: Pair Extraordinairex2Achievement: Pull Sharkx2Achievement: QuickdrawAchievement: YOLO

Achievements

Achievement: Pair Extraordinairex2Achievement: Pull Sharkx2Achievement: QuickdrawAchievement: YOLO

Highlights

  • Pro

Organizations

@Team3256@vc-assist@vcsdclub

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amaar-mc/README.md

Amaar Chughtai — AI systems, neuromorphic ML research, and agent tooling

amaarmc.org · optimizer research · code intelligence · agent coordination

Current work animation

Positioning

I build AI-native systems at the intersection of neuromorphic ML research, personal agents, and developer infrastructure.

Current anchor work:

  • Princeton / MedARC MindEye: neuromorphic computing research for real-time neural decoding with fMRI, DNNs, and transformer-based vision models.
  • null0.ai: a sandboxed AI clone that connects to your platforms, learns your context, and operates on your behalf.
  • FastMuon: local optimizer research testing whether reduced-depth Newton-Schulz Muon variants preserve sample-efficiency gains.

Work Grid

Neuromorphic ML Research

Princeton · MedARC MindEye · fMRI → vision models

Researching real-time visual perception decoding by aligning brain activity with deep vision models. Current threads include TR-by-TR inference, retrieval/reconstruction metrics, fast voxelwise beta estimation, and subject-specific model adaptation.

Princeton researchMedARC MindEyeneuromorphic MLfMRI neural decoding

PyTorchPythonNumPy

null0.ai

sandboxed AI clone · personal context · platform actions

Building a macOS beta that consolidates messages, relationships, and workflows into one hub. The core idea is a personal agent that understands your context and acts across the platforms you already use.

Founder null0.aiAI clone context enginemacOS beta

AppleOpenAITypeScript

Optimizer Research

FastMuon · Newton-Schulz depth · PyTorch sweeps

Built a local research harness for Muon-family optimizers. First signal: NS3/NS4 reduced-depth Muon preserved much of Muon's small-LLM validation-loss improvement while using fewer Newton-Schulz iterations.

fastmuon-local-researchNS3 NS4 testedTinyGPT sweeps

PyTorchGitHub

Agent Infrastructure

MCP · codebase context · coordination protocols

Working on local-first code intelligence and coordination layers for coding agents: dependency graphs, symbol-aware context, declared intents, locks, and conflict detection before agents edit the same code.

graftwitMCP local context

TypeScriptBunShell

AI Automation Systems

n8n · operations workflows · model evaluation

Designed production automations for operations, finance, routing, and AI-assisted decision support. Also built evaluation workflows for model behavior, prompt reliability, and agentic workflow consistency.

n8n automationmodel evalsproduction workflows

n8nGoogle SheetsJavaScript

Consumer AI Products

Cotton · wardrobe AI · outfit generation

Founded Cotton, an AI closet product for clothing detection, outfit generation, and personal styling. The work spans product vision, AI integration, growth, fundraising, and team execution.

Founder Cottoncomputer vision clothing detectionproduct strategy

ReactNext.jsSupabase

Tooling

PythonPyTorchTensorFlowNumPyOpenAITypeScriptJavaScriptReactNext.jsSvelteVueSupabasePostgreSQLRustC++GitGitHubDocker

Operating principle: research to prototype to measure to ship

Pinned Loading

  1. pytorch-mnist-nnpytorch-mnist-nnPublic

    A neural network designed to convert handwritten digits into their numerical value.

    Python 2

  2. harmonicharmonicPublic

    A website designed to help composers generate music of their own style.

    TypeScript 1

  3. yc-agent-jamyc-agent-jamPublic

    TypeScript

  4. brainiak/rtcloud-projectsbrainiak/rtcloud-projectsPublic

    Example and template projects that use the BrainIAK rt-cloud software

    Python 3 11

  5. witwitPublic

    Agent coordination protocol — declare intents, lock symbols, detect conflicts before code is written

    TypeScript 46 3

  6. graftgraftPublic

    Local-first codebase context engine for AI coding tools via MCP

    TypeScript 1

, '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
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🎯
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22
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 · 14
following

Achievements
Achievement: Pair Extraordinairex2Achievement: Pull Sharkx2Achievement: QuickdrawAchievement: YOLO
Achievements
Achievement: Pair Extraordinairex2Achievement: Pull Sharkx2Achievement: QuickdrawAchievement: YOLO
Highlights
  • 
Pro

Organizations
@Team3256@vc-assist@vcsdclub

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amaar-mc/README.md
Amaar Chughtai — AI systems, neuromorphic ML research, and agent tooling
amaarmc.org
·
optimizer research
·
code intelligence
·
agent coordination
Current work animation
Positioning
I build AI-native systems at the intersection of neuromorphic ML research, personal agents, and developer infrastructure.
Current anchor work:
  • Princeton / MedARC MindEye: neuromorphic computing research for real-time neural decoding with fMRI, DNNs, and transformer-based vision models.
  • null0.ai: a sandboxed AI clone that connects to your platforms, learns your context, and operates on your behalf.
  • FastMuon: local optimizer research testing whether reduced-depth Newton-Schulz Muon variants preserve sample-efficiency gains.
Work Grid
Neuromorphic ML Research
Princeton · MedARC MindEye · fMRI → vision models
Researching real-time visual perception decoding by aligning brain activity with deep vision models. Current threads include TR-by-TR inference, retrieval/reconstruction metrics, fast voxelwise beta estimation, and subject-specific model adaptation.
Princeton researchMedARC MindEyeneuromorphic MLfMRI neural decoding
PyTorchPythonNumPy
null0.ai
sandboxed AI clone · personal context · platform actions
Building a macOS beta that consolidates messages, relationships, and workflows into one hub. The core idea is a personal agent that understands your context and acts across the platforms you already use.
Founder null0.aiAI clone context enginemacOS beta
AppleOpenAITypeScript
Optimizer Research
FastMuon · Newton-Schulz depth · PyTorch sweeps
Built a local research harness for Muon-family optimizers. First signal: NS3/NS4 reduced-depth Muon preserved much of Muon's small-LLM validation-loss improvement while using fewer Newton-Schulz iterations.
fastmuon-local-researchNS3 NS4 testedTinyGPT sweeps
PyTorchGitHub
Agent Infrastructure
MCP · codebase context · coordination protocols
Working on local-first code intelligence and coordination layers for coding agents: dependency graphs, symbol-aware context, declared intents, locks, and conflict detection before agents edit the same code.
graftwitMCP local context
TypeScriptBunShell
AI Automation Systems
n8n · operations workflows · model evaluation
Designed production automations for operations, finance, routing, and AI-assisted decision support. Also built evaluation workflows for model behavior, prompt reliability, and agentic workflow consistency.
n8n automationmodel evalsproduction workflows
n8nGoogle SheetsJavaScript
Consumer AI Products
Cotton · wardrobe AI · outfit generation
Founded Cotton, an AI closet product for clothing detection, outfit generation, and personal styling. The work spans product vision, AI integration, growth, fundraising, and team execution.
Founder Cottoncomputer vision clothing detectionproduct strategy
ReactNext.jsSupabase
Tooling
PythonPyTorchTensorFlowNumPyOpenAITypeScriptJavaScriptReactNext.jsSvelteVueSupabasePostgreSQLRustC++GitGitHubDocker
Operating principle: research to prototype to measure to ship

Pinned
Loading
  1. pytorch-mnist-nnpytorch-mnist-nnPublic
    
A neural network designed to convert handwritten digits into their numerical value.

    Python
2

  2. harmonicharmonicPublic
    
A website designed to help composers generate music of their own style.

    TypeScript
1

  3. yc-agent-jamyc-agent-jamPublic
    TypeScript
  4. brainiak/rtcloud-projectsbrainiak/rtcloud-projectsPublic
    
Example and template projects that use the BrainIAK rt-cloud software

    Python
3

11

  5. witwitPublic
    
Agent coordination protocol — declare intents, lock symbols, detect conflicts before code is written

    TypeScript
46

3

  6. graftgraftPublic
    
Local-first codebase context engine for AI coding tools via MCP

    TypeScript
1


, '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 amaar-mc's full-sized avatar
🎯
Focusing
🎯
Focusing
22
followers
 · 14
following

Achievements
Achievement: Pair Extraordinairex2Achievement: Pull Sharkx2Achievement: QuickdrawAchievement: YOLO
Achievements
Achievement: Pair Extraordinairex2Achievement: Pull Sharkx2Achievement: QuickdrawAchievement: YOLO
Highlights
  • 
Pro

Organizations
@Team3256@vc-assist@vcsdclub

Block or report amaar-mc

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amaar-mc/README.md
Amaar Chughtai — AI systems, neuromorphic ML research, and agent tooling
amaarmc.org
·
optimizer research
·
code intelligence
·
agent coordination
Current work animation
Positioning
I build AI-native systems at the intersection of neuromorphic ML research, personal agents, and developer infrastructure.
Current anchor work:
  • Princeton / MedARC MindEye: neuromorphic computing research for real-time neural decoding with fMRI, DNNs, and transformer-based vision models.
  • null0.ai: a sandboxed AI clone that connects to your platforms, learns your context, and operates on your behalf.
  • FastMuon: local optimizer research testing whether reduced-depth Newton-Schulz Muon variants preserve sample-efficiency gains.
Work Grid
Neuromorphic ML Research
Princeton · MedARC MindEye · fMRI → vision models
Researching real-time visual perception decoding by aligning brain activity with deep vision models. Current threads include TR-by-TR inference, retrieval/reconstruction metrics, fast voxelwise beta estimation, and subject-specific model adaptation.
Princeton researchMedARC MindEyeneuromorphic MLfMRI neural decoding
PyTorchPythonNumPy
null0.ai
sandboxed AI clone · personal context · platform actions
Building a macOS beta that consolidates messages, relationships, and workflows into one hub. The core idea is a personal agent that understands your context and acts across the platforms you already use.
Founder null0.aiAI clone context enginemacOS beta
AppleOpenAITypeScript
Optimizer Research
FastMuon · Newton-Schulz depth · PyTorch sweeps
Built a local research harness for Muon-family optimizers. First signal: NS3/NS4 reduced-depth Muon preserved much of Muon's small-LLM validation-loss improvement while using fewer Newton-Schulz iterations.
fastmuon-local-researchNS3 NS4 testedTinyGPT sweeps
PyTorchGitHub
Agent Infrastructure
MCP · codebase context · coordination protocols
Working on local-first code intelligence and coordination layers for coding agents: dependency graphs, symbol-aware context, declared intents, locks, and conflict detection before agents edit the same code.
graftwitMCP local context
TypeScriptBunShell
AI Automation Systems
n8n · operations workflows · model evaluation
Designed production automations for operations, finance, routing, and AI-assisted decision support. Also built evaluation workflows for model behavior, prompt reliability, and agentic workflow consistency.
n8n automationmodel evalsproduction workflows
n8nGoogle SheetsJavaScript
Consumer AI Products
Cotton · wardrobe AI · outfit generation
Founded Cotton, an AI closet product for clothing detection, outfit generation, and personal styling. The work spans product vision, AI integration, growth, fundraising, and team execution.
Founder Cottoncomputer vision clothing detectionproduct strategy
ReactNext.jsSupabase
Tooling
PythonPyTorchTensorFlowNumPyOpenAITypeScriptJavaScriptReactNext.jsSvelteVueSupabasePostgreSQLRustC++GitGitHubDocker
Operating principle: research to prototype to measure to ship

Pinned
Loading
  1. pytorch-mnist-nnpytorch-mnist-nnPublic
    
A neural network designed to convert handwritten digits into their numerical value.

    Python
2

  2. harmonicharmonicPublic
    
A website designed to help composers generate music of their own style.

    TypeScript
1

  3. yc-agent-jamyc-agent-jamPublic
    TypeScript
  4. brainiak/rtcloud-projectsbrainiak/rtcloud-projectsPublic
    
Example and template projects that use the BrainIAK rt-cloud software

    Python
3

11

  5. witwitPublic
    
Agent coordination protocol — declare intents, lock symbols, detect conflicts before code is written

    TypeScript
46

3

  6. graftgraftPublic
    
Local-first codebase context engine for AI coding tools via MCP

    TypeScript
1


, '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 amaar-mc's full-sized avatar
🎯
Focusing
🎯
Focusing
22
followers
 · 14
following

Achievements
Achievement: Pair Extraordinairex2Achievement: Pull Sharkx2Achievement: QuickdrawAchievement: YOLO
Achievements
Achievement: Pair Extraordinairex2Achievement: Pull Sharkx2Achievement: QuickdrawAchievement: YOLO
Highlights
  • 
Pro

Organizations
@Team3256@vc-assist@vcsdclub

Block or report amaar-mc

Block user

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


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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.

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Learn more about reporting abuse.

Report abuse
amaar-mc/README.md
Amaar Chughtai — AI systems, neuromorphic ML research, and agent tooling
amaarmc.org
·
optimizer research
·
code intelligence
·
agent coordination
Current work animation
Positioning
I build AI-native systems at the intersection of neuromorphic ML research, personal agents, and developer infrastructure.
Current anchor work:
  • Princeton / MedARC MindEye: neuromorphic computing research for real-time neural decoding with fMRI, DNNs, and transformer-based vision models.
  • null0.ai: a sandboxed AI clone that connects to your platforms, learns your context, and operates on your behalf.
  • FastMuon: local optimizer research testing whether reduced-depth Newton-Schulz Muon variants preserve sample-efficiency gains.
Work Grid
Neuromorphic ML Research
Princeton · MedARC MindEye · fMRI → vision models
Researching real-time visual perception decoding by aligning brain activity with deep vision models. Current threads include TR-by-TR inference, retrieval/reconstruction metrics, fast voxelwise beta estimation, and subject-specific model adaptation.
Princeton researchMedARC MindEyeneuromorphic MLfMRI neural decoding
PyTorchPythonNumPy
null0.ai
sandboxed AI clone · personal context · platform actions
Building a macOS beta that consolidates messages, relationships, and workflows into one hub. The core idea is a personal agent that understands your context and acts across the platforms you already use.
Founder null0.aiAI clone context enginemacOS beta
AppleOpenAITypeScript
Optimizer Research
FastMuon · Newton-Schulz depth · PyTorch sweeps
Built a local research harness for Muon-family optimizers. First signal: NS3/NS4 reduced-depth Muon preserved much of Muon's small-LLM validation-loss improvement while using fewer Newton-Schulz iterations.
fastmuon-local-researchNS3 NS4 testedTinyGPT sweeps
PyTorchGitHub
Agent Infrastructure
MCP · codebase context · coordination protocols
Working on local-first code intelligence and coordination layers for coding agents: dependency graphs, symbol-aware context, declared intents, locks, and conflict detection before agents edit the same code.
graftwitMCP local context
TypeScriptBunShell
AI Automation Systems
n8n · operations workflows · model evaluation
Designed production automations for operations, finance, routing, and AI-assisted decision support. Also built evaluation workflows for model behavior, prompt reliability, and agentic workflow consistency.
n8n automationmodel evalsproduction workflows
n8nGoogle SheetsJavaScript
Consumer AI Products
Cotton · wardrobe AI · outfit generation
Founded Cotton, an AI closet product for clothing detection, outfit generation, and personal styling. The work spans product vision, AI integration, growth, fundraising, and team execution.
Founder Cottoncomputer vision clothing detectionproduct strategy
ReactNext.jsSupabase
Tooling
PythonPyTorchTensorFlowNumPyOpenAITypeScriptJavaScriptReactNext.jsSvelteVueSupabasePostgreSQLRustC++GitGitHubDocker
Operating principle: research to prototype to measure to ship

Pinned
Loading
  1. pytorch-mnist-nnpytorch-mnist-nnPublic
    
A neural network designed to convert handwritten digits into their numerical value.

    Python
2

  2. harmonicharmonicPublic
    
A website designed to help composers generate music of their own style.

    TypeScript
1

  3. yc-agent-jamyc-agent-jamPublic
    TypeScript
  4. brainiak/rtcloud-projectsbrainiak/rtcloud-projectsPublic
    
Example and template projects that use the BrainIAK rt-cloud software

    Python
3

11

  5. witwitPublic
    
Agent coordination protocol — declare intents, lock symbols, detect conflicts before code is written

    TypeScript
46

3

  6. graftgraftPublic
    
Local-first codebase context engine for AI coding tools via MCP

    TypeScript
1


, '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 amaar-mc's full-sized avatar
🎯
Focusing
🎯
Focusing
22
followers
 · 14
following

Achievements
Achievement: Pair Extraordinairex2Achievement: Pull Sharkx2Achievement: QuickdrawAchievement: YOLO
Achievements
Achievement: Pair Extraordinairex2Achievement: Pull Sharkx2Achievement: QuickdrawAchievement: YOLO
Highlights
  • 
Pro

Organizations
@Team3256@vc-assist@vcsdclub

Block or report amaar-mc

Block user

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


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amaar-mc/README.md
Amaar Chughtai — AI systems, neuromorphic ML research, and agent tooling
amaarmc.org
·
optimizer research
·
code intelligence
·
agent coordination
Current work animation
Positioning
I build AI-native systems at the intersection of neuromorphic ML research, personal agents, and developer infrastructure.
Current anchor work:
  • Princeton / MedARC MindEye: neuromorphic computing research for real-time neural decoding with fMRI, DNNs, and transformer-based vision models.
  • null0.ai: a sandboxed AI clone that connects to your platforms, learns your context, and operates on your behalf.
  • FastMuon: local optimizer research testing whether reduced-depth Newton-Schulz Muon variants preserve sample-efficiency gains.
Work Grid
Neuromorphic ML Research
Princeton · MedARC MindEye · fMRI → vision models
Researching real-time visual perception decoding by aligning brain activity with deep vision models. Current threads include TR-by-TR inference, retrieval/reconstruction metrics, fast voxelwise beta estimation, and subject-specific model adaptation.
Princeton researchMedARC MindEyeneuromorphic MLfMRI neural decoding
PyTorchPythonNumPy
null0.ai
sandboxed AI clone · personal context · platform actions
Building a macOS beta that consolidates messages, relationships, and workflows into one hub. The core idea is a personal agent that understands your context and acts across the platforms you already use.
Founder null0.aiAI clone context enginemacOS beta
AppleOpenAITypeScript
Optimizer Research
FastMuon · Newton-Schulz depth · PyTorch sweeps
Built a local research harness for Muon-family optimizers. First signal: NS3/NS4 reduced-depth Muon preserved much of Muon's small-LLM validation-loss improvement while using fewer Newton-Schulz iterations.
fastmuon-local-researchNS3 NS4 testedTinyGPT sweeps
PyTorchGitHub
Agent Infrastructure
MCP · codebase context · coordination protocols
Working on local-first code intelligence and coordination layers for coding agents: dependency graphs, symbol-aware context, declared intents, locks, and conflict detection before agents edit the same code.
graftwitMCP local context
TypeScriptBunShell
AI Automation Systems
n8n · operations workflows · model evaluation
Designed production automations for operations, finance, routing, and AI-assisted decision support. Also built evaluation workflows for model behavior, prompt reliability, and agentic workflow consistency.
n8n automationmodel evalsproduction workflows
n8nGoogle SheetsJavaScript
Consumer AI Products
Cotton · wardrobe AI · outfit generation
Founded Cotton, an AI closet product for clothing detection, outfit generation, and personal styling. The work spans product vision, AI integration, growth, fundraising, and team execution.
Founder Cottoncomputer vision clothing detectionproduct strategy
ReactNext.jsSupabase
Tooling
PythonPyTorchTensorFlowNumPyOpenAITypeScriptJavaScriptReactNext.jsSvelteVueSupabasePostgreSQLRustC++GitGitHubDocker
Operating principle: research to prototype to measure to ship

Pinned
Loading
  1. pytorch-mnist-nnpytorch-mnist-nnPublic
    
A neural network designed to convert handwritten digits into their numerical value.

    Python
2

  2. harmonicharmonicPublic
    
A website designed to help composers generate music of their own style.

    TypeScript
1

  3. yc-agent-jamyc-agent-jamPublic
    TypeScript
  4. brainiak/rtcloud-projectsbrainiak/rtcloud-projectsPublic
    
Example and template projects that use the BrainIAK rt-cloud software

    Python
3

11

  5. witwitPublic
    
Agent coordination protocol — declare intents, lock symbols, detect conflicts before code is written

    TypeScript
46

3

  6. graftgraftPublic
    
Local-first codebase context engine for AI coding tools via MCP

    TypeScript
1


, '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('^' + ".*" + '

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Achievement: Pair Extraordinairex2Achievement: Pull Sharkx2Achievement: QuickdrawAchievement: YOLO
Achievements
Achievement: Pair Extraordinairex2Achievement: Pull Sharkx2Achievement: QuickdrawAchievement: YOLO
Highlights
  • 
Pro

Organizations
@Team3256@vc-assist@vcsdclub

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amaar-mc/README.md
Amaar Chughtai — AI systems, neuromorphic ML research, and agent tooling
amaarmc.org
·
optimizer research
·
code intelligence
·
agent coordination
Current work animation
Positioning
I build AI-native systems at the intersection of neuromorphic ML research, personal agents, and developer infrastructure.
Current anchor work:
  • Princeton / MedARC MindEye: neuromorphic computing research for real-time neural decoding with fMRI, DNNs, and transformer-based vision models.
  • null0.ai: a sandboxed AI clone that connects to your platforms, learns your context, and operates on your behalf.
  • FastMuon: local optimizer research testing whether reduced-depth Newton-Schulz Muon variants preserve sample-efficiency gains.
Work Grid
Neuromorphic ML Research
Princeton · MedARC MindEye · fMRI → vision models
Researching real-time visual perception decoding by aligning brain activity with deep vision models. Current threads include TR-by-TR inference, retrieval/reconstruction metrics, fast voxelwise beta estimation, and subject-specific model adaptation.
Princeton researchMedARC MindEyeneuromorphic MLfMRI neural decoding
PyTorchPythonNumPy
null0.ai
sandboxed AI clone · personal context · platform actions
Building a macOS beta that consolidates messages, relationships, and workflows into one hub. The core idea is a personal agent that understands your context and acts across the platforms you already use.
Founder null0.aiAI clone context enginemacOS beta
AppleOpenAITypeScript
Optimizer Research
FastMuon · Newton-Schulz depth · PyTorch sweeps
Built a local research harness for Muon-family optimizers. First signal: NS3/NS4 reduced-depth Muon preserved much of Muon's small-LLM validation-loss improvement while using fewer Newton-Schulz iterations.
fastmuon-local-researchNS3 NS4 testedTinyGPT sweeps
PyTorchGitHub
Agent Infrastructure
MCP · codebase context · coordination protocols
Working on local-first code intelligence and coordination layers for coding agents: dependency graphs, symbol-aware context, declared intents, locks, and conflict detection before agents edit the same code.
graftwitMCP local context
TypeScriptBunShell
AI Automation Systems
n8n · operations workflows · model evaluation
Designed production automations for operations, finance, routing, and AI-assisted decision support. Also built evaluation workflows for model behavior, prompt reliability, and agentic workflow consistency.
n8n automationmodel evalsproduction workflows
n8nGoogle SheetsJavaScript
Consumer AI Products
Cotton · wardrobe AI · outfit generation
Founded Cotton, an AI closet product for clothing detection, outfit generation, and personal styling. The work spans product vision, AI integration, growth, fundraising, and team execution.
Founder Cottoncomputer vision clothing detectionproduct strategy
ReactNext.jsSupabase
Tooling
PythonPyTorchTensorFlowNumPyOpenAITypeScriptJavaScriptReactNext.jsSvelteVueSupabasePostgreSQLRustC++GitGitHubDocker
Operating principle: research to prototype to measure to ship

Pinned
Loading
  1. pytorch-mnist-nnpytorch-mnist-nnPublic
    
A neural network designed to convert handwritten digits into their numerical value.

    Python
2

  2. harmonicharmonicPublic
    
A website designed to help composers generate music of their own style.

    TypeScript
1

  3. yc-agent-jamyc-agent-jamPublic
    TypeScript
  4. brainiak/rtcloud-projectsbrainiak/rtcloud-projectsPublic
    
Example and template projects that use the BrainIAK rt-cloud software

    Python
3

11

  5. witwitPublic
    
Agent coordination protocol — declare intents, lock symbols, detect conflicts before code is written

    TypeScript
46

3

  6. graftgraftPublic
    
Local-first codebase context engine for AI coding tools via MCP

    TypeScript
1


, '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 amaar-mc's full-sized avatar
🎯
Focusing
🎯
Focusing
22
followers
 · 14
following

Achievements
Achievement: Pair Extraordinairex2Achievement: Pull Sharkx2Achievement: QuickdrawAchievement: YOLO
Achievements
Achievement: Pair Extraordinairex2Achievement: Pull Sharkx2Achievement: QuickdrawAchievement: YOLO
Highlights
  • 
Pro

Organizations
@Team3256@vc-assist@vcsdclub

Block or report amaar-mc

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amaar-mc/README.md
Amaar Chughtai — AI systems, neuromorphic ML research, and agent tooling
amaarmc.org
·
optimizer research
·
code intelligence
·
agent coordination
Current work animation
Positioning
I build AI-native systems at the intersection of neuromorphic ML research, personal agents, and developer infrastructure.
Current anchor work:
  • Princeton / MedARC MindEye: neuromorphic computing research for real-time neural decoding with fMRI, DNNs, and transformer-based vision models.
  • null0.ai: a sandboxed AI clone that connects to your platforms, learns your context, and operates on your behalf.
  • FastMuon: local optimizer research testing whether reduced-depth Newton-Schulz Muon variants preserve sample-efficiency gains.
Work Grid
Neuromorphic ML Research
Princeton · MedARC MindEye · fMRI → vision models
Researching real-time visual perception decoding by aligning brain activity with deep vision models. Current threads include TR-by-TR inference, retrieval/reconstruction metrics, fast voxelwise beta estimation, and subject-specific model adaptation.
Princeton researchMedARC MindEyeneuromorphic MLfMRI neural decoding
PyTorchPythonNumPy
null0.ai
sandboxed AI clone · personal context · platform actions
Building a macOS beta that consolidates messages, relationships, and workflows into one hub. The core idea is a personal agent that understands your context and acts across the platforms you already use.
Founder null0.aiAI clone context enginemacOS beta
AppleOpenAITypeScript
Optimizer Research
FastMuon · Newton-Schulz depth · PyTorch sweeps
Built a local research harness for Muon-family optimizers. First signal: NS3/NS4 reduced-depth Muon preserved much of Muon's small-LLM validation-loss improvement while using fewer Newton-Schulz iterations.
fastmuon-local-researchNS3 NS4 testedTinyGPT sweeps
PyTorchGitHub
Agent Infrastructure
MCP · codebase context · coordination protocols
Working on local-first code intelligence and coordination layers for coding agents: dependency graphs, symbol-aware context, declared intents, locks, and conflict detection before agents edit the same code.
graftwitMCP local context
TypeScriptBunShell
AI Automation Systems
n8n · operations workflows · model evaluation
Designed production automations for operations, finance, routing, and AI-assisted decision support. Also built evaluation workflows for model behavior, prompt reliability, and agentic workflow consistency.
n8n automationmodel evalsproduction workflows
n8nGoogle SheetsJavaScript
Consumer AI Products
Cotton · wardrobe AI · outfit generation
Founded Cotton, an AI closet product for clothing detection, outfit generation, and personal styling. The work spans product vision, AI integration, growth, fundraising, and team execution.
Founder Cottoncomputer vision clothing detectionproduct strategy
ReactNext.jsSupabase
Tooling
PythonPyTorchTensorFlowNumPyOpenAITypeScriptJavaScriptReactNext.jsSvelteVueSupabasePostgreSQLRustC++GitGitHubDocker
Operating principle: research to prototype to measure to ship

Pinned
Loading
  1. pytorch-mnist-nnpytorch-mnist-nnPublic
    
A neural network designed to convert handwritten digits into their numerical value.

    Python
2

  2. harmonicharmonicPublic
    
A website designed to help composers generate music of their own style.

    TypeScript
1

  3. yc-agent-jamyc-agent-jamPublic
    TypeScript
  4. brainiak/rtcloud-projectsbrainiak/rtcloud-projectsPublic
    
Example and template projects that use the BrainIAK rt-cloud software

    Python
3

11

  5. witwitPublic
    
Agent coordination protocol — declare intents, lock symbols, detect conflicts before code is written

    TypeScript
46

3

  6. graftgraftPublic
    
Local-first codebase context engine for AI coding tools via MCP

    TypeScript
1


, '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 amaar-mc's full-sized avatar
🎯
Focusing
🎯
Focusing
22
followers
 · 14
following

Achievements
Achievement: Pair Extraordinairex2Achievement: Pull Sharkx2Achievement: QuickdrawAchievement: YOLO
Achievements
Achievement: Pair Extraordinairex2Achievement: Pull Sharkx2Achievement: QuickdrawAchievement: YOLO
Highlights
  • 
Pro

Organizations
@Team3256@vc-assist@vcsdclub

Block or report amaar-mc

Block user

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


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amaar-mc/README.md
Amaar Chughtai — AI systems, neuromorphic ML research, and agent tooling
amaarmc.org
·
optimizer research
·
code intelligence
·
agent coordination
Current work animation
Positioning
I build AI-native systems at the intersection of neuromorphic ML research, personal agents, and developer infrastructure.
Current anchor work:
  • Princeton / MedARC MindEye: neuromorphic computing research for real-time neural decoding with fMRI, DNNs, and transformer-based vision models.
  • null0.ai: a sandboxed AI clone that connects to your platforms, learns your context, and operates on your behalf.
  • FastMuon: local optimizer research testing whether reduced-depth Newton-Schulz Muon variants preserve sample-efficiency gains.
Work Grid
Neuromorphic ML Research
Princeton · MedARC MindEye · fMRI → vision models
Researching real-time visual perception decoding by aligning brain activity with deep vision models. Current threads include TR-by-TR inference, retrieval/reconstruction metrics, fast voxelwise beta estimation, and subject-specific model adaptation.
Princeton researchMedARC MindEyeneuromorphic MLfMRI neural decoding
PyTorchPythonNumPy
null0.ai
sandboxed AI clone · personal context · platform actions
Building a macOS beta that consolidates messages, relationships, and workflows into one hub. The core idea is a personal agent that understands your context and acts across the platforms you already use.
Founder null0.aiAI clone context enginemacOS beta
AppleOpenAITypeScript
Optimizer Research
FastMuon · Newton-Schulz depth · PyTorch sweeps
Built a local research harness for Muon-family optimizers. First signal: NS3/NS4 reduced-depth Muon preserved much of Muon's small-LLM validation-loss improvement while using fewer Newton-Schulz iterations.
fastmuon-local-researchNS3 NS4 testedTinyGPT sweeps
PyTorchGitHub
Agent Infrastructure
MCP · codebase context · coordination protocols
Working on local-first code intelligence and coordination layers for coding agents: dependency graphs, symbol-aware context, declared intents, locks, and conflict detection before agents edit the same code.
graftwitMCP local context
TypeScriptBunShell
AI Automation Systems
n8n · operations workflows · model evaluation
Designed production automations for operations, finance, routing, and AI-assisted decision support. Also built evaluation workflows for model behavior, prompt reliability, and agentic workflow consistency.
n8n automationmodel evalsproduction workflows
n8nGoogle SheetsJavaScript
Consumer AI Products
Cotton · wardrobe AI · outfit generation
Founded Cotton, an AI closet product for clothing detection, outfit generation, and personal styling. The work spans product vision, AI integration, growth, fundraising, and team execution.
Founder Cottoncomputer vision clothing detectionproduct strategy
ReactNext.jsSupabase
Tooling
PythonPyTorchTensorFlowNumPyOpenAITypeScriptJavaScriptReactNext.jsSvelteVueSupabasePostgreSQLRustC++GitGitHubDocker
Operating principle: research to prototype to measure to ship

Pinned
Loading
  1. pytorch-mnist-nnpytorch-mnist-nnPublic
    
A neural network designed to convert handwritten digits into their numerical value.

    Python
2

  2. harmonicharmonicPublic
    
A website designed to help composers generate music of their own style.

    TypeScript
1

  3. yc-agent-jamyc-agent-jamPublic
    TypeScript
  4. brainiak/rtcloud-projectsbrainiak/rtcloud-projectsPublic
    
Example and template projects that use the BrainIAK rt-cloud software

    Python
3

11

  5. witwitPublic
    
Agent coordination protocol — declare intents, lock symbols, detect conflicts before code is written

    TypeScript
46

3

  6. graftgraftPublic
    
Local-first codebase context engine for AI coding tools via MCP

    TypeScript
1