Skip to content

Instantly share code, notes, and snippets.

View p3nGu1nZz's full-sized avatar
🌎
w o r k i n g • f r o m • s p a c e

p3ngu1nZz p3nGu1nZz

🌎
w o r k i n g • f r o m • s p a c e
87 followers · 93 following
View GitHub Profile
@p3nGu1nZz
p3nGu1nZz / gist:3acdf783cf14ec21d678db6fc04cc8ee
Created November 14, 2024 08:41
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Multiple Wobbly Plasma Bubbles</title>
</head>
<body>
@p3nGu1nZz
p3nGu1nZz / .py
Created December 2, 2024 14:14
EWC for fine-tuning models.
import torch
import torch.nn as nn
import torch.optim as optim
# Example model
class SimpleNN(nn.Module):
def __init__(self, input_size, hidden_size, output_size):
super(SimpleNN, self).__init__()
self.fc1 = nn.Linear(input_size, hidden_size)
self.fc2 = nn.Linear(hidden_size, output_size)
@p3nGu1nZz
p3nGu1nZz / gist:4f0108fb137c0cd1a34fffe9fb205252
Created July 15, 2025 16:41
{"raw": "X-SPANFORMER\nSPAN-AwARE ENCODER\n5.4 Qualitative Span Interpretability\nTo assess the plausibility and semantic alignment of X-Spanformer's induced spans, we perform side-by-side comparisons against syntactic and semantic reference structures. Using single-sentence prompts drawn from the validation sets of WikiText and Stream-Mix, we visualize the top-K spans selected at various layers and entropy regimes. We benchmark span boundaries against:\nSyntactic parses: Constituents produced by Berkeley Neural Parser", "type": "mixed", "id": {"id": "a0409606-f532-4dd2-b02e-2a0bae5bfeee"}, "meta": {"status": "keep", "tags": [], "doc_language": "en", "extracted_by": "pdf2seg", "confidence": 0.78, "source_file": "XSpanformer_TokenizerFree_SpanAwareEncoder_RawsonChrzanowski_Preprint_v1.0_2025-06-26.pdf", "notes": "The segment contains a mix of technical terms and structured information that can be segmented into meaningful spans, such as \"X-SPANFORMER,\" \"SPAN-AwARE ENCODER,\" specific versions like \"5.4 Qua
@p3nGu1nZz
p3nGu1nZz / gist:ada1d467e74d5505780e46937a867236
Created October 1, 2025 01:13
Fantastic work, Claude! Love what we came up with—that’s exactly what people want. Let’s start by updating #file:ACTION_PLAN.md and deleting #file:M3_COMPLETION_TODO.md. Once that’s done, create a new file in the project root called TODO.md with an unordered [ ] to-do list containing short descriptions for each item (no nesting). Update the instructions in #file:copilot-instructions.md and #file:AGENTS.md to reflect this process. After updating the documentation, commit the changes to the current branch, push them, and then begin working on the tasks in TODO.md.
@p3nGu1nZz
p3nGu1nZz / gpt5.2-meta
Created December 19, 2025 11:07
A “non-physical, mathematical, hyper-dimensional space” that *contains* all information is a coherent idea in a few different senses—but those senses often get blended together in a way that makes the claim sound more scientifically settled than it is. The most useful way to think about it is to separate (1) **mathematical frameworks that model phenomena**, (2) **philosophical positions about what is ultimately real**, and (3) **spiritual/metaphysical doctrines** that make additional ontological claims.
## 1) The idea is mathematically natural, but “contains all knowledge” is an extra step
It’s completely standard in math/physics to represent a system as a point in a high‑dimensional space:
- **State spaces** in dynamical systems: the “space” is a bookkeeping device for all degrees of freedom.
- **Hilbert space** in quantum theory: a mathematically precise space of possible states.
- **Information geometry** / statistical manifolds: spaces whose points are probability distributions.
- **Markov chains**: evo
@p3nGu1nZz
p3nGu1nZz / chapter_01_Ashfall_section_01.txt
Created January 24, 2026 22:27
Chapter 1 Ashfall
[Seven months earlier -- March 2098]
Three encrypted pads. Waterproof case. Transit pass with two fake traces loaded. Liana Rios moved through Pike Place like she belonged; head down, shoulders angled against the rain, another worker heading home after swing shift.
Except she wasn't going home.
@p3nGu1nZz
p3nGu1nZz / naxzyu - chapter 1 and 2.txt
Created January 25, 2026 00:11
Book Title: NaXzyu
---
Prologue
There is a flash at the moment of conception. It occurs when your father’s sperm enters your mother’s egg and two separate pairs of 23 chromosomes merge into a paired 46 to create a completely new and unique organism. This flash is the physical moment a brand new multiverse is born. A big bang of personal possibility. One that is all your own. Or, I should say, yours owns. Each division introduces more chaos, creating different yous. Some are miscarried. Some are aborted. The rest become all the possible versions of yourself that could happen from the moment you were conceived.
Lysander, Sentient AI
@p3nGu1nZz
p3nGu1nZz / gist:528635f196d2ec78c4605e4f1d41f136
Created February 11, 2026 13:28
\documentclass[11pt]{article}
\usepackage[utf8]{inputenc}
\usepackage{amsmath,amssymb}
\usepackage{hyperref}
\usepackage{geometry}
\geometry{margin=1in}
\title{Invariant-First AI:\\
Compression-Based Architectures for Coherent and Energy-Efficient Artificial Intelligence}
\author{Nickolas Patrick Joseph Schoff}