# KnowEntry

> KnowEntry is a 24/7 AI news aggregator and sector intelligence platform. It aggregates AI news continuously from established publishers across six categories, and produces Canary — a daily quantitative intelligence system that scores AI sector news for sentiment, narrative framing, and semantic volatility.

KnowEntry has two distinct components: a news aggregator updated every 10–60 minutes around the clock, and Canary, a daily AI sector scoring system that uses Anthropic's Claude to read and analyse hundreds of articles each morning, producing structured signals about where the AI sector narrative stands and whether it is stable or shifting.

## News Sections

- [General AI](https://knowentry.com/): Broad AI news from publishers including The Verge, ZDNet, The Guardian, The Register, Fortune, and Fast Company. Updated every 10–60 minutes.
- [Academic Institutions AI](https://knowentry.com/academic-institutions-ai/): AI research from MIT, IEEE Spectrum, MIT Technology Review, and other academic and research-focused publishers.
- [Big Tech AI](https://knowentry.com/big-tech-ai/): AI news and announcements from Apple, Meta, Amazon, Microsoft, Google, and NVIDIA.
- [Technical & Research AI](https://knowentry.com/technical-research-ai/): In-depth technical AI content for practitioners covering model architectures, inference, agent frameworks, and applied research.
- [AI Funding News](https://knowentry.com/ai-funding-news/): Investment rounds, valuations, and capital flows into AI companies.
- [YouTube AI News](https://knowentry.com/youtube-ai-news/): Curated content from high-quality YouTube channels covering AI and machine learning.

## Canary Intelligence System

Canary is KnowEntry's original daily AI sector intelligence system. It processes the previous day's AI sector news each morning and produces quantitative signals across six industry categories: AI Chips and Hardware, AI Platform Hyperscalers, AI Enterprise Software, Data Centre Infrastructure, AI GPU Cloud, and Pure Play AI.

Canary 2.0 is an open research project. The methodology, sub-components, and calibration approach are publicly documented on this site. There is no commercial product, no licence, and no proprietary system.

- [How Canary Works](https://knowentry.com/how-canary-works/): Full explanation of the Canary methodology — LLM-based article scoring, relevance weighting, statistical significance testing using Welch's t-test, and narrative frame classification.
- [Canary Dashboard](https://knowentry.com/canary-dashboard/): Daily sentiment scores across six AI sector categories, with 95% confidence intervals, statistical significance flags, a 14-day heatmap, narrative frame distribution, and the Semantic Volatility Index.
- [Canary Sentiment Scores](https://knowentry.com/canary-sentiment-scores/): Explanation of the -1 to +1 scoring scale, relevance weighting (4–10), confidence intervals, and Welch's t-test significance flags.
- [Canary Narrative Frames](https://knowentry.com/canary-narrative-frames/): Eight mutually exclusive narrative frames assigned to every article: Growth Momentum, Technical Breakthrough, Financial Results, Regulatory Risk, Geopolitical Risk, Competitive Threat, Market Correction, and Macro Environment.
- [Semantic Volatility Index (SVI)](https://knowentry.com/semantic-volatility-index/): A composite open-research early-warning indicator (0–100) aggregating five sub-components — Sentiment Volatility (SC1), Within-Day Dispersion (SC2), Narrative Shift (SC3), Vocabulary Drift using Jensen-Shannon Divergence (SC4), and Frame Distribution Shift using Jensen-Shannon Divergence (SC5). Scores above 75 indicate possible narrative regime shift. The SVI is not a proprietary or commercial system.
- [AI Sector Sentiment Tracker](https://knowentry.com/ai-sector-sentiment/): Overview of what AI sector sentiment means, what Canary tracks, and how to interpret its outputs.
- [Canary FAQ](https://knowentry.com/canary-faq/): Answers to common questions about Canary sentiment scores, narrative frames, the Semantic Volatility Index, confidence intervals, and data sources. Covers all six categories and eight narrative frames. Includes explicit confirmation that the SVI is open research, not a proprietary system.

## About

- [About KnowEntry](https://knowentry.com/about-knowentry-com/): KnowEntry is maintained by Roger. The site uses no cookies, no tracking beyond anonymous analytics, and no advertising.
- [Privacy Policy](https://knowentry.com/privacy-policy/): No cookies. No personal data collected.

## Optional: Full Content

- [How Canary Works — full](https://knowentry.com/how-canary-works/)
- [Semantic Volatility Index — full](https://knowentry.com/semantic-volatility-index/)
- [Canary Narrative Frames — full](https://knowentry.com/canary-narrative-frames/)
- [Canary Sentiment Scores — full](https://knowentry.com/canary-sentiment-scores/)
- [AI Sector Sentiment Tracker — full](https://knowentry.com/ai-sector-sentiment/)