Francois Wayenberg

Dual Temporal Reasoning for Human-Centred Early Warning: An Extended BSPG Architecture with Historical-Analogue Confidence Modulation and FEELLLM Felt-State Briefs

This paper introduces BSPG-I / FEELLLM, an extended Black Swan PreCog Generator architecture in which early recognition of risk and meaningful felt-state patterns is formalised as dual temporal reasoning: an endogenous longitudinal-memory axis (participant baseline, past self-rep...

Dual Temporal Reasoning for Human-Centred Early Warning: An Extended BSPG Architecture with Historical-Analogue Confidence Modulation and FEELLLM Felt-State Briefs

This paper introduces BSPG-I / FEELLLM, an extended Black Swan PreCog Generator architecture in which early recognition of risk and meaningful felt-state patterns is formalised as dual temporal reasoning: an endogenous longitudinal-memory axis (participant baseline, past self-rep...