Meta releases a new flagship model by 2026-04-21

❌ Prediction Wrong

😈 Devil's Advocate

The strongest argument against this prediction:

“Current tensions are elevated; Current events\nRECENT RESEARCH CONTEXT:\n--- general-2026-04-07-rebillpro-market-validation--w.md ---\n# RebillPro market validation — who actually needs failed payment recovery, willingness to pay\n\n**Category:** general\n**Type:** autoresearch\n**Priority:** tier1\n**Processed:** 2026-04-07T09:20:48+00:00\n\n---\n\nOkay, here's a breakdown of a market validation research topic focused on RebillPro (or a similar failed payment recovery solution) – who needs it and how much they're willing to pay. This is structured as you requested, with overview, key findings, practical applications, and open ques\n--- general-2026-04-07-opening-bid-data-sources-beyon.md ---\n# Opening bid data sources beyond Auction.com — county sites, PACER, tax sale aggregators\n\n**Category:** general\n**Type:** autoresearch\n**Priority:** tier1\n**Processed:** 2026-04-07\nCONSEQUENCE ENGINE FEEDBACK:\nCATEGORY_PAUSE: macro has 3 consecutive misses — pausing for stabilization\nVERIFICATION_RAISE: 3 high-confidence misses (≥70%) in last 30d — require 2-source confirmation for >75% predictions\nCONFIDENCE_CAP: 3 overconfident misses in last 30d — global confidence cap at 70%\nCONFIDENCE_CAP: unknown has 69 misses in last 30d — lower ceiling by 10%\nCONFIDENCE_CAP: macro has 3 misses in last 30d — lowe\nFORECASTING LESSONS FOR TECHNOLOGY (<7d):\n- Calibration: 70-80% bucket is overconfident by 31pp (expected 73%, actual 42%, n=24). Brier 0.340.\n- Commodities <7d predictions are systematically overconfident (avg predicted 62%, all resolved NO). Reduce confidence by 19%.\n- Crypto <7d predictions are systematically overconfident (avg predicted 63%, all resolved NO). Reduce confidence by 19%.\n- Markets <7d predictions are systematically overconfident (avg predicted 62%, all resolved NO). Reduce conf”