Reading Guide
How to ReadMATRIX is not a news aggregator but a continuously accumulating AI tech intelligence knowledge base. This page explains the six-dimension scores and the ADOPT / TRIAL / WATCH / IGNORE recommendation attached to every event.
Primary sources (official blogs, release notes, GitHub, Hugging Face, papers) are scanned incrementally and filed as structured events by official publication date, deduplicated by fingerprint and cross-verified across sources. A trend requires multiple independent signals across dates and organizations — a single news item is not a trend. The pipeline: Events → Signals → Trends → Decisions.
Every event is scored 1–5 on six dimensions. Anchors below; the meter on event cards and the score bars on detail pages show the same anchors on hover.
| Dimension | Meaning | Scale anchors |
|---|---|---|
| Technical impact | Technical novelty and paradigm-shift potential | 1 No real innovation · 3 Real improvement · 5 Could change the technical roadmap |
| Engineering value | Practical improvement to cost, latency, reliability, and developer workflow | 1 Barely applicable · 3 Some engineering value · 5 Can significantly change how you build |
| Adoption signal | Real adoption (GitHub / Hugging Face numbers, framework integrations, enterprise use) — not media buzz | 1 Almost no attention · 5 Rapid genuine adoption |
| Maturity | From research demo to wide adoption | 1 Research Demo · 2 Early Prototype · 3 Usable · 4 Production Ready · 5 Widely Adopted |
| Verification cost | Time it takes to verify the value yourself | 1 Minutes · 2 Hours · 3 A day · 4 Several days · 5 High cost |
| Risk | Combined assessment of license, security, vendor lock-in, API stability, privacy, and production reliability | 1 Very low · 5 Very high |
The six scores distill into four action levels: