suman’s Substack
Suman SuhagMy personal Substack
| Platform |  | Pricing | Only free issues | Publishes | Daily |
|---|---|---|---|---|---|
| Issues | 653 | Founded | a year ago | Last Issue | 13 hours ago |
| Active | |||||
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thesumancoder.substack.comLatest Issues
Reward Functions: The Compass of Autonomous Driving AI
In reinforcement learning, the reward function is the compass guiding self-driving cars.
🚫 Collisions = intolerable errors, ending episodes.
⚡ Speed = rewarded within safe ranges.
🛣️ Lane discipline = incentivized.
🤝 Smoothness =...
Driving Into the Future: AI Learns in Simulation
Self-driving cars are not born on highways. they are trained in virtual worlds.
In CARLA, Python scripts spawn vehicles, manage actor lists, and process RGB-A sensor data. Neural networks learn through Deep Reinforcement Learning and Behav...
Eco Anima: The Quiet Revolution of Fashion
The future of Eco Anima lies in authentic human connection, radical transparency, and circularity.
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Silent Resonance: Minimalist branding + typography. Silent luxury commands $6,011 vs $4,423.
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Transparency: Digital Passports + QR...
Quantum Fashion Against CO₂ Collapse
CO₂ concentrations are rising. France’s wildfires are a warning.
Eco Anima’s Quantum Response:
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Carbon Capture: MOFs like Fe-MOF-74 modeled with quantum accuracy for DAC.
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Industry: Replace Haber-Bosch (2% global energy) with biolo...
Quantum Fashion Against Climate Collapse
Southwestern France: record-breaking heatwaves, early wildfires, 3,000 evacuated. This isn’t “just a wildfire.” It’s a warning.
The Eco Anima Quantum Response:
- Prediction: QNNs fix biases in climate models, identifying humidity as a k...
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Founder @Eco Anima
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