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MANUEL BALDERAS VICTORIA
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19 Slides • 4 Questions
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By MANUEL BALDERAS VICTORIA
Day 1: Foundations of Sustainable Software & Impact Measurement
Sustainable Software Architectures and the Role of AI in the Green Digital Transition
2026
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The Impact
Debunking the Myth
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Word Cloud
In one or two words
What is the primary nature of software?
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ICT Emissions
Current ICT Emissions:
1.8% - 3.9% of global GHG emissions.
15% by 2040
"Software may be eating the world, but it is also heating it." — Rina Diane Caballar (IEEE Spectrum).
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Poll
Case Study: The UNFCCC COP28 Website.
How much CO₂ do you think was emitted per single page load?
0.1g
1.5g
3.7g
5g
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Talking about climate change is important. But why did the world’s largest climate conference overlook its own digital footprint?
Intent
Despite the good intentions, the industry lacks a standard way to measure the environmental impact of software.
Reality
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Stand up, stretch, and let the principles sink in.
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The 8 Principles
The Core Pillars of Sustainability
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"Green software is software that is responsible for emitting the least amount of carbon possible." — Asim Hussain, Executive Director of the Green Software Foundation.
What is green software?
Principle 1: Carbon Efficiency.
Check lowwwcarbon.com
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The greenest energy is the energy you don’t use.
Energy efficiency is doing more with less.
Energy Efficiency
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Carbon awareness is the practice of doing more when the energy is clean and less when it is not.
Carbon Intensity
visit https://lowcarbonpower.org/map
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The greenest hardware is the one you already own.
Principle 4: Embodied Carbon
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The most efficient server is a busy server.
An idle server consumes 50% of it's maximum power
Principle 5:
Engergy Proporcionality
The network is a massive part of the ICT footprint.
To be green, we must reduce the payload and the distance it travels.
Principle 6:
Networking
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Instead of shaping energy supply to meet software demand, we shape software demand to meet energy supply.
Principle 7:
Demand Shaping
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You cannot optimize what you do not measure.
Principle 8: Measuring and Optimization
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Stand up, stretch, and let the principles sink in.
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The SCI Metric
Moving from Sentiment to Math
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Poll
Scenario: You need to lower the SCI of a video processing service. Which change has the biggest impact on the score?
Efficiency: Optimize the codec to use 20% less CPU (E)
Location: Move the servers from a coal-heavy region to a region with 80% lower Carbon Intensity (I).
Hardware: Buy new, more efficient servers, doubling the Embodied Carbon (M) but slightly reducing energy.
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Open Ended
Final Reflection:
What is the most 'invisible' carbon cost you discovered today?
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Sustainability is not a 'nice-to-have' feature; it is a new dimension of software quality.
Thank you!
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Caballar, R. D. (2024, March 23). We need to decarbonize software. IEEE Spectrum. https://spectrum.ieee.org/green-software
Green Software Foundation. (n.d.). Principles of green software. https://principles.green/
Green Software Foundation. (2023). Software carbon intensity (SCI) specification (Version 1.0). https://grnsft.org/sci
Hussain, A. (2022). Green software engineering principles [Training material]. Green Software Foundation. https://learn.greensoftware.foundation/
Hussain, A. (2024). Green software and software quality [Web article]. Green Software Foundation. https://greensoftware.foundation/
International Energy Agency. (2023). Data centres and data transmission networks. https://www.iea.org/reports/data-centres-and-data-transmission-networks
Low Carbon Power. (2024). Real-time electricity carbon intensity map. https://lowcarbonpower.org/map
By MANUEL BALDERAS VICTORIA
Day 1: Foundations of Sustainable Software & Impact Measurement
Sustainable Software Architectures and the Role of AI in the Green Digital Transition
2026
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