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@ironhide23586

Souham Biswas

ironhide23586
Bangalore, India

Hi, I’m Souham 👋

I build systems at both ends of the stack — from low-level RTOS kernels to large-scale AI models.

My background is in applied machine learning, computer vision, and distributed systems. I’ve spent years working on perception, multimodal learning, real-time video understanding, and large-scale training — including inventing and shipping production systems that led to multiple US patents in vision-based perception and neural network architectures.

Over time, that work pulled me closer to the metal.

These days, I spend a lot of time writing:

  • Preemptive RTOS kernels and schedulers for ARM Cortex-M
  • Deterministic, testable embedded firmware
  • AI systems that are bounded, explainable, and architecturally honest

I care deeply about where AI breaks — timing, determinism, resource contention, failure modes — and I’m interested in building foundations where intelligent systems and low-level software actually coexist without hand-waving.

I enjoy work that sits at uncomfortable intersections:
AI × systems
learning × control
research × production

I share my work openly because serious engineering should be inspectable, understandable, and earned.

1 sponsor has funded ironhide23586’s work.

@ironhide23586

Support engineering that doesn’t optimize for demos. This helps fund work on deterministic systems, embedded software, and AI under hard constraints — the kind of work that takes time and doesn’t go viral.

@hawklogic

Featured work

  1. ironhide23586/CUDA-Connected-Component-Labelling

    Parallel GPU Implementation of Connected Component Labelling (CCL). Connected-component labeling is used in computer vision to detect connected regions in binary digital images

    Cuda 54
  2. ironhide23586/icarus-os-core

    Intelligent Certifiable Autonomous Real-time Unified System - An AI-native, real-time kernel for Cortex-M supporting DO-178C guidelines by design

    C 3

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🚀 ICARUS OS — Integration Support

Personal, hands-on support for integrating the open-source ICARUS OS into your project.

This tier gives you direct access to the author and maintainer of ICARUS OS, for real help getting it running, stable, and understandable on your hardware.

What you get

  • 1:1 guidance from the author of ICARUS OS
  • Help with:
    • Board bring-up & BSP setup
    • SysTick / PendSV integration
    • Scheduler behavior & task model
    • Memory layout, stacks, and timing issues
    • Debugging boot failures and hard faults
  • Code review and architectural feedback via GitHub (issues / PRs)
  • 4 hours of video-based pair-programming sessions.
  • Priority responses.