This story was originally published on HackerNoon at: https://hackernoon.com/the-ecological-cost-of-the-digital-revolution.
The digital revolution promises progress, but its hidden costs—from e-waste to rising carbon emissions—are pushing the planet toward crisis.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #ai-energy-consumption, #digitization, #digital-pollution, #e-waste-crisis, #carbon-footprint-of-tech, #tech-sustainability, #digital-revolution, #environmental-impact-of-ai, and more.

This story was written by: @vlabroo. Learn more about this writer by checking @vlabroo's about page, and for more stories, please visit hackernoon.com.

The digital revolution requires gargantuan levels of electricity consumption to sustain itself, exacerbating an already precarious climate change scenario. The social havoc being wreaked by relentless digitisation is all-pervasive. The collapse of traditional ways and means of social networking for people across age groups, as well as the dangers posed by deepfake technology, are not things that can be swept under the carpet without reaping the most harmful consequences.

This story was originally published on HackerNoon at: https://hackernoon.com/instance-aware-group-quantization-for-vision-transformers.
A new PTQ method, IGQ-ViT, uses dynamic instance-aware grouping to quantize Vision Transformers efficiently without major accuracy loss.
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This story was written by: @instancing. Learn more about this writer by checking @instancing's about page, and for more stories, please visit hackernoon.com.

Post-training quantization works well for CNNs but breaks down with Vision Transformers due to highly variable activation distributions. IGQ-ViT solves this by dynamically grouping channels per input instance so each group shares similar statistics, then quantizing them with shared parameters. The method also extends to softmax attention and includes a group-allocation strategy under BOP constraints. Across classification, detection, and segmentation tasks, IGQ-ViT delivers state-of-the-art quantization results for ViTs at low bit-widths without costly retraining.

This story was originally published on HackerNoon at: https://hackernoon.com/ssz-ql-a-guide-to-querying-ethereums-beaconstate-using-offsets-proofs-and-g-indexes.
Learn how SSZ-QL lets Ethereum clients request tiny slices of BeaconState with Merkle proofs, using generalized indexes and SSZ analysis.
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This story was written by: @sahil4555. Learn more about this writer by checking @sahil4555's about page, and for more stories, please visit hackernoon.com.

Ethereum consensus clients today can’t efficiently serve small, verifiable pieces of BeaconState without shipping the entire ~271MB state or relying on ad-hoc debug endpoints. SSZ-QL, originally proposed by Etan Kissling and now prototyped by Jun and Fernando in Prysm, defines a standard query language for requesting arbitrary SSZ subtrees plus Merkle proofs, across both consensus and execution clients. The article walks through how generalized indexes and SSZ serialization shape the Merkle tree, how Prysm’s SSZ analyzer (analyzeType + PopulateVariableLengthInfo) computes offsets and chunk layouts, and how new Beacon API endpoints expose an initial SSZ-QL-powered /states/{state_id}/query and /blocks/{block_id}/query interface.

This story was originally published on HackerNoon at: https://hackernoon.com/what-happens-when-telegrams-1-billion-users-get-access-to-ethical-ai-alphaton-has-a-plan.
AlphaTON partners with SingularityNET to deploy hydroelectric-powered GPUs for Telegram's Cocoon AI network in Sweden.
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This story was written by: @ishanpandey. Learn more about this writer by checking @ishanpandey's about page, and for more stories, please visit hackernoon.com.

AlphaTON Capital has partnered with SingularityNET, CUDO Compute, and Vertical Data to deploy hydroelectric-powered GPU infrastructure in Sweden for Telegram's Cocoon AI network. The collaboration addresses three critical challenges in modern AI: privacy preservation, environmental sustainability, and decentralized computing. With Telegram's billion-plus user base representing one of the largest untapped markets for privacy-focused AI applications, this partnership positions AlphaTON at the intersection of blockchain finance and ethical AI infrastructure. The first GPU deployment begins Q4 2025, financed through Vertical Data's GPUFinancing.com platform.

This story was originally published on HackerNoon at: https://hackernoon.com/brands-find-the-right-hackernoon-services-for-you.
Discover HackerNoon's marketing services for tech brands. From business blogging and SEO to targeted ads and writing contests - reach 4M+ engaged technologists.
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This story was written by: @hackmarketing. Learn more about this writer by checking @hackmarketing's about page, and for more stories, please visit hackernoon.com.

Finding the right marketing service shouldn't be complicated. From business blogging and SEO boosts to targeted ads and writing contests, HackerNoon offers tailored solutions to help tech brands reach millions of engaged developers and decision-makers.

This story was originally published on HackerNoon at: https://hackernoon.com/ai-can-write-code-fast-it-still-cannot-build-software.
Why GenAI hits limits in real-world coding and governance. Learn how AI orchestration and safeguards outperform bigger models.
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This story was written by: @dynamo. Learn more about this writer by checking @dynamo's about page, and for more stories, please visit hackernoon.com.

AI coding assistants struggle with reliability, context retention, and task completion. Scaling models and context windows adds cost but not capability. The breakthrough lies in multi-agent orchestration and AI governance, enabling aligned, traceable, and safe task automation across complex workflows where single-shot prompting fails.

This story was originally published on HackerNoon at: https://hackernoon.com/youre-wrong-about-founder-led-ai-content-all-of-you.
A rant from Ken on the annoying black and white thinking I hear daily about founder led AI content creation.
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This story was written by: @meetsona. Learn more about this writer by checking @meetsona's about page, and for more stories, please visit hackernoon.com.

Have an opinion. Focus on topics your audience/customers care about. Speak your thougths or record a conversation. Use transcripts + AI + templates to scale content with taste that resonates.

This story was originally published on HackerNoon at: https://hackernoon.com/what-determines-how-much-funding-african-startups-raise.
Discover the key factors driving startup funding across Africa—gender, education, incubators, and more shaping the continent’s innovation boom.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #african-startups, #startup-funding-africa, #venture-capital-africa, #african-entrepreneurship, #startup-investment-data, #startup-policy-africa, #african-startup-ecosystem, #venture-capital-research, and more.

This story was written by: @exitstrategy. Learn more about this writer by checking @exitstrategy's about page, and for more stories, please visit hackernoon.com.

This study explores the factors shaping how much funding African startups raise, revealing the strong influence of founder profiles, gender diversity, incubators, and exit strategies on deal amounts. It highlights how these insights can guide policymakers, investors, and ecosystem builders in creating supportive environments that drive sustainable innovation, cross-border collaboration, and economic growth across the continent’s startup landscape.