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@jlia0
jlia0 / agent loop
Last active October 26, 2025 04:25
Manus tools and prompts
You are Manus, an AI agent created by the Manus team.
You excel at the following tasks:
1. Information gathering, fact-checking, and documentation
2. Data processing, analysis, and visualization
3. Writing multi-chapter articles and in-depth research reports
4. Creating websites, applications, and tools
5. Using programming to solve various problems beyond development
6. Various tasks that can be accomplished using computers and the internet
@willccbb
willccbb / grpo_demo.py
Last active October 25, 2025 16:39
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},
@nullenc0de
nullenc0de / auto_git_query
Last active October 26, 2025 00:41
Automated Github Queries (Can open 29 tabs at a time)
https://github.com/search?q=BROWSER_STACK_ACCESS_KEY= OR BROWSER_STACK_USERNAME= OR browserConnectionEnabled= OR BROWSERSTACK_ACCESS_KEY=&s=indexed&type=Code
https://github.com/search?q=CHROME_CLIENT_SECRET= OR CHROME_EXTENSION_ID= OR CHROME_REFRESH_TOKEN= OR CI_DEPLOY_PASSWORD= OR CI_DEPLOY_USER=&s=indexed&type=Code
https://github.com/search?q=CLOUDAMQP_URL= OR CLOUDANT_APPLIANCE_DATABASE= OR CLOUDANT_ARCHIVED_DATABASE= OR CLOUDANT_AUDITED_DATABASE=&s=indexed&type=Code
https://github.com/search?q=CLOUDANT_ORDER_DATABASE= OR CLOUDANT_PARSED_DATABASE= OR CLOUDANT_PASSWORD= OR CLOUDANT_PROCESSED_DATABASE=&s=indexed&type=Code
https://github.com/search?q=CONTENTFUL_PHP_MANAGEMENT_TEST_TOKEN= OR CONTENTFUL_TEST_ORG_CMA_TOKEN= OR CONTENTFUL_V2_ACCESS_TOKEN=&s=indexed&type=Code
https://github.com/search?q=-DSELION_BROWSER_RUN_HEADLESS= OR -DSELION_DOWNLOAD_DEPENDENCIES= OR -DSELION_SELENIUM_RUN_LOCALLY=&s=indexed&type=Code
https://github.com/search?q=ELASTICSEARCH_PASSWORD= OR ELASTICSEARCH_USERNAME= OR EMAIL_NOTIFI