#flywheel effect
261 related articles
·4 min
Retrieval vs. Reasoning: Does Search Technology Still Matter in the Age of LLMs? Six Experts Debate
When ChatGPT can answer directly, does retrieval still matter? Six experts from Microsoft, IIT Delhi debate parametric memory limits, BM25's endurance, and where retrieval ends and reasoning begins.
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·3 min
Microsoft Research India: Transforming from a Software Company to an Infrastructure Company in the AI Era
MSR India director Venkat Padmanabhan reveals Microsoft's shift to an infrastructure company with $200B annual investment, covering AI efficiency, SLMs, and Global South tech diffusion.
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Deep Dives
Deep Dive into AI Agent Skill Design: …
·3 min
Deep Dive into AI Agent Skill Design: Engineering Practices from Anthropic and Perplexity
A deep dive into Skill design philosophy from Anthropic's Claude Code team and Perplexity's Agent team, covering the Tax Test, Gotchas Flywheel, progressive disclosure, and Eval-First practices for building high-quality AI Agent skill systems.
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AI-Generated Infinite Cathedral: How I…
·2 min
AI-Generated Infinite Cathedral: How Interactive Creative Experiences Are Redefining the Boundaries of Art
A creator built an interactive "Infinite Cathedral" powered by AI — anyone can explore it online. Discover how AI creative tools are evolving from static demos to immersive web experiences.
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·2 min
WorkBuddy Advanced: Develop Your Own AI Skills in 3 Steps — No Coding Required
Most people use only 10% of WorkBuddy's potential. Learn how to build custom AI Skills in 3 steps using plain language — no coding required.
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·3 min
How to Test High-Risk Actions in AI Agents Before Going Live: A Complete Strategy Beyond Mocking
Mock testing can't cover the real side effects of high-risk, irreversible AI Agent actions. Learn sandbox environments, shadow mode, dry run, HITL, and more.
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OpenAI May Roll Out Universal Usage Li…
·2 min
OpenAI May Roll Out Universal Usage Limits — How Should ChatGPT Users Prepare?
OpenAI's Codex hits rate limits fast — is this a preview of broader ChatGPT usage caps? We analyze compute costs, tiered subscriptions, and how users can prepare.
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·6 min
GPT-5.6 vs Grok 4.5 on the Same Day: A Packed Week of Flagship AI Model Launches
OpenAI's GPT-5.6 launches with Sawa, Terra, and Luna sub-models the same day as Musk's Grok 4.5, while Anthropic, Meta, and NVIDIA make their moves. A packed week of flagship AI launches.
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·4 min
A Deep Dive into Claude Cookbooks: A Guide to the Official 47K-Star Hands-On Code Repository
Anthropic's open-source Claude Cookbooks project offers runnable Jupyter Notebook examples covering RAG, Tool Use, multimodal processing, and more—helping developers master Claude API best practices.
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·2 min
Comcast Splits Off NBCUniversal: A Media Giant's Strategic Pivot and Capital Logic
Comcast announces splitting its broadband business from NBCUniversal's entertainment assets, ending a decade-long "marriage." A deep dive into the strategy behind this media shakeup.
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·4 min
Zhipu GLM-5.2 Released: China's First Open-Source Model to Cross the 'Primary Model' Threshold
Zhipu releases GLM-5.2 with 1M token context, matching GPT-5.x and Claude. Zcode 3.0 offers 3M free daily calls with one-click migration from Claude Code and Codex.
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Taiwan's Lost 8-Bit Computers: A Forgo…
·5 min
Taiwan's Lost 8-Bit Computers: A Forgotten Chapter of Asian Tech History
During the 8-bit era, Taiwan produced homegrown computers now nearly forgotten. This article traces that little-known history and its impact on Taiwan's tech rise.
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·7 min
Breaking Down the Core Skills of an AI Application Engineer: From Beginner to Industrial-Grade Deployment
Knowing how to call an API doesn't make you an AI engineer. This article breaks down the complete skill structure of an AI application engineer, covering Python fundamentals, LLM fine-tuning, Agent development, and enterprise projects.
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·4 min
Behind India's 5% AI Hiring Dip: Core Skill Demand Structure Remains Rock Solid
India's AI/data science postings hit 11,557 this week, down 5% from last week, but the skill demand structure barely changed. Python, ML, and SQL remain top skills while GenAI/LLM demand keeps rising.
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·5 min
GPT-5.6 In-Depth Review: Crushing Competitors on Value, But Its Jailbreak Vulnerabilities Can't Be Ignored
OpenAI's GPT-5.6 Soul, Terra & Luna are priced at one-third of Claude, leading Anthropic Fable on many benchmarks. We analyze its value, reasoning, and jailbreak risks.
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·4 min
Super El Niño Warning: How Extreme Climate Is Reshaping Our Future
A "Godzilla-class" super El Niño is brewing in the Pacific, and scientists warn it could set records for pushing up global temperatures. A deep look at how El Niño works, its uneven global impacts, climate policy gridlock, and the surprising hope from the green energy transition.
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·4 min
How to Stop Meta AI from Training Its Models on Your Instagram Photos
Did you know Meta uses your public Instagram photos to train its AI by default? This guide explains the privacy risks of the opt-out mechanism and offers a 3-step guide to exit Meta AI data use.
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Nintendo's Talking Flower Gets a Price…
·3 min
Nintendo's Talking Flower Gets a Price Cut: The Emotional Value Marketing Logic Behind IP Merchandise
Nintendo recently cut the price of the Talking Flower from Super Mario Bros. Wonder. We break down its product strategy, emotional value consumption trends, and how Nintendo turns game IP into lasting value.
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·6 min
1X NEO Robotic Hand and GPT-5.6: A Full Breakdown of Dual Breakthroughs in Robot Hardware and Software
1X releases a new robotic hand for the NEO humanoid robot—25 DOF, force transparency, and tactile skin enabling data self-labeling. OpenAI launches the three-tier GPT-5.6, boosting coding and cost-efficiency. Hardware and AI brains evolve together, accelerating humanoid robot commercialization.
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Local Coding Agents in Practice: A Com…
·6 min
Local Coding Agents in Practice: A Complete Guide to Replacing Your Claude Subscription with Open-Source Models
An in-depth look at local coding agents—core concepts, advantages, and real challenges. Compare against Claude Code and learn to build a zero-subscription, private AI coding workflow with open-weight models.
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