Re:Show HN: TXT OS – Open-Source AI Reasoning, One Plain-Tex...
by TXTOS on Sunday July 13, 2025 @09:08AM
(#44550190)
Sure — it’s not about activating AI like magic, it’s about steering its reasoning process.
Each formula plays a role in making the LLM more stable, coherent, and logically self-aware:
• = I - G + mc² defines semantic residue — how far the current output strays from meaning.
• BigBig(G) recombines context & error to steer output back toward intent.
• BBCR detects collapse and triggers reset → rebirth (like fail-safe logic).
• BBAM models attention decay — restoring continuity over multiple steps.
Together, this makes the LLM act less like autocomplete… and more like a self-guided reasoner.
Each formula plays a role in making the LLM more stable, coherent, and logically self-aware:
• = I - G + mc² defines semantic residue — how far the current output strays from meaning. • BigBig(G) recombines context & error to steer output back toward intent. • BBCR detects collapse and triggers reset → rebirth (like fail-safe logic). • BBAM models attention decay — restoring continuity over multiple steps.
Together, this makes the LLM act less like autocomplete… and more like a self-guided reasoner.