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netanelbi/README.md

Netanel Beniluz

Computer vision. Israel.

I was the first engineer at a small agritech company and for most of five years the only one. Built the algorithm. Ended up owning the app and the backend too. The product takes video from a phone, shot outdoors by someone who is not an expert, one take, and turns it into a number a customer pays for.

Most of that is 3D reconstruction and detection on data that does not cooperate. Handheld camera, no depth sensor, targets a few pixels wide and half hidden. A lot of the job was working out when the answer was wrong.

M.Sc. Technion, deep learning and vision.

Most of my code is in private repos, so this profile is thinner than the graph.

LinkedIn

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, '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" + '

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netanelbi/README.md
Netanel Beniluz
Computer vision. Israel.
I was the first engineer at a small agritech company and for most of five years the only
one. Built the algorithm. Ended up owning the app and the backend too. The product takes
video from a phone, shot outdoors by someone who is not an expert, one take, and turns it
into a number a customer pays for.
Most of that is 3D reconstruction and detection on data that does not cooperate. Handheld
camera, no depth sensor, targets a few pixels wide and half hidden. A lot of the job was
working out when the answer was wrong.
M.Sc. Technion, deep learning and vision.
Most of my code is in private repos, so this profile is thinner than the graph.
LinkedIn

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

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netanelbi/README.md
Netanel Beniluz
Computer vision. Israel.
I was the first engineer at a small agritech company and for most of five years the only
one. Built the algorithm. Ended up owning the app and the backend too. The product takes
video from a phone, shot outdoors by someone who is not an expert, one take, and turns it
into a number a customer pays for.
Most of that is 3D reconstruction and detection on data that does not cooperate. Handheld
camera, no depth sensor, targets a few pixels wide and half hidden. A lot of the job was
working out when the answer was wrong.
M.Sc. Technion, deep learning and vision.
Most of my code is in private repos, so this profile is thinner than the graph.
LinkedIn

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Go CLI for driving Google Colab runtimes headlessly — start, reuse, exec, transfer, survive idle-reaps

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

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netanelbi/README.md
Netanel Beniluz
Computer vision. Israel.
I was the first engineer at a small agritech company and for most of five years the only
one. Built the algorithm. Ended up owning the app and the backend too. The product takes
video from a phone, shot outdoors by someone who is not an expert, one take, and turns it
into a number a customer pays for.
Most of that is 3D reconstruction and detection on data that does not cooperate. Handheld
camera, no depth sensor, targets a few pixels wide and half hidden. A lot of the job was
working out when the answer was wrong.
M.Sc. Technion, deep learning and vision.
Most of my code is in private repos, so this profile is thinner than the graph.
LinkedIn

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, '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" + '

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netanelbi/README.md
Netanel Beniluz
Computer vision. Israel.
I was the first engineer at a small agritech company and for most of five years the only
one. Built the algorithm. Ended up owning the app and the backend too. The product takes
video from a phone, shot outdoors by someone who is not an expert, one take, and turns it
into a number a customer pays for.
Most of that is 3D reconstruction and detection on data that does not cooperate. Handheld
camera, no depth sensor, targets a few pixels wide and half hidden. A lot of the job was
working out when the answer was wrong.
M.Sc. Technion, deep learning and vision.
Most of my code is in private repos, so this profile is thinner than the graph.
LinkedIn

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, '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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netanelbi/README.md
Netanel Beniluz
Computer vision. Israel.
I was the first engineer at a small agritech company and for most of five years the only
one. Built the algorithm. Ended up owning the app and the backend too. The product takes
video from a phone, shot outdoors by someone who is not an expert, one take, and turns it
into a number a customer pays for.
Most of that is 3D reconstruction and detection on data that does not cooperate. Handheld
camera, no depth sensor, targets a few pixels wide and half hidden. A lot of the job was
working out when the answer was wrong.
M.Sc. Technion, deep learning and vision.
Most of my code is in private repos, so this profile is thinner than the graph.
LinkedIn

Popular repositories
Loading
  1. 
ultralytics
ultralyticsPublic
    
Forked from ultralytics/ultralytics
    
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  2. 
linux_gaming
linux_gamingPublic
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dotfiles
dotfilesPublic
    
Hyprland dotfiles with event-based scratchpad and window management

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netanelbiPublic
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colab-tuiPublic
    
Go CLI for driving Google Colab runtimes headlessly — start, reuse, exec, transfer, survive idle-reaps

    Go

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

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netanelbi/README.md
Netanel Beniluz
Computer vision. Israel.
I was the first engineer at a small agritech company and for most of five years the only
one. Built the algorithm. Ended up owning the app and the backend too. The product takes
video from a phone, shot outdoors by someone who is not an expert, one take, and turns it
into a number a customer pays for.
Most of that is 3D reconstruction and detection on data that does not cooperate. Handheld
camera, no depth sensor, targets a few pixels wide and half hidden. A lot of the job was
working out when the answer was wrong.
M.Sc. Technion, deep learning and vision.
Most of my code is in private repos, so this profile is thinner than the graph.
LinkedIn

Popular repositories
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  1. 
ultralytics
ultralyticsPublic
    
Forked from ultralytics/ultralytics
    
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  2. 
linux_gaming
linux_gamingPublic
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dotfiles
dotfilesPublic
    
Hyprland dotfiles with event-based scratchpad and window management

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netanelbi
netanelbiPublic
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colab-tui
colab-tuiPublic
    
Go CLI for driving Google Colab runtimes headlessly — start, reuse, exec, transfer, survive idle-reaps

    Go

, '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); }
})();
})();

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netanelbi/README.md
Netanel Beniluz
Computer vision. Israel.
I was the first engineer at a small agritech company and for most of five years the only
one. Built the algorithm. Ended up owning the app and the backend too. The product takes
video from a phone, shot outdoors by someone who is not an expert, one take, and turns it
into a number a customer pays for.
Most of that is 3D reconstruction and detection on data that does not cooperate. Handheld
camera, no depth sensor, targets a few pixels wide and half hidden. A lot of the job was
working out when the answer was wrong.
M.Sc. Technion, deep learning and vision.
Most of my code is in private repos, so this profile is thinner than the graph.
LinkedIn

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