Dr. Shadi Kalash
@renewables-academy.bsky.social
A professional Renewable Energy expert with 18 years in the Energy sector, holding a PhD & EMBA
🌍 𝐀𝐜𝐜𝐞𝐬𝐬 𝐢𝐬 𝐮𝐧𝐟𝐢𝐧𝐢𝐬𝐡𝐞𝐝 𝐛𝐮𝐬𝐢𝐧𝐞𝐬𝐬: ~730M without electricity; ~2B lack clean cooking. Universal access by 2035–2040 is doable with focus + #finance.
November 12, 2025 at 7:08 PM
🌍 𝐀𝐜𝐜𝐞𝐬𝐬 𝐢𝐬 𝐮𝐧𝐟𝐢𝐧𝐢𝐬𝐡𝐞𝐝 𝐛𝐮𝐬𝐢𝐧𝐞𝐬𝐬: ~730M without electricity; ~2B lack clean cooking. Universal access by 2035–2040 is doable with focus + #finance.
😷 𝐄𝐦𝐢𝐬𝐬𝐢𝐨𝐧𝐬 𝐬𝐭𝐢𝐥𝐥 𝐭𝐨𝐨 𝐡𝐢𝐠𝐡: 2024 hit a record ~38 Gt CO₂; we’re tracking ~2.5°C in STEPS scenario. The fix: faster efficiency, more clean power, big methane cuts.
November 12, 2025 at 7:08 PM
😷 𝐄𝐦𝐢𝐬𝐬𝐢𝐨𝐧𝐬 𝐬𝐭𝐢𝐥𝐥 𝐭𝐨𝐨 𝐡𝐢𝐠𝐡: 2024 hit a record ~38 Gt CO₂; we’re tracking ~2.5°C in STEPS scenario. The fix: faster efficiency, more clean power, big methane cuts.
⛽ 𝐅𝐨𝐬𝐬𝐢𝐥 𝐭𝐫𝐚𝐣𝐞𝐜𝐭𝐨𝐫𝐢𝐞𝐬 𝐝𝐢𝐯𝐞𝐫𝐠𝐞 𝐛𝐲 𝐩𝐨𝐥𝐢𝐜𝐲: Coal declines this decade; oil plateaus near 2030; gas grows longer unless policy tightens.
November 12, 2025 at 7:08 PM
⛽ 𝐅𝐨𝐬𝐬𝐢𝐥 𝐭𝐫𝐚𝐣𝐞𝐜𝐭𝐨𝐫𝐢𝐞𝐬 𝐝𝐢𝐯𝐞𝐫𝐠𝐞 𝐛𝐲 𝐩𝐨𝐥𝐢𝐜𝐲: Coal declines this decade; oil plateaus near 2030; gas grows longer unless policy tightens.
♻️ #𝐑𝐞𝐧𝐞𝐰𝐚𝐛𝐥𝐞𝐬 𝐤𝐞𝐞𝐩 𝐨𝐮𝐭𝐩𝐚𝐜𝐢𝐧𝐠: #Solar leads new capacity; #battery and PV overcapacity keeps costs sharp. Solar #PV capacity is projected to quadruple by 2035, adding about 650 GW every year, supplying at least a quarter of power in major economies ...
November 12, 2025 at 7:08 PM
♻️ #𝐑𝐞𝐧𝐞𝐰𝐚𝐛𝐥𝐞𝐬 𝐤𝐞𝐞𝐩 𝐨𝐮𝐭𝐩𝐚𝐜𝐢𝐧𝐠: #Solar leads new capacity; #battery and PV overcapacity keeps costs sharp. Solar #PV capacity is projected to quadruple by 2035, adding about 650 GW every year, supplying at least a quarter of power in major economies ...
3️⃣ Match the model to the need. When speed and accuracy matter, a single high-quality run can justify higher energy use. For simple, repeatable tasks, lighter models are more efficient.
We’ve been gifted with incredible technology—let’s make wise choices that respect both our time and our planet. 🌱
We’ve been gifted with incredible technology—let’s make wise choices that respect both our time and our planet. 🌱
November 9, 2025 at 7:53 PM
3️⃣ Match the model to the need. When speed and accuracy matter, a single high-quality run can justify higher energy use. For simple, repeatable tasks, lighter models are more efficient.
We’ve been gifted with incredible technology—let’s make wise choices that respect both our time and our planet. 🌱
We’ve been gifted with incredible technology—let’s make wise choices that respect both our time and our planet. 🌱
1️⃣ Pick the right model for the job. Don’t use a #reasoning #model for simple lookups.
2️⃣ Batch or group requests in production to reduce per-task #energy use.
2️⃣ Batch or group requests in production to reduce per-task #energy use.
November 9, 2025 at 7:53 PM
1️⃣ Pick the right model for the job. Don’t use a #reasoning #model for simple lookups.
2️⃣ Batch or group requests in production to reduce per-task #energy use.
2️⃣ Batch or group requests in production to reduce per-task #energy use.
𝐒𝐨, 𝐰𝐡𝐚𝐭’𝐬 𝐭𝐡𝐞 𝐭𝐚𝐤𝐞𝐚𝐰𝐚𝐲?
We need to be mindful—not every task requires the biggest model. The backend energy isn’t free; it’s part of our environmental footprint. Let’s use AI intentionally. 🌍
𝗛𝗲𝗿𝗲 𝗮𝗿𝗲 𝗮 𝗳𝗲𝘄 𝘄𝗮𝘆𝘀 𝘁𝗼 𝗿𝗲𝗱𝘂𝗰𝗲 𝘁𝗵𝗲 𝗲𝗻𝗲𝗿𝗴𝘆 𝗿𝗲𝗾𝘂𝗶𝗿𝗲𝗱 𝗳𝗼𝗿 𝗔𝗜:
We need to be mindful—not every task requires the biggest model. The backend energy isn’t free; it’s part of our environmental footprint. Let’s use AI intentionally. 🌍
𝗛𝗲𝗿𝗲 𝗮𝗿𝗲 𝗮 𝗳𝗲𝘄 𝘄𝗮𝘆𝘀 𝘁𝗼 𝗿𝗲𝗱𝘂𝗰𝗲 𝘁𝗵𝗲 𝗲𝗻𝗲𝗿𝗴𝘆 𝗿𝗲𝗾𝘂𝗶𝗿𝗲𝗱 𝗳𝗼𝗿 𝗔𝗜:
November 9, 2025 at 7:53 PM
𝐒𝐨, 𝐰𝐡𝐚𝐭’𝐬 𝐭𝐡𝐞 𝐭𝐚𝐤𝐞𝐚𝐰𝐚𝐲?
We need to be mindful—not every task requires the biggest model. The backend energy isn’t free; it’s part of our environmental footprint. Let’s use AI intentionally. 🌍
𝗛𝗲𝗿𝗲 𝗮𝗿𝗲 𝗮 𝗳𝗲𝘄 𝘄𝗮𝘆𝘀 𝘁𝗼 𝗿𝗲𝗱𝘂𝗰𝗲 𝘁𝗵𝗲 𝗲𝗻𝗲𝗿𝗴𝘆 𝗿𝗲𝗾𝘂𝗶𝗿𝗲𝗱 𝗳𝗼𝗿 𝗔𝗜:
We need to be mindful—not every task requires the biggest model. The backend energy isn’t free; it’s part of our environmental footprint. Let’s use AI intentionally. 🌍
𝗛𝗲𝗿𝗲 𝗮𝗿𝗲 𝗮 𝗳𝗲𝘄 𝘄𝗮𝘆𝘀 𝘁𝗼 𝗿𝗲𝗱𝘂𝗰𝗲 𝘁𝗵𝗲 𝗲𝗻𝗲𝗿𝗴𝘆 𝗿𝗲𝗾𝘂𝗶𝗿𝗲𝗱 𝗳𝗼𝗿 𝗔𝗜:
#Image generation requires ~1.7 Wh per task. Video generation, however, is far more energy intensive ~ 115 Wh to create a short, low-quality 6-second video (@ 8 fps).
To put these numbers into perspective, charging a mobile phone uses around 15 Wh, while charging a laptop requires about 60 Wh.
To put these numbers into perspective, charging a mobile phone uses around 15 Wh, while charging a laptop requires about 60 Wh.
November 9, 2025 at 7:53 PM
#Image generation requires ~1.7 Wh per task. Video generation, however, is far more energy intensive ~ 115 Wh to create a short, low-quality 6-second video (@ 8 fps).
To put these numbers into perspective, charging a mobile phone uses around 15 Wh, while charging a laptop requires about 60 Wh.
To put these numbers into perspective, charging a mobile phone uses around 15 Wh, while charging a laptop requires about 60 Wh.
Thank you for highlighting the typo. I actually correct it when I was creating the profile cover, but it seems that I uploaded the old revision... .Happy now? :)
November 8, 2025 at 10:10 PM
Thank you for highlighting the typo. I actually correct it when I was creating the profile cover, but it seems that I uploaded the old revision... .Happy now? :)
nice picture.
November 8, 2025 at 9:08 PM
nice picture.
🧠 #𝗖𝘆𝗯𝗲𝗿𝘀𝗲𝗰𝘂𝗿𝗶𝘁𝘆 𝗽𝗼𝘄𝗲𝗿𝗲𝗱 𝗯𝘆 #𝗔𝗜 – As energy systems become more #digital and #interconnected, AI offers stronger defence through advanced threat detection and adaptive response — even as it introduces new challenges.
November 8, 2025 at 7:53 PM
🧠 #𝗖𝘆𝗯𝗲𝗿𝘀𝗲𝗰𝘂𝗿𝗶𝘁𝘆 𝗽𝗼𝘄𝗲𝗿𝗲𝗱 𝗯𝘆 #𝗔𝗜 – As energy systems become more #digital and #interconnected, AI offers stronger defence through advanced threat detection and adaptive response — even as it introduces new challenges.
🔧 𝗣𝗿𝗲𝗱𝗶𝗰𝘁𝗶𝘃𝗲 #𝗺𝗮𝗶𝗻𝘁𝗲𝗻𝗮𝗻𝗰𝗲 – #Intelligent analytics are reducing downtime and extending the lifespan of energy infrastructure.
November 8, 2025 at 7:53 PM
🔧 𝗣𝗿𝗲𝗱𝗶𝗰𝘁𝗶𝘃𝗲 #𝗺𝗮𝗶𝗻𝘁𝗲𝗻𝗮𝗻𝗰𝗲 – #Intelligent analytics are reducing downtime and extending the lifespan of energy infrastructure.
🌦️ 𝗕𝗼𝗼𝘀𝘁𝗶𝗻𝗴 𝘀𝘆𝘀𝘁𝗲𝗺 𝗿𝗲𝘀𝗶𝗹𝗶𝗲𝗻𝗰𝗲 – AI-enhanced #weather #forecasting can predict patterns in minutes instead of hours — with a fraction of the energy consumption — supporting more reliable #grid operations.
November 8, 2025 at 7:53 PM
🌦️ 𝗕𝗼𝗼𝘀𝘁𝗶𝗻𝗴 𝘀𝘆𝘀𝘁𝗲𝗺 𝗿𝗲𝘀𝗶𝗹𝗶𝗲𝗻𝗰𝗲 – AI-enhanced #weather #forecasting can predict patterns in minutes instead of hours — with a fraction of the energy consumption — supporting more reliable #grid operations.
🔒 𝗣𝗿𝗼𝘁𝗲𝗰𝘁𝗶𝗻𝗴 #𝗶𝗻𝗳𝗿𝗮𝘀𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲 – After the #Nord #Stream incident, AI-enabled unmanned maritime systems are being explored to monitor undersea energy networks and detect threats early.
November 8, 2025 at 7:53 PM
🔒 𝗣𝗿𝗼𝘁𝗲𝗰𝘁𝗶𝗻𝗴 #𝗶𝗻𝗳𝗿𝗮𝘀𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲 – After the #Nord #Stream incident, AI-enabled unmanned maritime systems are being explored to monitor undersea energy networks and detect threats early.