Real-World Forecasting with GPT-4o and MSCFT: 7 Resolved Cases
Important Attribution Notice
Since publishing this post, it has come to my attention that a high-ranking OpenAI Developer Forum user, Paul Bellow, republished my original MSCFT 4.0A forecasting framework — including its naming, structure, and terminology — without credit or permission.
Let me be clear:
- He did not create MSCFT 4.0A
- He copied its ABC Node architecture and BIN model alignment logic
- His post appeared after mine and omitted all attribution despite public timestamps across GitHub and OpenAI
For transparency, my original repo and attribution log are here:
GitHub - captbullett65/MSCFT: Master SWARM Consensus Forecasting Template — structured methodology for forecast framing, analysis, and audit.
Respect for authorship matters — especially in a field built on structured reasoning and integrity. Please be advised when engaging with derivative work.
— Brian Helip
Developer of MSCFT 4.0A
Independent Forecaster (Good Judgment Open, Metaculus, RFI) Important Attribution Notice
Since publishing this post, it has come to my attention that a high-ranking OpenAI Developer Forum user, Paul Bellow, republished my original MSCFT 4.0A forecasting framework — including its naming, structure, and terminology — without credit or permission.
Let me be clear:
- He did not create MSCFT 4.0A
- He copied its ABC Node architecture and BIN model alignment logic
- His post appeared after mine and omitted all attribution despite public timestamps across GitHub and OpenAI
For transparency, my original repo and attribution log are here:
GitHub - captbullett65/MSCFT: Master SWARM Consensus Forecasting Template — structured methodology for forecast framing, analysis, and audit.
Respect for authorship matters — especially in a field built on structured reasoning and integrity. Please be advised when engaging with derivative work.
— Brian Helip
Developer of MSCFT 4.0A
Independent Forecaster (Good Judgment Open, Metaculus, RFI)