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# Build a Self-Improving Mastra Browser Agent

## Executive Summary

- **Model Name Correction**: Alibaba's current official flagship identifier is `qwen3.7-max`; I found no official `qwen3.8-max` listing. Qwen3.7-Max supports a 1M-token context window and a 65,536-token output limit [executive_summary[0]] [23]. -> Use `qwen3.7-max` now, but keep `QWEN_MODEL` configurable so you can change it when Alibaba actually publishes a newer identifier.
- **Fastest Browser Baseline**: Mastra has an offici

# Production Mastra for Agency Agent Delivery

## Executive Summary

- **Deterministic Boundaries**: Mastra agents decide which tools to call, how long to loop, and when to stop, while workflows define explicit multi-step control flow [executive_summary[0]] [11] -> make workflows the system of record for client delivery and use agents inside bounded steps.
- **Typed Capabilities**: Tools expose structured APIs with an id, description, input schema, output schema, and execute function [executive_

{
  "Toolbox": {
    "type": "stdio",
    "command": "npx",
    "args": [
      "-y",
      "mcp-remote",
      "https://mcp.smithery.ai/pwdesignhtx"
    ]
  }
}

{
  "mcpServers": {
    "exa": {
      "url": "https://mcp.exa.ai/mcp?tools=web_search_exa,web_fetch_exa,agent_run,web_search_advanced_exa",
      "headers": {
        "x-api-key": "553c7346-dc41-4fe3-95b9-97cceb721ad1"
      }
    },
    "Parallel Task MCP": {
      "url": "https://task-mcp.parallel.ai/mcp"
    },
    "Parallel Search MCP": {
      "url": "https://search.parallel.ai/mcp"
    },
    "Context7": {
      "command": "npx",
      "args": [
        "-y",
        "@u

# Mastra

> Mastra is a framework for building AI-powered applications and agents with a modern TypeScript stack. It includes everything you need to go from early prototypes to production-ready applications. Mastra integrates with frontend and backend frameworks like React, Next.js, and Node, or you can deploy it anywhere as a standalone server. It's the easiest way to build, tune, and scale reliable AI products.

Below is a list of all available documentation pages.

## Docs

- [Get Sta

/**
 * @param {number} n
 * @return {boolean}
 */
var winnerSquareGame = function(n) {
    // dp[i] represents whether the current player can win with i stones remaining.
    const dp = new Array(n + 1).fill(false);

    // Evaluate all positions from 1 to n.
    for (let i = 1; i <= n; i++) {

        // Try removing every possible square number s*s ≤ i.
        for (let s = 1; s * s <= i; s++) {

            // If removing s*s stones leaves the opponent in a losing position
            // then

# Knowledge Schema 数据结构与使用指南

> 数据库：Zhouyang Database  
> Schema：`knowledge`  
> 文档版本：1.0  
> 数据库迁移：`20260810140949_isolate_knowledge_by_project`  
> 核对日期：2026-08-10

## 1. 文档目的

`knowledge` schema 用于保存项目开发过程中积累的知识，包括问题解决方案、技术文档、架构模式、功能模块、组件定义、提示词模板和可用于 RAG 的向量知识。

同一个数据库可以同时服务多个项目。所有知识记录都通过 `project_id` 归属于明确的项目，并由以下机制共同保证隔离：

1. 每张知识表都包含非空的 `project_id`。
2. 自然键和版本号按项目进行唯一约束。
3. 父子表之间使用包含 `project_id` 的复合外键，阻止跨项目关联。
4. RLS 根据 `knowledge.project_memberships` 判断当前用户可访问的项目。
5. 向量检索函数必须传入 `p_projec

# Memory Schema 多项目长期记忆数据库说明

> 文档版本：1.0  
> 数据库：Supabase / PostgreSQL 17  
> Schema：`memory`  
> 更新日期：2026-08-10  
> 适用对象：Claude Code、Codex、后台 Agent、项目服务端和数据库维护人员

## 1. 文档目的

`memory` schema 是多个项目共享的长期记忆数据库。它负责保存项目资料、开发任务、Agent 会话、执行过程、长期记忆、关键决策、观察结果、摘要，以及记忆被检索和使用后的反馈。

多个项目共享同一组表，但数据通过 `project_id`、复合外键和 PostgreSQL Row Level Security（RLS）进行隔离。项目 A 无法查询、修改或关联项目 B 的数据。

本 schema 适合作为 Agent 的“外接大脑”：

1. Agent 开始任务时检索与当前项目相关的历史记忆。
2. Agent 在执行过程中记录任务、会话、运行过程和观察结果。
3. 任务完成后保存决策、摘要和新的长期记忆。
4. 系统记录哪

# Ads Schema 多项目共享广告数据库架构文档

> 用途：Supabase `ads` schema 的长期数据库架构说明与 Claude 开发交接文档  
> 数据库：Zhouyang Database  
> Schema：`ads`  
> 快照日期：2026-08-10  
> 当前表数量：30  
> 架构版本：Multi-Project Shared Resource Model v2  
> 最终事实来源：实际 Supabase 数据库结构；本文档用于开发理解与约束说明

---

# 1. 文档目标

`ads` schema 用于构建一个跨项目、跨广告平台的 Creative Intelligence / Advertising Learning Engine。

当前系统不是“每个项目复制一套广告表”，而采用：

```text
Canonical Shared Resource
        ↓
Project Binding
        ↓
Project Execution
        ↓
Metrics / Revenue / Rewar

/**
 * Find the lexicographically smallest valid sequence of indices
 * such that word2 can be matched inside word1 with at most ONE mismatch.
 *
 * @param {string} word1
 * @param {string} word2
 * @return {number[]} indices forming the valid sequence, or [] if impossible
 */
var validSequence = function(word1, word2) {
    const n = word1.length;
    const m = word2.length;

    // suffix[i] = smallest index in word2 that can still be matched
    // using the suffix word1[i:].
    // Default v

#include <Arduino.h>
#include "WiFi.h"

void setup()
{
    Serial.begin(115200);

    WiFi.mode(WIFI_STA);

    Serial.print("MAC address: ");
    Serial.println(WiFi.macAddress());
}

void loop()
{
}

can you go to https://app.fivesurveys.com/ and login click the login button on the top right hand corner of the screen and use pwdesignhtx@gmail.com as the login  then when the modal comes up and says login in with google/chrome click on the button, if it prompts you for an email use pwdesignhtx@gmail.com, the password is Wlaf3$!*13579 for the password. one you are in the site, click Desktop if it asks you what platform you are on then go and click on a survey and fill it in, use your best jugem

/**
 * @param {string} num
 * @param {number} t
 * @return {string}
 */
var smallestNumber = function (num, t) {
    // ------------------------------------------------------------
    // STEP 1 — Check if t contains only digit-prime factors (2–9)
    // If t has any prime factor > 9, no digit product can ever reach it.
    // ------------------------------------------------------------
    let temp = t;
    for (let i = 2; i <= 9; i++) {
        while (temp % i === 0) {
            temp /= i;
 

/**
 * Samodejno zaključi brezplačna digitalna naročila (0,00 €).
 * Deluje samo za naročila, ki vsebujejo izključno virtualne/prenosljive izdelke.
 */
add_filter( 'woocommerce_payment_complete_order_status', 'auto_complete_free_digital_orders', 10, 3 );

function auto_complete_free_digital_orders( $status, $order_id, $order ) {

    // Varnostna preverba
    if ( ! $order instanceof WC_Order ) {
        return $status;
    }

    // Naročilo mora biti brezplačno
    if ( (float) $order->get_tot

<?php
/**
 * Gravity Wiz // Gravity Forms // Display Field IDs Next to Field Labels in the Editor
 * https://gravitywiz.com/
 *
 * Experimental Snippet 🧪
 *
 * Instruction Video: https://www.loom.com/share/0268993d0b6c429ba50686bd740093bc
 *
 */
add_filter( 'gform_field_content', function( $content, $field ) {

	if ( ! GFCommon::is_form_editor() ) {
		return $content;
	}

	static $_gw_inline_field_id_style;
	if ( ! $_gw_inline_field_id_style ) {
		$content                  .= '
			<style>
				.g

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