🧱 SQL Anti-Patterns You Should Avoid
A concise reminder that disciplined engineering practices apply to SQL too—shortcuts in analytics code often become long-term technical debt.
This article highlights frequent SQL anti-patterns—like overusing CASE WHEN, misapplying SELECT DISTINCT, or nesting views excessively—that degrade performance and maintainability. It advocates for building dimension tables, using explicit joins, and flattening views regularly to sustain clarity and efficiency in SQL-driven data systems.
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🤖 Teaching AI to Build Web Scrapers
An inventive look at combining LLM reasoning with deterministic execution to make browser automation smarter and cheaper.
Skyvern unveils an AI system that autonomously writes and maintains Playwright automation scripts. Using an ‘explore and replay’ model, it learns website flows and generates resilient deterministic code, cutting automation costs and latency while boosting reliability for tasks like data extraction or form completion.
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📊 Claude Code vs. Codex: Sentiment Dashboard from Reddit
A creative example of community-based sentiment analysis, showing how developer perceptions differ from technical benchmarks.
Analyzing 500+ Reddit comments, this project compares community sentiment around Anthropic’s Claude Code and OpenAI’s Codex. Results show Claude Code attracts more attention, but Codex garners stronger positive sentiment. The study uses Claude Haiku for classification and presents results via an interactive dashboard.
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🧠 Game Over: Why AGI Isn’t Coming Soon
A thought-provoking critique of the LLM-centric view of AI progress, reinforcing the need for cognitive and symbolic approaches.
Gary Marcus contends that recent AI milestones debunk claims that large language models are nearing artificial general intelligence. Drawing on critiques from leading researchers and new evidence from 2025, he argues that symbolic and hybrid reasoning systems remain the more viable route toward real intelligence.
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🎧 Tinnitus Neuromodulator: Sound Therapy in Action
A compelling example of how well-crafted digital tools can transform health management through community feedback and personalization.
myNoise offers an online sound generator that helps alleviate tinnitus symptoms. Thousands report relief and improved auditory comfort through its adaptive, non-invasive design—proving that accessible digital sound therapy can rival costly clinical treatments.
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