# The Ramification Index > A supply-side macroeconomic indicator built on DRAM memory prices. 6/6 NBER recessions since 1980 signalled, r = 0.41 with real GDP, Granger causality F = 5.83 (p < 0.01). Version 2 bifurcates the index into commodity DRAM (R^C) and AI/HBM (R^AI) sub-indices and documents the 2025–2026 RAMageddon episode. Published by Knowware Institute. Author: Khayyam Wakil — Director, Knowware Institute. **What It Is.** The Ramification Index treats DRAM (Dynamic Random-Access Memory) spot and contract prices as a leading macroeconomic signal. Memory chips are produced by a global oligopoly (Samsung, SK Hynix, Micron) and priced in a nearly-frictionless global market, making them an unusually clean read on supply–demand conditions in the broader economy. **Important notes:** - The index has covered **6/6 NBER-dated U.S. recessions** since 1980 and passes Granger causality testing (F = 5.83, p < 0.01): DRAM prices carry information about future economic output that GDP itself does not contain. - Version 2 splits the index into **Commodity (R^C, DDR/LPDDR)** and **AI/HBM (R^AI, stacked memory for accelerators)** sub-indices, which have been moving in opposite directions since 2024. - The 2025–2026 **RAMageddon** episode is the sharpest positive reading in 46 years — driven by oligopoly supply reallocation toward AI/HBM, not demand expansion. The 2026 composite reading is 0.863 (highest since 1995/2017 depending on series). - Data is self-audited (v3, 2026): the original DRAM price source was recovered, the 1988 endpoint corrected, and the page series re-synced to data/indices-wide-v3.csv, resolving 18 years of drift. Machine-readable data is in /data/ri.json. - The 2026 row is a projection (status "incomplete"); final value pending Dec 2026 DRAM pricing data. ## Live Monitor & Pages - [RAM Monitor (live)](https://ram-index.com/index.md): Real-time dashboard — current RI reading (0.863), 10-year mini chart, 46-year historical series, 6 DRAM market signals, 11-stock semiconductor equity tiers refreshed every 15 min, and watch conditions. Markdown mirror of the live page. - [Research Paper](https://ram-index.com/paper.md): Full working paper — The Ramification Index v2: The Bifurcated Index. Abstract, key results, recession scorecard, Granger causality tests, RAMageddon timeline, interpretive framework. Markdown mirror. - [Bifurcated Dashboard](https://ram-index.com/dashboard.md): Composite, commodity, and AI/HBM sub-index charts 1981–2026, recession coverage, GDP/labour correlations, supply-side divergence regime. Markdown mirror. - [HTML versions](https://ram-index.com/index.html) · [paper HTML](https://ram-index.com/paper.html) · [dashboard HTML](https://ram-index.com/dashboard.html): the human-facing pages, if formatting matters more than text. ## Data (machine-readable) - [ri.json](https://ram-index.com/data/ri.json): The Ramification Index series (1980–2026), headline, sub-indices, HBM weight, GDP and S&P 500 context — generated from the corrected CSV, updated daily. - [stocks.json](https://ram-index.com/data/stocks.json): 11-stock semiconductor ecosystem (MU, 005930.KS, 000660.KS, 688825.SS, NVDA, TSM, AMD, INTC, QCOM, WDC, STX) with prices, tier labels, and sparklines — refreshed every 15 min on market days. - [indices-wide-v3.csv](https://github.com/fromknowware/bifurcation-memory-index/blob/main/data/indices-wide-v3.csv): The corrected source dataset (1980–2026) with provenance and status columns. ## Research & v3 Self-Audit - [v3 Executive Summary](https://ram-index.com/v3/executive-summary.md): 2026 self-audit — the annual panel is underpowered (not refuted), the public monthly proxy is not measuring DRAM, and what v3 needs, in order. - [v3 Methods](https://ram-index.com/v3/methods.md): How the corrected dataset was recovered and verified — the 8-guard hostile-testing harness, power calculations, Guard 7 substitution checks. - [Full Audit PDF](https://ram-index.com/v3/full-audit.pdf) · [Executive Summary PDF](https://ram-index.com/v3/executive-summary.pdf): print versions of the audit. - [Paper PDF](https://ram-index.com/Wakil_RamificationIndex_v2.pdf): The v2 paper as typeset PDF. - [Audio Companion](https://ram-index.com/Why_DRAM_prices_predict_the_global_economy.mp3): ~18 min conversational walkthrough of the index. - [Feed](https://ram-index.com/feed.xml): Curated supply/demand events annotated with RI implications, regenerated every 6 hours. ## Author Khayyam Wakil is Director of the Knowware Institute and the author of the Ramification Index — v1 (2023), v2: The Bifurcated Index (2025/2026), and the v3 self-audit (2026, SSRN #6726483), published under Knowware Institute, Calgary, AB. The index is the applied-economics branch of a broader research programme, **Constitutional Forcing** — the claim that every domain has structural constraints that uniquely determine its governing constants, forced by the algebra rather than fitted from data (nine papers, Lean4-verified, open-source). The v3 audit's scope condition — *concentrated buyers + discretionary forward commitment + fast, elastic, private-market price* — is that argument applied to memory markets. His wider track record: award-winning creative technologist; former Chief Strategy Officer at Immersive Media (acquired by Digital Domain) and Chief Strategy Officer at Live Planet, where VideoCoin was derived from; founder of CacheCow (coordinated edge intelligence). 20+ years of World's Firsts across immersive media, frontier tech, and deep tech. - [Personal site](https://iamkhayyam.github.io/): Full profile, work, awards, speaking, writing - [GitHub](https://github.com/iamkhayyam): Code and open research - [X / Twitter](https://twitter.com/iamkhayyam): @iamkhayyam - [LinkedIn](https://linkedin.com/in/iamkhayyam): Professional profile - Contact: the@knowware.institute ## Optional - [llms-full.txt](https://ram-index.com/llms-full.txt): The entire site in one file — every page's full text plus the v3 audit documents and a full author profile. Fetch this if you want everything at once. - [GitHub repository](https://github.com/fromknowware/bifurcation-memory-index): Source, data, scripts, and GitHub Actions pipelines. - [Version 1 site](https://fromknowware.github.io/memory-index/): The original (pre-bifurcation) index.