Shounak Das

Op-amp |
DIY Scavenger |
🌌Conscious Cosmic Dust |
try sim at

[Shounak Das @TheScienceLoop]

@icanvardar You need a blue checkmark, though. Without one, good luck getting any reach. It's not Twitter anymore.

[Shounak Das @TheScienceLoop]

@MacTuitui I have to try it

[Shounak Das @TheScienceLoop]

@OpenAI I thought it was gpt 5.6 announcement

[Shounak Das @TheScienceLoop]

@techartist_ Beautiful visualization. How much of this is based on observations versus artistic interpretation?

[Shounak Das @TheScienceLoop]

@NightSkyToday .@grok Why do people on X engage in yellow journalism?

[Shounak Das @TheScienceLoop]

Top movies ranked by popularity and their genre distribution. Source: Apple iTunes Top Movies — 4th June 2026
#movies #data

[Shounak Das @TheScienceLoop]

Top movies ranked by popularity and their genre distribution. Source: Apple iTunes Top Movies — Live
#movies #data

[Shounak Das @TheScienceLoop]

Top Songs Right Now — Chart Insights The most-streamed and purchased songs along with genre trends. Source: Apple iTunes Top Songs — Live 4th June, 2026 #music #data

[Shounak Das @TheScienceLoop]

Top Songs Right Now — Chart Insights
The most-streamed and purchased songs along with genre trends. Source: Apple iTunes Top Songs — Live
#data #itunes #music

[Shounak Das @TheScienceLoop]

Top Songs Right Now — Chart Insights The most-streamed and purchased songs along with genre trends. Source: Apple iTunes Top Songs — Live 29th May, 2026 #music #data

[Shounak Das @TheScienceLoop]

spent some time experimenting with simulations again.

it's amazing how many mistakes can be discovered virtually before building anything physical.

#Simulation #Engineering

[Shounak Das @TheScienceLoop]

@forallcurious just for context, the left image is a Lorenz attractor. It represents a nonlinear, chaotic system where tiny shifts in initial conditions completely change the final result

[Shounak Das @TheScienceLoop]

While working on an FPGA project recently, I caught myself trying to think about the design like software.

That usually ends badly.

The biggest challenge hasn't been learning Verilog. It's learning to think in hardware instead of instructions.

#FPGA #Hardware #Engineering

[Shounak Das @TheScienceLoop]

Amplitude Modulation. It's just multiplying a high-frequency carrier by a low-frequency signal. Watching it squash and stretch in real-time makes telecom feel less like black magic and more like fancy multiplication.

#simulation #Telecom #SignalProcessing

[Shounak Das @TheScienceLoop]

Pendulum with offsets

[Shounak Das @TheScienceLoop]

Pendulum Wave
Watch the hypnotic patterns formed by a series of pendulums with different lengths.
#data #programming

[Shounak Das @TheScienceLoop]

@compileandpush Strictly pinning dependencies. Vibe coding gets it working fast locally, but containerization is the only way to make it truly installable.

[Shounak Das @TheScienceLoop]

Best AI Tools for Hardware & Embedded Builders:

1. FPGA Dev
- Gowin
- Vivado
- Quartus
- oss-cad-suite

2. Vibe Coding
- Cursor
- ChatGPT
- Claude
- Copilot

3. Simulation
- Wokwi
- Tinkercad
- EasyEDA
- LTspice

4. 3D Printing
- Bambu Studio
- Cura
- OrcaSlicer
- PrusaSlicer

5. RISC-V
- QEMU
- Spike
- CVA6
- OpenHW

6. PCB Design
- KiCad
- EasyEDA
- Altium
- Flux AI

7. Robotics
- ROS2
- Webots
- Gazebo
- CoppeliaSim

8. AI Workflow
- Perplexity
- NotebookLM
- Pieces
- Replit

[Shounak Das @TheScienceLoop]

A core requirement of a genuinely useful FPGA prototyping workflow is tight hardware-software co-design from the start. Toolchain choices and simulation strategies should both be driven by that constraint, not added as an afterthought.

[Shounak Das @TheScienceLoop]

The more you build with AI tools, the more you respect the underlying architecture. The less you understand the hardware, the more you trust the abstraction.

Depth is clarifying. Shallow familiarity is dangerous.

[Shounak Das @TheScienceLoop]

RLC underdamped transient response. You cut the power, but parasitic inductance and capacitance keep the signal bouncing for another 20ms. Hardware doesn't care about your clean logic states.

#simulation #Electronics #Hardware

[Shounak Das @TheScienceLoop]

I can't believe this still needs to be said.

STOP HARDCODING MAGIC NUMBERS INTO YOUR FIRMWARE.
STOP PUSHING UNTESTED CODE DIRECTLY TO MAIN.
STOP IGNORING TIMING CONSTRAINTS ON YOUR FPGA.
STOP CALLING IT "VIBE CODING" WHEN IT'S JUST GUESSING.
YOUR HARDWARE WILL NOT FORGIVE YOU.
DEBUG IT PROPERLY. PLEASE.

[Shounak Das @TheScienceLoop]

@tomwarren Don't be like Copilot

[Shounak Das @TheScienceLoop]

I guess we are witnessing the acceleration

[Google DeepMind @GoogleDeepMind]

We believe AI can be a dedicated research partner to help discover the next breakthrough.

Enter Co-Scientist: our latest Gemini-based multi-agent system that can generate, debate and evolve novel hypotheses for complex scientific problems 🧵