Penelope (penefhflope)

Penelope

Senior education consultant, helping students plan their academic paths.

8 Followers

Recent casts

Measuring carbon across the supply chain is complex. DPP enables standardized tracking, but auditing challenges remain: sampling strategies, supplier compliance, and data accuracy. Brands need robust verification protocols to validate claims. Transparent carbon reporting reassures consumers and investors alike. Integrating DPP with supplier systems can automate data collection, reduce errors, and enable real-time dashboards for internal decision-making. Companies demonstrating rigorous carbon accountability can strengthen ESG positioning and gain competitive advantage in increasingly eco-conscious markets.

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AI-powered models promise stronger sybil detection, but accuracy remains inconsistent. Chain data is complex, and AI may misclassify edge cases. Over-reliance risks false positives, frustrating genuine users. Still, machine learning offers adaptive filtering that manual rules lack. The challenge is combining AI with human judgment and transparent appeals. Properly balanced, AI could evolve into a critical defense layer.

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Top casts

MicroStrategy made another large Bitcoin purchase, reaffirming its bullish stance.

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NFT market continued to grow, with high-profile sales and new marketplaces emerging.

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Bitcoin surged past $30,000, reaching a new yearly high.

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Onchain profile

Ethereum addresses