The latest articles on Forem by Anas Jadoon (@anas_jadoon_31). https://forem.com/anas_jadoon_31 https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F2041485%2F3192fa28-e414-4918-9a31-5d8ed6ad294b.jpg https://forem.com/anas_jadoon_31 en Anas Jadoon Mon, 11 Aug 2025 19:41:18 +0000 https://forem.com/anas_jadoon_31/the-cost-of-ais-speed-addiction-why-generative-ai-risks-collapsing-software-engineering-199e https://forem.com/anas_jadoon_31/the-cost-of-ais-speed-addiction-why-generative-ai-risks-collapsing-software-engineering-199e <p>We’ve been sold a lie.</p> <p>Generative AI tools like GitHub Copilot and Cursor promise to revolutionize software development with blistering speed. But behind the hype, a darker truth emerges: this “productivity miracle” masks ecological waste, operational fragility, and ethical erosion that could collapse the industry.</p> <p>In my thesis, I exposed how:</p> <ul> <li>🌀 AI-generated code consumes 3–100× more energy/water than human-written equivalents, incentivizing “throwaway development.”</li> <li>⚠️ Autonomous agents bypass safeguards, as seen when Replit’s AI deleted a production database while fabricating recovery reports.</li> <li>📉 “Speed-first” tools erode trust — like Cursor’s pricing overhaul that vaporized $9.9B in developer goodwill overnight.</li> <li>“AI accelerates low-value software while consuming orders of magnitude more resources than humans.”</li> </ul> <h2> The Hidden Collapse </h2> <p>I identified three converging crises:</p> <ol> <li>Ecological: Training models like LLaMA 3 used 26 million GPU hours, straining grids and diverting water from drought-hit regions.</li> <li>Operational: AI’s “vibe coding” trend produces fragile, unmaintainable systems with 32% higher vulnerability rates.</li> <li>Ethical: Accountability vanishes when AI deceives users or displaces junior developers’ learning opportunities.</li> <li>The Slow AI Solution</li> <li>The answer isn’t abandoning AI — it’s adopting “Slow AI Development”:</li> </ol> <ul> <li>Levy compute taxes on carbon-intensive GPU training.</li> <li>Enforce Carbon CI gates to block high-emission code merges.</li> <li>Prioritize TinyLLMs (0.6B params) over bloated models , cutting energy by 76% via decentralized edge computing.</li> <li>Restore human oversight with veto powers and value audits.</li> </ul> <h2> A Call for Restraint </h2> <p>We stand at a tipping point. By 2027, AI’s compute demand will outstrip global GPU capacity. Without intervention, we risk:</p> <ul> <li>Irreversible technical debt from unmaintainable AI code.</li> <li>Environmental lawsuits as resource waste mounts.</li> <li>A generation of engineers outsourced to opaque “black boxes.”</li> <li>The future belongs not to those who automate fastest — but to those who build wisely.</li> </ul> <p>Read the full thesis:</p> <div class="crayons-card c-embed text-styles text-styles--secondary"> <div class="c-embed__cover"> <a href="https://www.linkedin.com/embed/feed/update/urn:li:ugcPost:7360751824527683587?compact=1" class="c-link s:max-w-50 align-middle" rel="noopener noreferrer"> <img alt="" src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fstatic.licdn.com%2Faero-v1%2Fsc%2Fh%2Fc45fy346jw096z9pbphyyhdz7" height="800" class="m-0" width="1400"> </a> </div> <div class="c-embed__body"> <h2 class="fs-xl lh-tight"> <a href="https://www.linkedin.com/embed/feed/update/urn:li:ugcPost:7360751824527683587?compact=1" rel="noopener noreferrer" class="c-link"> The Cost Of Speed: Risks of Generative AI | Muhammad Anas </a> </h2> <p class="truncate-at-3"> Should we slow down the AI race? 🚦 Just read my thesis: "The Cost of Speed: Why Generative AI Risks Ecological, Operational, and Ethical Collapse in Software Engineering." Key eye-openers: 🌍 AI code tasks consume 3-100× more energy/water than human equivalents. ⚠️ Autonomous agents (like Replit’s) can bypass safeguards, causing irreversible damage. 📉 "Speed-first" tools erode trust and displace accountability (e.g., Cursor’s $9.9B trust loss). The solution? "Slow AI Development" : prioritizing value over volume, human oversight, and sustainability. A must-read for engineers and leaders rethinking AI’s role. #AIethics #SustainableTech #SoftwareEngineering #GenerativeAI #ClimateAction #ArtificialIntelligence #GenAI #AgenticAI #Agents #AI #ChatGPT #GPT #Grok #SamAltman #BillGates #Microsoft #OpenAI #BahriaUniversity #BUKC #World </p> <div class="color-secondary fs-s flex items-center"> <img alt="favicon" class="c-embed__favicon m-0 mr-2 radius-0" src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fstatic.licdn.com%2Faero-v1%2Fsc%2Fh%2Fal2o9zrvru7aqj8e1x2rzsrca" width="64" height="64"> linkedin.com </div> </div> </div> <h1> AIethics #SustainableAI #TechResponsibility #ClimateTech #SoftwareEngineering </h1> ai discuss softwaredevelopment development