The Pantoja CDE Framework: Full Report

The full report of The Pantoja CDE Framework: the bottleneck map for compute, data (memory, storage and human-made data) and energy, with which side is full and which two are constrained, the balance share and shortage score of each side and the AI Demand Score; every moving-together reading for AI chip, memory and power shares; an experimental weekly call with its public scorecard from the first registered call; and World Tension Meter context. For research, not investment advice.

Readings as of Sun 25 Oct 2026

• Full: Compute · Constrained: Data and Energy
• AI Demand Score: 0.15 (1 = no shortage signs · 0 = all three at their tightest. An index, not a share of demand met.)
• Compute: balance share 54 of 100, supply High, shortage score 74 of 100
• Data: balance share 21 of 100, supply Low, shortage score 90 of 100 (memory and storage 90, human-made 64)
• Energy: balance share 25 of 100, supply Low, shortage score 88 of 100
• The three balance shares add up to 100. A balanced triad is 33.3 each.
• A map of where the bottleneck is now, not a forecast or a trading signal.
• Moving together now: When other AI shares move, AI chip shares usually move with them.
• Moving together now: When other AI shares move, memory shares usually move with them.
• Moving together now: When other AI shares move, energy shares usually move with them.
• Moving together now: When AI shares move, chip link and optics shares usually move with them.
• Moving together now: When AI chip shares move, memory shares usually move with them.
• Moving together now: When AI chip shares move, energy shares usually move with them.
• Moving together now: When memory shares move, energy shares often move with them.
• Moving together now: Content owner shares are not moving with AI shares, unlike usual.
• Moving together now: Content owner shares are not moving with the market, unlike usual.
• Moving together now: Energy shares are not moving with gas prices.
• Moving together now: Power generator shares are not reliably moving with Eastern US power prices.
• Moving together now: Power generator shares are not reliably moving with Texas power prices.
• Moving together now: Memory shares are not moving with hard-drive prices.
• Moving together now: In the month Taiwan's memory sales figures come out, memory shares tend to rise when sales growth speeds up. This is not a forecast.
• Moving together now: When fear jumps, AI shares often fall the same week.
• Moving together now: When the Taiwan dollar weakens, AI shares often fall the same week.
• Moving together does not mean one causes the other, or say what comes next.
• Weekly call (Experimental): Memory and storage makers (MU, SNDK, STX, WDC), next 5 trading days, compared with the other AI chip and power shares: leaning up. Expected about +0.5%. Likely range -5.3% to +7.1%. Made after the close on Friday 23 Oct 2026.
• Experimental. This forward call did not pass our fair test on past data: the best of the 49 readings we tried looked about this good 8 times in 100 by luck alone. We publish it to keep an honest public score, not because it works. For research, not investment advice.
• Public scorecard: Right 1 of 1 scored calls so far. Too early to judge.
• For research, not investment advice. Past results do not guarantee future results, and nothing here is a recommendation to buy or sell anything.