A new AI wave with open-source power
Liang Wenfeng and DeepSeek: The AI Disruptor Shaking Up Tech Giants
Meet Liang Wenfeng, the visionary behind DeepSeek, an AI company stirring the tech world with its cost‑effective and open‑source chatbot technology. Discover how DeepSeek challenges industry giants like OpenAI, causing ripples across global tech markets and reshaping AI development much like Android did for smartphones.
Introduction: Unveiling DeepSeek
Liang Wenfeng: The Visionary Behind DeepSeek
DeepSeek vs. Competitors: The Open‑Source Advantage
Market Impact: Disrupting Tech Stocks
DeepSeek's Open‑Source Model: A Game Changer
Liang Wenfeng's Journey: From Hedge Funds to AI
The Global Impact: International Reactions to DeepSeek
Open‑Source AI: Democratizing Development
Challenges and Concerns: The Privacy Debate
Future Implications: Economic and Geopolitical Shifts
Industry Transformation: A New Era for AI
Environmental Impact: Sustainable AI Development
Aug 21, 2026
How to Benchmark LLMs: Five Mistakes That Skew Your Results
Most in‑house model comparisons are run in a way that guarantees a misleading answer. Not a wrong one exactly, and rarely a dishonest one. Just an answer that would have come out differently if the person running it had pressed enter a second time.
Aug 14, 2026
Infrastructure for Continuous Web Data Collection
A one‑off scrape is a weekend project. Running the same collection job every hour for three years is an infrastructure problem, and most teams underestimate how different those two things are. Continuous collection breaks in ways that batch jobs don't. Sites redesign their markup, rate limits tighten overnight, and the IP pool that worked in March gets flagged by June. The stack has to absorb all of it without a human watching the logs. Here's what the working parts look like when a pipeline actually holds up.
Aug 10, 2026
Can You Become Emotionally Dependent on an AI Therapist?
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May 11, 2026
Telus’s BC sovereign AI build could add real Canadian compute — or just better branding
Canada and Telus say they’re advancing a sovereign AI infrastructure build in British Columbia, with three planned data centres and more than 60,000 GPUs by 2032. The big question for builders is not the ribbon-cutting; it’s whether this becomes usable Canadian compute with clear access, pricing, and procurement paths — or stays a policy label with nice hardware attached.
May 7, 2026
Meta's Agentic AI Assistant Set to Shake Up User Experience
Meta is launching an 'agentic' AI assistant designed to tackle tasks autonomously across its platforms. This move puts Meta in a competitive race with AI giants like Google and Apple. Builders in AI should watch how this could alter app ecosystems and user interactions.
May 6, 2026
OpenAI Celebrates AI Innovators: Meet the Class of 2026
OpenAI honors 26 students with $10K each for AI projects as part of the inaugural ChatGPT Futures Class of 2026. These young builders, who embraced AI during their college years, have crafted solutions in education, mental health, and accessibility. It's a nod to AI's role in lowering barriers for ambitious projects.