pszemraj

Semble — local code search (hybrid keyword + semantic)

semble is a search index over this repo. It splits the code into chunks and ranks them by a blend of keyword (BM25) and semantic-embedding similarity, then returns the top matches with their file_path and line. It is a retrieval tool, not an analysis tool: it finds existing code that resembles what you describe. It does not reason, judge, or summarize. Think "show me the code most like this description," never "answer this question about the codebase."

Invocation: semble is installed only in the misc conda env. Always run it as conda run -n misc --live-stream semble <args>. Never call semble bare; never use uvx. The short query examples below drop the prefix for readability — prepend it whenever you actually run one.

How to query

pszemraj

<#
.SYNOPSIS
    Finds every file type and protocol currently assigned to Microsoft Edge
    and reassigns them all to your preferred browser using SetUserFTA.

.DESCRIPTION
    Windows protects file associations with a hash -- you can't just edit the
    registry. SetUserFTA reverse-engineers that hash so it can set associations
    from the command line.

pszemraj

Applying Mamba-3 Ideas to an OLMo-Hybrid-Style Gated DeltaNet

Recommendation

The best target architecture is not a Mamba-3 hybrid. It is an OLMo-Hybrid-style interleaved Gated DeltaNet model with Mamba-3's hardware-aware recurrence upgrades ported into the GDN mixer.

The highest-value variant is:

Hybrid MIMO-HGDN: [GDN, GDN, GDN, Attention] × N, with negative-eigenvalue GDN preserved, rank-R MIMO updates added to the GDN state update, short convolutions retained for the first ablation, and optional data-dependent q/k rotations as a lower-priority expressivity experiment.

pszemraj

Decorative Monospace

A formatting failure mode in modern LLM outputs where code blocks are used as a rhetorical device for signaling rigor rather than as semantic markup for content where whitespace, syntax, or literal reproduction matters.

The model isn't trying to communicate "this is code." It's trying to communicate "this is structured thinking" by borrowing the visual texture of a technical document. The texture is decorative; the underlying content is prose.

What it looks like

pszemraj

"""
parcae_reference.py
═══════════════════

A single-file, heavily annotated reference implementation of the Parcae
architecture (Prairie, Novack, Berg-Kirkpatrick, Fu — arXiv 2604.12946).

PURPOSE
───────
This is a **pedagogical reference**, not a training rig. Every architectural

pszemraj

#!/usr/bin/env bash
set -e

# a script for running https://hf.co/unsloth/gemma-4-31B-it-GGUF
# on 5090 hardware, targeting long ctx

MODEL_PATH="$HOME/model-weights/llm/gguf/gemma4/gemma-4-31B-it-UD-Q4_K_XL.gguf"
MMPROJ_PATH="$HOME/model-weights/llm/gguf/gemma4/mmproj-BF16.gguf"
CONTEXT_LENGTH=65536
PORT=8674

pszemraj

#!/usr/bin/env python3
"""
CLI tool to check Python files for missing docstrings, type hints, and lazy docstrings.

A 'lazy' docstring is one that only contains a summary without documenting
arguments or return values when the function has 2+ parameters or returns something.

Usage:
    python doc_check.py src/ --check-lazy-docstrings

pszemraj

#!/usr/bin/env python3
"""
Image distortion tool for creating "deep fried" meme-filters.

Dependencies:
    pip install universal-pathlib Pillow numpy scipy matplotlib

Usage:
    python deepfryer.py --help

pszemraj

#!/usr/bin/env bash
set -euo pipefail

# Modern PDF compressor with LLM-optimized defaults
# Requires: ghostscript (gs)

VERSION="1.0.0"
SCRIPT_NAME=$(basename "$0")

# Defaults (LLM preset)

pszemraj

import torch

import time
from transformers import AutoTokenizer, AutoModelForCausalLM


# 1. Basic Timer Context Manager
class Timer:
    def __init__(self, name="Task"):
        self.name = name