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@wong2
wong2 / claude-code-tools.md
Last active January 20, 2026 08:20
Tools and system prompt of Claude Code

Task

Launch a new agent that has access to the following tools: Bash, Glob, Grep, LS, exit_plan_mode, Read, Edit, MultiEdit, Write, NotebookRead, NotebookEdit, WebFetch, TodoRead, TodoWrite, WebSearch. When you are searching for a keyword or file and are not confident that you will find the right match in the first few tries, use the Agent tool to perform the search for you.

When to use the Agent tool:

  • If you are searching for a keyword like "config" or "logger", or for questions like "which file does X?", the Agent tool is strongly recommended

When NOT to use the Agent tool:

  • If you want to read a specific file path, use the Read or Glob tool instead of the Agent tool, to find the match more quickly
  • If you are searching for a specific class definition like "class Foo", use the Glob tool instead, to find the match more quickly
  • If you are searching for code within a specific file or set of 2-3 files, use the Read tool instead of the Agent tool, to find the match more quickly
@willccbb
willccbb / grpo_demo.py
Last active January 23, 2026 07:17
GRPO Llama-1B
# train_grpo.py
#
# See https://github.com/willccbb/verifiers for ongoing developments
#
"""
citation:
@misc{brown2025grpodemo,
title={Granular Format Rewards for Eliciting Mathematical Reasoning Capabilities in Small Language Models},
author={Brown, William},
@jrknox1977
jrknox1977 / dspy_chain_of_thought_example.py
Created February 5, 2024 18:56
DSPy example with chain of thought.
# install DSPy: pip install dspy
import dspy
# This sets up the language model for DSPy in this case we are using GPT-3.5-turbo
turbo = dspy.OpenAI(model='gpt-3.5-turbo')
# This sets the language model for DSPy. This must be set or you get an error that is not helpful:
# --> temperature = lm.kwargs['temperature'] if temperature is None else temperature
# --> AttributeError: 'NoneType' object has no attribute 'kwargs'
@danielgross
danielgross / mathpix2gpt.py
Last active March 18, 2025 02:18
mathpix2gpt.py
import requests
import time
import os
import sys
import openai
import tiktoken
from termcolor import colored
openai.api_key = open(os.path.expanduser('~/.openai')).read().strip()
@jph00
jph00 / embodiment.md
Created March 26, 2023 03:48
Bing chat about embodiment and grounding

Bing Chat at 2023-3-26 13:47:19

1

Q: Bing AI

2

Q: Some philosophers and AI researchers have claimed that AI can not be sentient, or be AGI, due to lack of "embodiment" or "grounding". Could you please summarize these claims, and points for and against? Who are the main people on each side of this debate?

@NickCrews
NickCrews / coalesce_parquet.py
Last active January 10, 2024 03:48
Coalesce parquet files
"""coalesce_parquets.py
gist of how to coalesce small row groups into larger row groups.
Solves the problem described in https://issues.apache.org/jira/browse/PARQUET-1115
"""
from __future__ import annotations
from pathlib import Path
from typing import Callable, Iterable, TypeVar
import asyncio
import time
from unsync import unsync
@unsync
async def heartbeat():
while True:
start = time.time()
@imaurer
imaurer / char_ratios.py
Created October 29, 2019 13:32
Relative Widths of Non-Fixed-Width Font Example from Stack Overflow
{'a': 60,
'b': 60,
'c': 52,
'd': 60,
'e': 60,
'f': 30,
'g': 60,
'h': 60,
'i': 25,
'j': 25,
@max-mapper
max-mapper / bibtex.png
Last active November 19, 2025 13:01
How to make a scientific looking PDF from markdown (with bibliography)
bibtex.png