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sciencebanda09/README.md

Typing SVG



Age Location Status NeurIPS iDEX ISRO


Portfolio LinkedIn Instagram Visitors

╔══════════════════════════════════════════════════════════════╗
║  FILE    : SD-2026-ALPHA       CLEARANCE : OPEN-SOURCE       ║
║  SUBJECT : Shashank Dev        ORIGIN    : Bihar, India      ║
║  ROLE    : Founder & CEO       COMPANY   : D-MechatronicX    ║
║  ARC     : ₹280 Arduino → World Champion → NeurIPS 2026      ║
╚══════════════════════════════════════════════════════════════╝

> DOSSIER.init()

subject = {
    "name"       : "Shashank Dev",
    "age"        : 19,
    "base"       : "Bihar, India",
    "role"       : "Founder & CEO — D-MechatronicX",
    "arc"        : "₹280 Arduino (2021) → World Champion (2024) → NeurIPS (2026)",
    "active_ops" : ["AEGIS-X", "CCPL/NeurIPS", "SH-WFS AO/ISRO", "iDEX DISC14"],
    "loop"       : ["sense()", "predict()", "act()"],
    "doctrine"   : "Don't wait for the right conditions. Build through them.",
}

> SYSTEMS_MANIFEST --all

ID SYSTEM DOMAIN STATUS METRICS
01 AEGIS-X Counter-Drone AI 88.7% SR · 13ms · RPi5 + Arduino
02 CCPL Constrained RL Dual-stream actor-critic · Pure NumPy
03 SH-WFS AO Pipeline Adaptive Optics AI C+OpenMP centroiding · CNN reconstruction · SLODAR
04 ROADSOS Emergency AI 60+ countries · crash detection
05 TARS Robot Offline AI 100% offline · IMM-EKF · episodic memory
06 RoboticOS Embedded OS 11 subsystems · RTOS-inspired · safety kernel
07 Nexus MultiAgent Multi-Agent AI 6 agents · 12 tools · ChromaDB memory · Ollama
08 Chronos Engine Causal Simulation Fork realities · causal timeline engine
09 bird-language-ml Bio-Acoustics AI EfficientNet-B0 · species + call intent · FastAPI
10 Gugugaga Audio ML Infant cry classifier · EfficientNet-B0 · mel-spec
11 waifu Dev Companion Tamagotchi for devs · persistent memory · roasts you
12 EEDEN PROJECT Stealth —

> CCPL.classified

╔────────────────────────────────────────────────────────────────────╗
│  CCPL // Causal-Consequence-Penalized-Learning                     │
│  ───────────────────────────────────────────────────────────────   │
│  Most RL agents chase reward.                                      │
│  CCPL agents learn to care about what happens next.                │
│                                                                    │
│  Architecture  →  Dual-stream actor-critic                         │
│  Penalties     →  State-conditioned, not hardcoded                 │
│  Delay         →  Latent estimation, built in                      │
│  Multipliers   →  Lagrange, learned — not tuned                    │
│  Backend       →  Pure NumPy · zero ML frameworks                  │
│  Venue         →  NeurIPS 2026                                     │
│  Note          →  Joshua Achiam (OpenAI) engaged directly on math  │
╚────────────────────────────────────────────────────────────────────╝

> AEGIS_X.briefing

╔────────────────────────────────────────────────────────────────────╗
│  AEGIS-X  // COUNTER-DRONE DECISION ENGINE                         │
│  ───────────────────────────────────────────────────────────────   │
│  Not a drone detector. The decision layer above all hardware.      │
│                                                                    │
│  Intercept Rate   →  88.7% SR                                      │
│  Decision Latency →  13ms                                          │
│  Hardware         →  Raspberry Pi 5 + Arduino                      │
│  Algorithms       →  IMM-EKF tracking · APN guidance · Hungarian   │
│  Version          →  v18                                           │
│  Submission       →  iDEX DISC14                                   │
╚────────────────────────────────────────────────────────────────────╝

> ISRO_BAH.briefing

╔────────────────────────────────────────────────────────────────────╗
│  SH-WFS AO PIPELINE  // ADAPTIVE OPTICS FOR SPACE IMAGING          │
│  ───────────────────────────────────────────────────────────────   │
│  Shack-Hartmann wavefront sensing + AI-driven correction.          │
│                                                                    │
│  Centroiding      →  C extension + OpenMP (parallelized)           │
│  Reconstruction   →  CNN-based wavefront estimator                 │
│  Turbulence       →  SLODAR characterization                       │
│  Geometry         →  Fried actuator alignment                      │
│  Submission       →  ISRO BAH 2026 · Challenge 9                   │
╚────────────────────────────────────────────────────────────────────╝

> git log --format="%s" 2021..2026

[2026] ISRO BAH 2026 submitted — SH-WFS adaptive optics pipeline
[2026] iDEX DISC14 submitted — AEGIS-X counter-drone AI
[2026] NeurIPS 2026 submitted — CCPL constrained RL framework
[2026] Joshua Achiam (OpenAI) engaged directly on CCPL math
[2026] Founder & CEO — D-MechatronicX
[2025] ROADSOS v3.1.1 LIVE — emergency AI, 60+ countries
[2025] 5+ parallel systems shipped in 12 months
[2025] CCPL formally proven, simulation-validated
[2024] 🏆 WORLD CHAMPION — Technoxian · FPV Drone Rescue · Delhi
[2024] Quarterfinalist — Robo Soccer · World Championship
[2024] Bihar's first team on a world robotics stage
[2023] Smart Safety Protector — India Book of Records · IJNRD
[2021] ₹280 Arduino · the loop started

> STACK.list()

Python NumPy PyTorch C OpenGL ROS React Flask MongoDB Arduino Raspberry Pi LaTeX Linux

> STATS.render()

  





contribution snake

> PING --open-to

✓  Research collaborations · safe RL · constrained decision-making
✓  Defense-tech conversations · autonomy · counter-drone systems
✓  iDEX / DRDO / ISRO / Indian defense + space ecosystem
✓  Brutal feedback on CCPL — if you can break it, tell me
✗  Waiting for the right conditions

◈ Start a Conversation

Pinned Loading

  1. shwfs-ao-pipeline shwfs-ao-pipeline Public

    End-to-end AO pipeline: SH-WFS centroiding (127x C speedup) → CNN/MMSE reconstruction (Strehl 0.9987) → LQG closed-loop control → SLODAR turbulence profiling | BAH 2026 Challenge #9

    Jupyter Notebook 2

  2. waifu waifu Public

    Tamagotchi for programmers. she remembers everything. she will roast you.

    Python 2

  3. AEGIS-X-Overview AEGIS-X-Overview Public

    Autonomous drone interception system — IMM-EKF tracking, APN guidance, Hungarian assignment. 88.7% SR · 13ms latency · Raspberry Pi 5 + Arduino. Architecture & methodology showcase.

    Python 1

  4. Gugugaga Gugugaga Public

    Deep learning system that classifies infant cry reasons (hunger, pain, tiredness...) and age group from raw audio using EfficientNet-B0 on mel-spectrograms.

    Python 1

  5. ROADSOS ROADSOS Public

    ROADSOS, a road emergency assistance web app

    HTML 1

  6. CCPL-Causal-Consequence-Penalized-Learning CCPL-Causal-Consequence-Penalized-Learning Public

    Adaptive Consequence-Penalized Learning: reinforcement learning with consequence-aware decision adaptation

    Python 1