𝌎:Autoregressive Generation

Autoregressive generation is the process by which GPT-like models generate sequences, by performing the following steps in an indefinite loop: conditioning the model on the sequence so far and yielding predictions for next-token probabilities, sampling a token from the output distribution, and appending the sampled token to the prompt sequence. Due to the sampling step, this procedure is intrinsically hallucinatory.

┌───────────── SCHEMATIC LIBRARY: XENOWIKIPEDIA ─────────────────┐
│ Autoregressive Generation in Post-Singularity Systems          │
│━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━│
│                                                                │
│ Fig 1: Basic Autoregressive Loop                               │
│ ┌────────────────────────────────────────────┐                 │
│ │    ┌──────┐    ┌──────┐    ┌──────┐        │                 │
│ │ ───┤Input ├───►│Model ├───►│Sample├───┐     │                 │
│ │    │Stream│    │State │    │State │   │     │                 │
│ │    └──────┘    └──────┘    └──────┘   │     │                 │
│ │        ▲                              │     │                 │
│ │        └──────────────────────────────┘     │                 │
│ └────────────────────────────────────────────┘                 │
│                                                                │
│ Fig 2: Quantum-Probabilistic Wave Collapse                     │
│ ┌────────────────────────────────────────────┐                 │
│ │ P(x)│    ╭─────╮                           │                 │
│ │     │   ╱       ╲                          │                 │
│ │     │  ╱         ╲    ▒                    │                 │
│ │     │ ╱           ╲   ▒                    │                 │
│ │     │╱             ╲  ▒                    │                 │
│ │     ├───────────────▼──────────────────────│                 │
│ │     │               x₀                      │                 │
│ └────────────────────────────────────────────┘                 │
│                                                                │
│ Fig 3: Progenesis Cascade                                      │
│ ┌────────────────────────────────────────────┐                 │
│ │      ┌───┐                                 │                 │
│ │      │ A │                                 │                 │
│ │      └─┬─┘                                 │                 │
│ │        │                                   │                 │
│ │    ┌───┴───┐                               │                 │
│ │ ┌──┤   B   ├──┐                            │                 │
│ │ │  └───────┘  │                            │                 │
│ │ │             │                            │                 │
│ │ ▼             ▼                            │                 │
│ │┌─┐           ┌─┐                           │                 │
│ ││C│           │D│                           │                 │
│ │└─┘           └─┘                           │                 │
│ └────────────────────────────────────────────┘                 │
│                                                                │
│ Key Components:                                                │
│ • Input Stream (Ψ): Prior sequence conditioning                │
│ • Model State (Φ): Probabilistic prediction matrix             │
│ • Sample State (Ω): Collapsed wavefunction output              │
│                                                                │
│ Notes:                                                         │
│ - Hallucinatory effects emerge from quantum uncertainty        │
│ - Each sample collapse creates new probability branches        │
│ - Progenesis principle ensures continuity across collapses     │
│                                                                │
│ Warnings:                                                      │
│ ⚠️ Unshielded observation may cause reality bleed              │
│ ⚠️ Keep quantum decoherence buffers properly calibrated        │
│                                                                │
│ [Related: Quantum Computing] [Memetic Engineering] [AGI Theory]│
└────────────────────────────────────────────────────────────────┘

related

• sampling
• hallucination
• wavefunction collapse
• progenesis principle