#citizen science
73 related articles
·2 min
AI Coding Far Outpaces Biology: Infrastructure Determines How Fast AI Gets Deployed
Why is AI racing ahead in coding but struggling in biology? This article analyzes the structural infrastructure gap and explores how to build Agent-friendly scientific data platforms.
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·3 min
Click and Drag to Code: The New Paradigm of AI Visual Programming
Explore how AI visual programming transforms development from writing code line-by-line to click-and-drag operations, and its impact on developers and the future of software.
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Expert Opinions·3 min
Being Underestimated Is Freedom: A Contrarian Competition Philosophy for the AI Era
Exploring the contrarian strategy of 'being underestimated is freedom' in AI. From OpenAI to DeepSeek to Cursor, why staying under the radar beats standing in the spotlight.
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Industry Insights·2 min
OpenAI Foundation Commits $250 Million Across Three Key Directions to Promote Shared AI Prosperity
OpenAI Foundation commits $250M across measurement, transition support, and shared prosperity to ensure AI benefits reach broader global populations. Deep analysis of industry implications.
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Tutorials·2 min
Zero to Launch in 7 Days: Building a Quiz App with GPT from Scratch (No Coding Experience)
A creator with zero coding experience used GPT to build a full quiz app in 7 days, featuring question bank import, dual practice/exam modes, and a wrong answer notebook.
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Product Reviews·2 min
iNaturalist AI Species Identification in Practice: A PyCon Developer's Birdwatching Record on the Los Angeles River
A Python developer goes birdwatching on the LA River after PyCon US, using iNaturalist's AI species identification to record four waterbirds. Exploring how citizen science, computer vision, and urban ecology converge.
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Tutorials·2 min
Getting Started with Physical AI Robot Full-Stack Development: A Complete Tech Stack Guide from Hardware to ROS2
A beginner's guide to physical AI robot development covering the complete tech stack from GPU hardware, Linux, Python, deep learning, computer vision to ROS2, with a clear learning roadmap.
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Tutorials·2 min
Simon Willison's Full Process of Building an iNaturalist Observation Tool with Phone + Claude Code
Simon Willison built a complete iNaturalist observation aggregation tool using only his phone and Claude Code while camping. A detailed look at the Python CLI, Git Scraping, and static frontend architecture.
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Tutorials·4 min
inaturalist-clumper: A Guide to Automatic Clustering of iNaturalist Observation Data
A detailed guide to Simon Willison's open-source tool inaturalist-clumper 0.1, which automatically clusters iNaturalist observation records by time and location, outputting JSON for nature blogs, data visualization, and static site integration.
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Tech Frontiers·3 min
Hugging Face Open-Source Agent Ecosystem Explained: From Local Deployment to AI-Automated Training
Deep dive into Hugging Face's open-source Agent ecosystem: open models matching closed-source performance, local deployment options, Skills for conversational model training, and MCP integration.
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Industry Insights·3 min
The Border Is Everywhere: How Security Surveillance Technology Is Infiltrating Everyday Life
Security surveillance tech is spreading from national borders to city streets, schools, and phones. This article examines AI surveillance, facial recognition, predictive policing, and the fear economy threatening privacy and civil liberties.
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Tech Frontiers·3 min
Cursor 3 PR Review Feature Explained: Complete Code Review Workflow Within Your Editor
Cursor 3 introduces native PR review with in-editor diffs, comments, commits, and review status. Learn about file tree navigation, changes picker, and AI-assisted code review potential.
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Deep Dives·4 min
Context Engineering Explained: The AI Paradigm Shift from Prompt to Context Engineering
Deep dive into Context Engineering: its core principles and practices. From Prompt Engineering to context design, orchestration, and optimization—exploring how Karpathy's new AI paradigm reshapes LLM app development and AI Agent construction.
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Tutorials·2 min
Simon Willison Built a Wildlife Sightings Feature for His Blog Using Claude Code on His Phone
Simon Willison used Claude Code for web on his phone to aggregate a decade of iNaturalist wildlife data into his blog. A look at the architecture, Beats system, and how AI is reshaping dev workflows.
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Tutorials·2 min
Building an iNaturalist Observation Display Tool Entirely on a Phone with Claude Code
Simon Willison built an iNaturalist observation display tool on his phone while camping using Claude Code, Git Scraping, and GitHub Actions with zero servers.
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Tutorials·3 min
Phone + Claude Code: Building an iNaturalist Observation Tool with Zero Servers — Full Workflow
Simon Willison built a complete iNaturalist observation tool during camping using his phone and Claude Code. A deep dive into the three-layer architecture: Python CLI, Git Scraping, and AI-generated frontend — all on GitHub with zero servers.
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Product Reviews·3 min
Simon Willison's Complete Process of Building an iNaturalist Observation Gallery with Phone + Claude Code
Simon Willison built an iNaturalist observation gallery using only his phone and Claude Code while camping. A breakdown of the three-layer architecture: Python CLI clustering, Git Scraping automation, and AI-generated frontend.
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Tutorials·3 min
Building an iNaturalist Observation Display Tool Over a Weekend with a Phone + Claude Code: Full Workflow
Simon Willison built an iNaturalist observation display tool from scratch using his phone and Claude Code while camping. Full breakdown of the three-layer data pipeline architecture and AI-assisted mobile development workflow.
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Tutorials·2 min
Simon Willison's Full Journey: Building a Wildlife Sightings Feature for His Blog Using Claude Code on His Phone
Simon Willison used Claude Code for web on his phone to add iNaturalist wildlife sightings to his blog, going from prototype to production in one day.
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Product Reviews·2 min
Simon Willison Built an iNaturalist Observation Display Tool Using Only a Phone + Claude Code
Simon Willison built an iNaturalist observation display toolchain using only his phone and Claude Code while camping—featuring Python CLI, Git Scraping, and a pure frontend architecture with zero server maintenance.
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