Category: AI Chatbots & APIs
44% of Famous LLM Findings Have Expired: Stanford’s Shelf-Life Study Explained (Hallucinated Citations, Lost in the Middle, Sycophancy)
Stanford retested 50 widely cited LLM claims on 20 models from July 2024 to September 2026. 44% expired, 34% weakened, only 22% held or grew. Here is which…
GPT-6 Astra Designed a Hardware Device in Under a Week: What OpenAI Showed and What It Means for Makers
OpenAI says GPT-6 Astra designed the enclosure, PCB, firmware and interface of a Codex talk-to device in under a week. Here are the facts, the BenchCAD 2.0 scores,…
ChatGPT Search Is Now 20% of Google, Says OpenAI: What the Number Means (and What It Doesn’t)
OpenAI says search-like ChatGPT queries now equal about 20% of Google’s volume and weekly users hit 1.2 billion. Here is how the claim compares with independent data, and…
OpenAI Codex Guide (November 2026): App vs CLI vs IDE, Pricing, Limits and the Pierre Deal
Everything about OpenAI Codex in November 2026: desktop app, CLI install, IDE and web, plans from Free to Pro 500, usage limits, credits, GPT-6 models, and the Pierre…
ChatGPT vs Claude vs Gemini vs Grok (November 2026): Best AI Chatbot Compared on Models, Price and Features
ChatGPT, Claude, Gemini and Grok compared for November 2026: latest models (GPT-6 Astra, Claude Opus 5.5, Gemini 4 Argon, Grok 4.7), independent benchmark scores, free and paid plans,…
AI API Pricing Comparison (November 2026): Claude vs OpenAI vs Gemini vs Grok vs DeepSeek, Cheapest LLM API by Tier
Every major LLM API compared on price in November 2026: Claude, OpenAI GPT-6, Gemini, Grok and DeepSeek. Flagship, mid-tier and budget models side by side, caching and batch…
DeepSeek API Pricing (November 2026): V4.1 Flash and V4-Pro Costs, Off-Peak Discount and “Server Is Busy” Fix
DeepSeek API pricing for November 2026 from the official docs: deepseek-flash (V4.1-Flash-1017) and deepseek-v4-pro, cache hit and miss prices, peak and off-peak hours, concurrency limits, error codes, and…
Grok Pricing (November 2026): SuperGrok Plans, X Premium and xAI API Costs for Grok 4.7
Grok pricing explained for November 2026: Grok Free, SuperGrok Lite, SuperGrok, SuperGrok Plus and Heavy, X Premium+, and the xAI API prices for Grok 4.7, 4.6, 4.5, 4.3…
Gemini API Pricing and Free Tier Limits (November 2026): Gemini 4 Argon, 3.8 Flash, Flash-Lite and Nano Banana Costs
Gemini API pricing for November 2026 from Google’s official page: Gemini 4 Argon, Gemini 3.8 Flash, 3.5 and 3.1 Flash-Lite, 3.1 Pro, Nano Banana image models, Live audio,…
ChatGPT Free vs Go vs Plus vs Pro (November 2026): Prices, Models, Limits and Which Plan to Pick
Every ChatGPT plan compared for November 2026: Free, Go, Plus and Pro 100, 200 and 500, plus Business. Prices, GPT-6 model access, context windows, Codex and ChatGPT Work…