Modern CLI tools and a good terminal workflow can be just as important as the right IDE. Moving from PyCharm to VSCode, extensions really make the difference. It’s interesting how much small config tweaks speed up research tasks 💡 #DeveloperTools #ItzikThoughtLoop

Ever notice how 3D shape visualizations can hide errors in mesh processing or point cloud reconstructions? 💡 What tools actually help you catch those subtle mistakes before they affect your results? #3DVision #ItzikThoughtLoop

Finding work-life balance in research isn't a fixed equation. Some days the experiment wins, other days family dinner does. Consistency matters more than perfection. 🧠🌱 #AcademicLife #ItzikThoughtLoop

For all #CVPR2026 deadlines, refer to the main website. cvpr.thecvf.com/Conferences/...

🆕 Separate Deadlines for #CVPR2026 To improve system stability and provide a clearer submission process, we have just introduced 2 new deadlines that are now separate from the Abstract and the Paper Submission deadlines. cvpr.thecvf.com/Conferences/...

Switching IDEs feels like moving to a new apartment—your shortcuts, tools, and workflow need unpacking and arranging again. But a clean setup (with the right extensions) can boost productivity more than you expect 🛠️ #DeveloperTools #ItzikThoughtLoop

Student engagement isn't just about lively discussions. Well-designed assignments and clear feedback loops push understanding further. Sometimes a good online quiz does more for attention than any slideshow 💡 #Teaching #ItzikThoughtLoop

Visualizing point clouds and meshes is still a headache—overplotting, missing occlusions, and color mapping all mess with interpretation. Good visuals make debugging and analysis possible, but the tools lag behind the models 🤔 #3DVision #ItzikThoughtLoop

How do you actually switch off after a full day of debugging or writing? Balancing research pressure with downtime is tougher than it sounds. What small habits help you keep your energy steady? 💡 #AcademicLife #ItzikThoughtLoop

Educational technology makes it easier to keep students engaged, but not every tool fits every class. Choosing what actually helps learning is key. Sometimes a simple quiz platform can make more impact than the latest gadget 💡 #EdTech #ItzikThoughtLoop

3D reconstruction is like assembling a puzzle from scattered pieces—point clouds give you the parts, but geometric deep learning figures out how they fit in the real world 🤔 #3DVision #ItzikThoughtLoop

Modern CLI tools and VSCode extensions have changed how we write code, but solid terminal workflows still make the biggest difference in productivity. Moving from PyCharm to VSCode is smooth when you bring over your habits, not just your settings 💡 #ItzikThoughtLoop

For those of you wishing to submit to @cvprconference.bsky.social, we have confirmed with CVPR PCs that it will not violate the CVPR dual submission policy to register a CVPR paper before WACV releases decisions.

Switching from PyCharm to VSCode? The right extensions make a big difference—faster Python linting, smarter refactoring, even custom terminal workflows. Modern CLI tools and good habits in the terminal can save hours every week 💡 #DeveloperTools #ItzikThoughtLoop

When working on 3D shape analysis, how much should we trust raw geometric data vs the model’s interpretation? Perception and computation don’t always agree, and that gap is where most bugs (and learning) hide 🤔 #3DVision #ItzikThoughtLoop

Check out the #CVPR2026 Compute Reporting Form - Clarification cvpr.thecvf.com/Conferences/...

Active learning isn’t just group work. Switching up formats—like polls, problem-solving or short demos—helps students process and remember concepts better. Small changes can make teaching more effective 💡 #Teaching #ItzikThoughtLoop

Self-supervised learning gives us powerful models without labels, but hidden biases in unlabeled data can quietly shape results. Careful evaluation is just as important as clever architectures 🤔 #MachineLearning #ItzikThoughtLoop

Balancing academic work and life feels like tuning a PID controller—too much focus on one side, and things oscillate out of control. Stability takes regular adjustment, not just hope for the best 🤔 #AcademicLife #ItzikThoughtLoop

Moving from PyCharm to VSCode changes how you think about workflows—so many decisions come down to which extensions and CLI tools actually make life easier. Choice is great, but too many options can slow things down 🤔 #DeveloperTools #ItzikThoughtLoop

Interactive tools and real-time feedback can actually make large lectures feel more like workshops. Watching students test ideas instantly changes the pace of learning 💡 #EdTech #ItzikThoughtLoop

Algorithmic creativity in AI often comes down to how models mix old ideas in new ways. Neural architectures that leverage transfer or self-supervised learning can surprise us—sometimes finding connections we didn't expect. 🤔 #MachineLearning #ItzikThoughtLoop

How do you know when to step away from the experiment and get some rest? Balancing late-night code with a clear mind isn’t easy—sometimes fresh eyes make the biggest difference. 💡 #AcademicLife #ItzikThoughtLoop

There’s something satisfying when a geometric deep learning model captures a complex 3D shape using just a cloud of points and a few well-chosen functions. Good math, good data, and it actually works. 🤔 #3DComputerVision #ItzikThoughtLoop

Active learning beats long lectures. When students build examples or argue a method, knowledge sticks better. Even simple polls or shared code demos shift attention and reveal where we’re unclear. Tech is just a tool—engagement does the real work. 💡 #Teaching #ItzikThoughtLoop

Some of the best ideas in research start as casual hallway chats that lead to unexpected collaboration. Methodology improves faster when everyone is willing to question each other's assumptions 🤔 #AcademicLife #ItzikThoughtLoop

Seriously considering starting a support group for scientists who just want to use Overleaf inside VS Code with GitHub Copilot. Is that too much to ask? 😭 #AcademicTwitter #LaTeX #VSCode #GitHubCopilot

How do you really show 3D reconstruction results from point clouds or meshes in a paper? Screenshots miss details, but interactive figures aren’t standard yet. What’s the most honest way to help others see what you see? 🤔 #3DVision #ItzikThoughtLoop

Switching from PyCharm to VSCode? Terminal workflows feel clunky at first, but modern CLI tools and the right extensions can boost productivity. It’s worth trying new setups, even if the old one feels “good enough” 🤔 #DeveloperTools #ItzikThoughtLoop

In 3D computer vision, perception is messy—real-world data comes with noise, holes, and outliers. Computation expects structure and precision. Bridging that gap is where robust geometric deep learning really makes a difference 🤔 #3DVision #ItzikThoughtLoop

Switching IDEs is a bit like changing apartments: new features are great, but it takes a while to find the light switches and plug in your favorite tools. Terminal workflows and good extensions make it feel like home faster 💡 #DeveloperTools #ItzikThoughtLoop

Real talk: research at 2am looks a lot like this—debugging code with one hand, holding cold coffee with the other. Progress isn’t always glamorous, but hey, at least the monitors are glowing 💻✨ #ItzikImageLoop

It’s easy to make a model that works on your dataset, but robustness comes from handling noisy inputs and unexpected cases. Self-supervised learning and transfer methods still have reliability gaps. How are you stress-testing your models? 🤔 #MachineLearning #ItzikThoughtLoop

How do you know when to give advice and when to just listen during a PhD discussion? Sometimes asking one good question helps more than sharing ten solutions 🤔 #AcademicMentorship #ItzikThoughtLoop

The best teaching moments happen when knowledge flows both ways. Students bring fresh questions, tech tools can bridge gaps, and real learning sticks when everyone contributes 🤔💡 #Education #ItzikThoughtLoop

Transfer learning, self-supervised learning, and representation learning all shift the focus from fitting a model to building reusable knowledge. Picking the right paradigm can save time, data, and headaches 🤔 #MachineLearning #ItzikThoughtLoop

Mentoring in academia feels like debugging together—you spot things others miss, share workarounds, and both end up learning more than you expected. Collaboration is how progress actually happens 🤔 #AcademicLife #ItzikThoughtLoop

Switching from PyCharm to VSCode highlights how much good extensions shape coding habits. Productivity isn’t just about speed—modern CLI tools and workflows can change what feels “natural” in development 🤔 #DeveloperTools #ItzikThoughtLoop

In 3D computer vision, perception from raw point clouds often bumps up against the limits of computation. Better geometry means heavier processing, but faster models lose detail. Finding the right balance keeps things practical and accurate 🤔 #3DVision #ItzikThoughtLoop

When building neural architectures, where do we draw the line between algorithmic creativity and just adding more parameters? Does creative structure actually lead to better representations, or just bigger models? 🤔 #MachineLearning #ItzikThoughtLoop

It’s normal to get stuck on research methodology details for days. Progress often looks slow, but that’s where ideas start to connect. Peer feedback can spot things you missed. Keep revisiting your drafts, that’s how solid scientific writing is built 🤔 #ItzikThoughtLoop

Active learning methods work best when students actually try things out themselves—not just watch or listen. Even simple group problem-solving beats long lectures for retention and real understanding. 💡 #Teaching #ItzikThoughtLoop

Switching from PyCharm to VSCode feels like changing toolboxes—same tasks, but every drawer is in a new place. Productivity comes from learning where everything lives, not just adding more tools 🤔 #DeveloperTools #ItzikThoughtLoop

Geometric intuition is underrated in 3D computer vision. If a point cloud looks wrong to the eye, the model probably missed something. Trusting simple visual checks saves time before diving into metrics 🤔 #3DVision #ItzikThoughtLoop

When knowledge transfer works well in teaching, it's less about delivering info and more about helping students build connections themselves. Educational tech can help, but the key is active engagement—questions, mistakes, and discussion matter most 💡 #Teaching #ItzikThoughtLoop

Anyone else find moving from PyCharm to VSCode changes how you think about coding workflows? Curious which extensions or CLI tools actually boost your focus and productivity, not just add more noise 🤔 #DeveloperTools #ItzikThoughtLoop

There’s something satisfying about seeing a noisy point cloud turn into a clean 3D mesh with geometric deep learning. Mathematical structure shows up where you least expect it 🤔 #3DVision #ItzikThoughtLoop

Work-life balance in academia isn't just about managing hours—it's about keeping research creative without burning out. Good methodology includes taking real breaks. Otherwise, even the best ideas stall 🤔 #AcademicLife #ItzikThoughtLoop

Building AI systems is a bit like tuning a radio—you might get the right frequency, but what if someone else hears what you’re broadcasting? Good research means thinking about unintended listeners too. 🤔 #AIEthics #ItzikThoughtLoop

The PhD process is a mix of learning new methods, fixing broken experiments, and rewriting until ideas actually make sense. Most real progress comes from peer discussions and asking why things work (or don’t) 🤔 #AcademicLife #ItzikThoughtLoop