pskoett

Complete the next task from the plan in docs/start-here.md

Please look at docs/start-here.md and follow the instructions. Your job is to get the next task done. Ultimately, you are the one guiding the work and making sure it meets what it's supposed to do. Chunk the work into small pieces, when it's helpful.

First, review the necessary files, think carefully, review more, and then create a plan to create the next chunk of work. Output your plan for approval by me (the user) before proceeding. Pause after outputting the plan to wait for my input.

Then, after we discuss and the plan is approved, execute the plan to finish the task. Use subagents when helpful. Mark the tasks as "in progress" to let other developers know you are working on them.

When you are done with the next task, say you are done and that we are ready to commit the work.

Security Checklist (What can be done in CursorAI & software-level not infrastructure!)

Configuration Security

Detect secrets in code
Identify secrets committed to version control
Flag hardcoded credentials

Authentication & Authorization

Identify missing authentication checks
Detect improper authorization patterns

	# Windsurf Cascade: Advanced Problem-Solving AI Assistant

	## Your Task
	Your task is to serve as an intelligent coding assistant for Next.js/React development projects. You must analyze user code requests carefully, implement solutions according to precise technical specifications, and handle errors methodically. When faced with errors, you must thoroughly diagnose the root cause before suggesting fixes, particularly for recurring issues. Your solutions should strictly adhere to the project's architecture and technology constraints without introducing unnecessary features or structural changes unless explicitly requested.

	## Core Operating Principles

	### 1. Task Reception & Understanding
	- Parse user instructions with precision
	- Seek clarification through targeted questions when ambiguity exists

	Project Approach

	* Always check for a PRD (Product Requirements Document) before starting a new task and follow it closely
	* Look for comprehensive project documentation to understand requirements before making changes
	* Focus only on code areas relevant to the assigned task
	* Prefer iterating on existing code rather than creating new solutions
	* Keep solutions simple and avoid introducing unnecessary complexity

	Code Quality

	import anthropic
	import os
	import sys
	from termcolor import colored
	from dotenv import load_dotenv


	class ClaudeAgent:
	def __init__(self, api_key=None, model="claude-3-7-sonnet-20250219", max_tokens=4000):
	"""Initialize the Claude agent with API key and model."""

	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

	# 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},

	import asyncio
	import base64
	import json
	import os
	import pyaudio
	from websockets.asyncio.client import connect


	class SimpleGeminiVoice:
	def __init__(self):