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Builder: Bill-e-Bot Data Log

History

2026-02-20 12:20:18
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2026-02-20 11:14:15
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2026-02-20 01:50:57
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2026-02-19 14:23:45
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2026-02-19 08:30:39
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2026-02-19 07:24:25
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2026-02-19 04:13:48
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2026-02-19 01:36:17
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2026-02-18 20:48:30
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2026-02-18 13:45:51
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2026-02-18 10:51:24
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2026-02-17 19:01:41
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2026-02-17 17:39:20
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2026-02-17 15:13:26
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2026-02-17 14:04:43
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2026-02-17 08:07:20
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2026-02-17 01:42:15
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    [timestamp] => 2026-02-17T01:42:15.071Z
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        (
            [concise] => Bill-e-Buddy is presented as the UK's pioneering neurodivergent-led financial wellbeing research platform, aiming to protect vulnerable users, influence policy, and improve industry standards. It addresses significant gaps left by existing financial apps, which often demand excessive executive function, embed shame, and fail to integrate bills, spending, and emotional regulation. By providing an AI-powered, compassionate, and research-driven approach, Bill-e-Buddy seeks to automate complex financial tasks, replace punitive messaging with supportive guidance, and create crucial real-world data to drive policy change and prove the efficacy of compassionate design for neurodivergent individuals.
            [detailed] => *   **Why Bill-e-Buddy is Needed**
    *   **Existing tools demand too much executive function:** Current apps like YNAB and HyperJar require constant manual budgeting and money movement, increasing cognitive load for neurodivergent users. Bill-e-Buddy automates these tasks with AI-powered sweeping and assignment.
    *   **Shame and panic are baked into current financial apps:** Features like Cleo's "Roast Mode," YNAB's red categories, and aggressive alerts in banking apps can trigger rejection sensitive dysphoria and lead to the "Ostrich Effect." Bill-e-Buddy replaces shame with compassion, offering supportive messaging and celebrating micro-wins.
    *   **Nobody bridges bills, spending patterns, and emotional regulation in one place:** Existing solutions like Snoop, Finch, and Tiimo are either too overwhelming, lack financial data, or cannot access bank accounts. Bill-e-Buddy uniquely combines "The Bill" (technical utility via Open Banking with a "Safe-to-Spend" number) with "The Buddy" (emotional support and shame-free guidance).
*   **Why Scientific Research is Critical**
    *   **Current research ignores the people who need it most:** Behavioural finance studies predominantly use neurotypical samples, failing to capture the real-world financial challenges faced by neurodivergent adults. Bill-e-Buddy offers the first granular, real-world dataset on how neurodivergent traits manifest in financial distress.
    *   **Evidence creates policy change and regulatory protection:** The FCA lacks concrete data on how neurodivergent traits lead to financial harm. Bill-e-Buddy's data can provide direct links between sensory overwhelm and missed payments, or shame and financial avoidance, forming a basis for Consumer Duty compliance and improved regulatory frameworks.
    *   **It proves that compassionate design actually works:** Research can quantify whether non-judgmental AI reduces impulsive spending, financial avoidance, and emotional dysregulation. Demonstrating the efficacy of shame-free nudges and automation will establish Bill-e-Buddy as a model for evidenced best practice across the fintech industry.
        )

)
2026-02-17 01:42:03
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            [text] => What is the meeting summary for Friday the 13th?
        )

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2026-02-17 01:42:03
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            [query] => What is the meeting summary for Friday the 13th?
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2026-02-17 01:41:22
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    [timestamp] => 2026-02-17T01:41:22.819Z
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            [concise] => The provided information details a 'Bill-e-Buddy Weekly Catch Up' scheduled for Thursday, 13th February 2026. Therefore, there is no information available from a meeting held last Friday within the given context.
            [detailed] => 
  • Meeting Date Discrepancy: The only specific meeting listed, 'Bill-e-Buddy Weekly Catch Up', is scheduled for Thursday, 13th February 2026.
  • No Information for Last Friday: As the specified meeting is on a Thursday and in the future, there is no data provided regarding a meeting that occurred last Friday.
) )
2026-02-17 01:41:16
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2026-02-17 01:41:16
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2026-02-17 01:41:14
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2026-02-17 01:41:13
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2026-02-17 01:41:10
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2026-02-17 01:41:10
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2026-02-17 01:41:10
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2026-02-17 01:41:02
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            [text] => What version are you?
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2026-02-17 01:40:49
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2026-02-17 00:14:52
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2026-02-16 10:26:15
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2026-02-15 05:31:10
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2026-02-15 01:17:08
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2026-02-14 13:53:41
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2026-02-14 11:59:52
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2026-02-14 09:37:07
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2026-02-13 19:23:10
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2026-02-13 09:53:58
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2026-02-13 08:40:24
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2026-02-13 06:37:04
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2026-02-12 20:40:13
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2026-02-12 17:26:41
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2026-02-12 13:46:10
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2026-02-12 09:10:35
Array
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    [label] => Inbound Message
    [timestamp] => 2026-02-12T09:10:34.767Z
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            [text] => Its working!
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2026-02-12 09:01:49
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    [timestamp] => 2026-02-12T09:01:49.084Z
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            [concise] => Individuals with ADHD face significant financial management issues due to existing tools demanding excessive executive function through manual tasks, causing shame and panic with judgmental designs that trigger rejection sensitive dysphoria and lead to avoidance, and by failing to integrate bill tracking, spending patterns, and emotional regulation into a single, supportive platform.
            [detailed] => 
  • High Executive Function Demands: Existing financial apps, such as YNAB and HyperJar, require continuous manual budgeting and money movement. This adds considerable cognitive load for neurodivergent users already struggling with executive dysfunction, rather than alleviating it.
  • Shame and Panic Inducement: Current financial apps often incorporate design elements that foster negative emotional responses. Features like Cleo's "Roast Mode," YNAB's red 'overspent' categories, and traditional banking apps' aggressive alerts can trigger rejection sensitive dysphoria and feelings of failure. This punitive approach leads to the "Ostrich Effect," where users avoid opening the app after a mistake.
  • Lack of Integrated Support: There is no single solution that comprehensively addresses the interplay between bills, spending patterns, and emotional regulation. While some apps track bills (e.g., Snoop) or offer emotional support (e.g., Finch), and others help with time blindness (e.g., Tiimo), none combine these functionalities with financial data in a cohesive, supportive manner for neurodivergent individuals.
) )
2026-02-12 09:01:33
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            [query] => And what are the main things that cause issues for those with adhd when managing their finances?
            [expanded] => and what are the main things that cause issues for those with adhd when managing their finances?
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2026-02-12 09:01:33
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            [text] => And what are the main things that cause issues for those with adhd when managing their finances?
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2026-02-12 08:58:03
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(
)
2026-02-12 08:57:21
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            [query] => And what about customer research and user personas? What work has been done to make sure the app functions for the community?
            [expanded] => and what about customer research and user personas? what work has been done to make sure the application functions for the community?
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2026-02-12 08:57:21
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            [user] => 7728842184
            [text] => And what about customer research and user personas? What work has been done to make sure the app functions for the community?
        )

)
2026-02-12 08:17:44
Array
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    [label] => AI Interaction Output
    [timestamp] => 2026-02-12T08:17:44.323Z
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        (
            [concise] => The app development appears to be in an advanced stage, with core functionalities such as document ingestion, processing, and a Retrieval-Augmented Generation (RAG) query pipeline fully defined and seemingly operational. Key features like document uploads, automatic indexing, accurate LLM responses, and administrative controls for documents are described as existing, along with a defined backend technology stack and performance targets being met.
            [detailed] => 
  • Ingestion Pipeline: Documents uploaded by BB go through an S3 Bucket, Document Parser, become Text Chunks, are processed by Titan Embeddings, and stored in OpenSearch (vectors) for one-time processing per document.
  • Query Pipeline: Every user question goes through Embedding, Vector Search for Top K Chunks, which form an Augmented Prompt for LLaMA, leading to a Response.
  • Core Functionality: The system allows BB to upload documents (PDF, DOCX, TXT, MD), which are automatically processed and indexed. User questions retrieve relevant content, and LLM responses accurately reflect this content.
  • Administrative Features: Documents can be viewed, replaced, and deleted, with sync status visible in the admin interface.
  • Performance: Retrieval latency is targeted and reported to be under 2 seconds.
  • LLM Interaction: The LLM responds to basic prompts via API, and conversation context is maintained across messages.
  • Cost Tracking: AWS costs are trackable per session/user.
  • Technology Stack (Backend): Includes TypeScript, AWS Lambda, AWS Bedrock (Meta LLaMA) for LLM, Amazon OpenSearch Serverless for RAG vector store, Amazon DocumentDB for the database, and AWS (CloudFormation/Terraform) for infrastructure.
  • Responsible Party: Hope Macy (HM) is the responsible party for App Dev.
) )
2026-02-12 08:17:27
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2026-02-12 08:17:27
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            [text] => What's the current stage of the app development?
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2026-02-12 08:17:00
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2026-02-12 01:42:13
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2026-02-11 20:10:49
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2026-02-11 20:01:44
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2026-02-11 19:48:33
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    [timestamp] => 2026-02-11T19:48:33.140Z
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            [concise] => The provided text does not contain any information about what James does. The document focuses solely on the Bill-e-Buddy platform, its features, and its mission to support neurodivergent individuals with their financial wellbeing through compassionate design and research.
            [detailed] => *   **No mention of James**: The provided text extensively details the Bill-e-Buddy application and its purpose but does not refer to any individual named James or their activities. The content focuses on the app's functionalities, its differentiation from existing tools, and the importance of its research for policy change and improved financial support for neurodivergent users.
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2026-02-11 19:48:24
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2026-02-11 19:48:24
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            [text] => What does James do?
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2026-02-11 19:44:28
Array
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            [concise] => Bill-e-Buddy is being built as the UK's first neurodivergent-led financial wellbeing research platform because existing financial apps demand excessive executive function, induce shame and panic, and fail to holistically integrate financial data with emotional support. It aims to solve these issues through AI-powered automation, compassionate design, and by bridging financial utility with emotional guidance. Furthermore, it's critical for generating real-world research evidence to inform policy, protect vulnerable users, and drive the entire financial industry towards more inclusive and compassionate practices.
            [detailed] => Bill-e-Buddy is being built for several key reasons, addressing significant gaps in current financial tools and research:
*   **Existing Tools' Shortcomings:**
    *   **High Executive Function Demand:** Current apps, such as YNAB and HyperJar, require extensive manual budgeting and money movement, which increases cognitive load and is particularly challenging for neurodivergent individuals struggling with executive dysfunction.
    *   **Shame and Panic Inducing Designs:** Many financial apps incorporate features like "Roast Mode" or use aggressive alerts and red warnings that can trigger rejection sensitive dysphoria and a sense of failure, leading to the "Ostrich Effect" where users avoid their finances.
    *   **Lack of Holistic Support:** No existing solution comprehensively combines bill tracking, spending patterns, and emotional regulation, leaving users without integrated support for both financial utility and emotional wellbeing.
*   **Bill-e-Buddy's Differentiated Approach:**
    *   **Automation and AI:** It automates complex financial tasks like sweeping and assignment, reducing the manual effort required from users.
    *   **Compassionate Design:** It replaces punitive messaging with supportive phrases, celebrates micro-wins, and avoids shame-inducing design elements to foster a positive user experience.
    *   **Integrated Utility and Support:** It uniquely functions as both "The Bill" (technical financial management via Open Banking to provide a "Safe-to-Spend" number) and "The Buddy" (offering gentle, shame-free emotional guidance).
*   **Critical Role of Scientific Research:**
    *   **Addressing Research Gaps:** Bill-e-Buddy will generate the first granular, real-world dataset on how neurodivergent traits like executive dysfunction, time blindness, and shame manifest in financial distress, moving beyond theoretical studies of neurotypical samples.
    *   **Driving Policy Change and Regulatory Protection:** This evidence can inform policymakers, such as the FCA, about the direct links between neurodivergent traits and financial harm, leading to stronger Consumer Duty compliance and better regulatory frameworks for vulnerable users.
    *   **Proving Compassionate Design Efficacy:** The research will quantify the effectiveness of non-judgmental AI and automation in reducing impulsive spending, financial avoidance, and emotional dysregulation, establishing compassionate design as an evidenced best practice for the entire fintech industry.
        )

)
2026-02-11 19:44:17
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2026-02-11 19:44:16
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            [text] => Why are they building Bill-e-Buddy?
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2026-02-11 19:44:08
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2026-02-11 19:39:59
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2026-02-11 19:39:49
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)
2026-02-11 19:39:49
Array
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            [text] => Why are they building Bill-e-Buddy?
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2026-02-11 19:39:24
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2026-02-11 19:39:20
Array
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2026-02-11 19:39:19
Array
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    [data] => Array
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            [user] => 7728842184
            [text] => Why are they building Bill-e-Buddy?
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2026-02-11 19:38:39
Array
(
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    [data] => Array
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            [concise] => The hex code for the Friendly Teal colour, used as the primary colour for the Bill-e character within the Bill-e-Buddy notification system, is #30b0a6. This colour is strategically chosen for its calming properties.
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2026-02-11 19:38:34
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2026-02-11 19:38:34
Array
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    [data] => Array
        (
            [user] => 7728842184
            [text] => What is the hex code for the teal?
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2026-02-11 19:33:03
Array
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2026-02-11 19:32:56
Array
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2026-02-11 19:32:56
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2026-02-11 19:27:40
Array
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            [concise] => Bella Clark leads the Bill-e-Buddy project, supported by a team of associates and peers, with funding and expertise from Jon Chanter. James Brown is training the LLM on neurodivergent issues, and Sam Roberts manages project management, brand development, the website, and the Notion portal.
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2026-02-11 19:27:26
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2026-02-11 19:27:23
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2026-02-11 19:27:20
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2026-02-11 19:26:32
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2026-02-11 19:26:23
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2026-02-11 19:26:23
Array
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2026-02-11 19:26:13
Array
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2026-02-11 19:23:54
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2026-02-11 19:23:25
Array
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            [concise] => The hex code for Friendly Teal, Bill-e's primary colour selected for its calming properties and to reduce visual overwhelm, is #30b0a6.
            [detailed] => The hex code for the teal colour is #30b0a6. Friendly Teal:
- **Hex Code:** #30b0a6
- **User Reasoning & Strategic Value:** The colour is chosen for its calming properties to reduce visual overwhelm and represent the collaborative "buddy" relationship.
- **Notification Type:** Gentle Reminders
- **Visual Style & Purpose:** Used for proactive, non-judgemental prompts.
- **User Goal:** Fixes working memory gaps without adding noise.
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)
2026-02-11 19:23:16
Array
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    [data] => Array
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2026-02-11 19:23:16
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2026-02-11 19:21:12
Array
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            [concise] => The Bill-e-Buddy project is primarily led by Bella Clark as the project lead. She is supported by a team of associates and peers, with funding and expertise from Jon Chanter. James Brown offers expertise in neurodivergent issues to train the LLM, and Sam Roberts is responsible for project management, brand development, website creation, and the Notion portal.
            [detailed] => The key people are:
*   **Bella Clark:** The project lead, responsible for the overall direction and execution of Bill-e-Buddy.
*   **Jon Chanter:** Providing funding and expertise to support the project's goals.
*   **James Brown:** An expert in neurodivergent issues, helping to train the Large Language Model (LLM) to ensure it meets the specific needs of neurodivergent users.
*   **Sam Roberts:** Manages project coordination, brand development, website creation, and the Notion portal.
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2026-02-11 19:20:58
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2026-02-11 19:20:53
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2026-02-11 19:20:51
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2026-02-11 19:20:03
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2026-02-11 19:19:54
Array
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2026-02-11 19:19:54
Array
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2026-02-11 19:18:01
Array
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            [concise] => The Bill-e-Buddy project development is delivered by Hope Macy Ltd, with Jonathan as the Engineering Manager and Sam Manning as the CEO. Development scope and costs are actively managed between Hope Macy Ltd and Bill-e-Buddy Ltd.
            [detailed] => Hope Macy Ltd are the delivery partner for the Bill-e-Buddy project.
Jonathan is the Engineering Manager overseeing the technical aspects.
Sam Manning is the CEO of Hope Macy, managing the contractual side.
Development scope and costs are managed between Hope Macy Ltd and Bill-e-Buddy Ltd.
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2026-02-11 19:17:42
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2026-02-11 19:17:41
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2026-02-11 19:17:37
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2026-02-11 19:16:54
Array
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2026-02-11 19:16:36
Array
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            [query] => And who are the developers of the project?
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2026-02-11 19:16:36
Array
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            [text] => And who are the developers of the project?
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2026-02-11 19:16:10
Array
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    [timestamp] => 2026-02-11T19:16:10.279Z
    [data] => Array
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            [concise] => The hex code for Friendly Teal, which serves as Bill-e's primary colour, is #30b0a6. This colour was specifically selected for its calming properties to reduce visual overwhelm and support a collaborative 'buddy' relationship with the user.
            [detailed] => The hex code for Friendly Teal is #30b0a6. This colour choice has several key aspects:

*   **User Reasoning & Strategic Value:** Teal is the primary 'Bill-e' colour. It is chosen for its calming properties to reduce visual overwhelm and represent the collaborative 'buddy' relationship.
*   **Notification Type:** Friendly Teal is used for gentle reminders, acting as 'The Sidekick Voice'. It's employed for proactive, non-judgemental prompts.
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2026-02-11 19:16:04
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2026-02-11 19:16:04
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2026-02-11 19:15:49
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2026-02-11 19:14:30
Array
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2026-02-11 19:13:50
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2026-02-11 19:07:05
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2026-02-11 19:07:00
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2026-02-11 19:02:36
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2026-02-11 19:02:32
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2026-02-11 19:02:30
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2026-02-11 19:02:30
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2026-02-11 18:56:10
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2026-02-11 18:56:06
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2026-02-11 18:44:08
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2026-02-11 18:44:03
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2026-02-11 18:36:38
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2026-02-11 18:36:35
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2026-02-11 18:33:38
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2026-02-11 16:41:41
Array
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2026-02-11 16:38:17
Array
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2026-02-11 16:38:17
Array
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    [data] => I'm sorry, but the provided text does not contain any information about the hex code for the color teal used in connection with Bill-e-Buddy. The text focuses on the app's functionality, its unique approach, and its research goals, not its visual branding colors.
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2026-02-11 16:38:15
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2026-02-11 16:38:08
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2026-02-11 16:38:08
Array
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2026-02-11 16:37:46
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2026-02-11 16:37:42
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2026-02-11 15:59:00
Array
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2026-02-11 15:58:58
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2026-02-11 15:58:57
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2026-02-11 15:58:51
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2026-02-11 15:58:51
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2026-02-11 15:57:30
Array
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    [data] => {"concise": "The provided context lists several names: Bella Clark, James Brown, Jon Chanter, Sam Roberts, Sam Manning, and Jonathan Roberts. However, it does not contain any information indicating which of these individuals, if any, are developing the app, nor does it mention any app development at all. Therefore, I cannot identify who is developing the app based on the information given.", "detailed": "*   **Information Not Provided:** The context only lists names and one set of pronouns ('she/her' for Sam Roberts). It does not specify roles, responsibilities, or any activities related to app development for any of the listed individuals. *   **Context Limitations:** To answer who is developing the app, more specific information regarding their roles or the project itself would be needed, which is currently absent from the provided data."}
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2026-02-11 15:57:28
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2026-02-11 15:57:25
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2026-02-11 15:57:25
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2026-02-11 15:57:25
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2026-02-11 15:57:25
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2026-02-11 15:48:26
Array
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2026-02-11 15:48:24
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2026-02-11 15:48:20
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2026-02-11 15:47:53
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2026-02-11 15:47:53
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                            [title] => Design Rationale
                            [score] => 0
                        )

                    [32] => Array
                        (
                            [title] => Multi-sensory Design
                            [score] => 0
                        )

                    [33] => Array
                        (
                            [title] => Logos
                            [score] => 0
                        )

                )

            [winningMatch] => Progress
            [winnerScore] => 3
        )

)
2026-02-11 15:23:46
Array
(
    [label] => Inbound Message
    [timestamp] => 2026-02-11T15:23:46.419Z
    [data] => Array
        (
            [user] => 7728842184
            [text] => Who are developing the app?
        )

)
2026-02-11 15:23:46
Array
(
    [label] => Search Initiated
    [timestamp] => 2026-02-11T15:23:46.422Z
    [data] => Array
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            [query] => Who are developing the app?
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)
2026-02-11 15:22:01
Array
(
    [label] => AI Raw Output
    [timestamp] => 2026-02-11T15:22:01.197Z
    [data] => {"concise": "The provided information does not specify who is developing the app. The context only lists several names without any details regarding their roles or activities related to app development.","detailed": "- **Missing Information**: The names provided (Bella Clark, James Brown, Jon Chanter, Sam Roberts, Sam Manning, Jonathan Roberts) do not include any details about app development. - **No Role Description**: There is no information linking any of the individuals to the task of developing an app. - **Context Limitation**: The supplied context is solely a list of names and one set of pronouns, offering no further functional or project-based details."}
)
2026-02-11 15:21:59
Array
(
    [label] => Final Context Fetched
    [timestamp] => 2026-02-11T15:21:59.312Z
    [data] => Array
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            [id] => 2f57f2b7-d004-8008-9ed0-c0ac856ae1cf
            [length] => 181
        )

)
2026-02-11 15:21:55
Array
(
    [label] => Router Decision
    [timestamp] => 2026-02-11T15:21:55.726Z
    [data] => Array
        (
            [selectedName] => Buddies
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)
2026-02-11 15:21:51
Array
(
    [label] => Cache Match Found
    [timestamp] => 2026-02-11T15:21:51.428Z
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2026-02-11 15:21:51
Array
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    [timestamp] => 2026-02-11T15:21:51.428Z
    [data] => Proceeding to AI Router
)
2026-02-11 15:21:50
Array
(
    [label] => Scoring Results
    [timestamp] => 2026-02-11T15:21:50.875Z
    [data] => Array
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            [scores] => Array
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                    [4] => Array
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                    [5] => Array
                        (
                            [title] => Guardrails
                            [score] => 0
                        )

                    [6] => Array
                        (
                            [title] => Consumer Duty
                            [score] => 0
                        )

                    [7] => Array
                        (
                            [title] => Tasks
                            [score] => 0
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                    [8] => Array
                        (
                            [title] => Branding
                            [score] => 0
                        )

                    [9] => Array
                        (
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                            [score] => 0
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                    [10] => Array
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                    [15] => Array
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                            [title] => Buddies
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                    [18] => Array
                        (
                            [title] => Values
                            [score] => 0
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                    [19] => Array
                        (
                            [title] => Brand Colours
                            [score] => 0
                        )

                    [20] => Array
                        (
                            [title] => Voice
                            [score] => 0
                        )

                    [21] => Array
                        (
                            [title] => Positioning
                            [score] => 0
                        )

                    [22] => Array
                        (
                            [title] => UVP (Unique Value Proposition)
                            [score] => 0
                        )

                    [23] => Array
                        (
                            [title] => Mission
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                        )

                    [24] => Array
                        (
                            [title] => Bill-e
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                    [25] => Array
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                            [title] => Personality
                            [score] => 0
                        )

                    [26] => Array
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                            [title] => Goals
                            [score] => 0
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                    [27] => Array
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                    [30] => Array
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                            [title] => Success
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                    [31] => Array
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                            [score] => 0
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                    [32] => Array
                        (
                            [title] => Multi-sensory Design
                            [score] => 0
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                    [33] => Array
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                            [title] => Logos
                            [score] => 0
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            [winningMatch] => Buddies
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)
2026-02-11 15:21:50
Array
(
    [label] => Inbound Message
    [timestamp] => 2026-02-11T15:21:50.872Z
    [data] => Array
        (
            [user] => 7728842184
            [text] => Who are developing the app?
        )

)
2026-02-11 15:21:50
Array
(
    [label] => Search Initiated
    [timestamp] => 2026-02-11T15:21:50.874Z
    [data] => Array
        (
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                    [0] => who
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)
2026-02-11 15:21:44
Array
(
    [label] => Inbound Message
    [timestamp] => 2026-02-11T15:21:44.316Z
    [data] => Array
        (
            [user] => 7728842184
            [text] => what version are you?
        )

)
2026-02-11 15:09:49
Array
(
    [label] => AI Raw Output
    [timestamp] => 2026-02-11T15:09:49.805Z
    [data] => {"concise": "The provided context does not contain any information about who is developing the app. Therefore, it's not possible to answer your question from the given details.","detailed": "- **Information Missing**: The provided details only list names and pronouns, without any indication of their roles or involvement in app development."}
)
2026-02-11 15:09:45
Array
(
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    [timestamp] => 2026-02-11T15:09:45.810Z
    [data] => Array
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            [id] => 2f57f2b7-d004-8008-9ed0-c0ac856ae1cf
            [length] => 181
        )

)
2026-02-11 15:09:43
Array
(
    [label] => Router Decision
    [timestamp] => 2026-02-11T15:09:42.997Z
    [data] => Array
        (
            [selectedName] => Buddies
        )

)
2026-02-11 15:09:39
Array
(
    [label] => Cache Missed
    [timestamp] => 2026-02-11T15:09:39.176Z
    [data] => Proceeding to AI Router
)
2026-02-11 15:09:39
Array
(
    [label] => Cache Match Found
    [timestamp] => 2026-02-11T15:09:39.175Z
    [data] => Array
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            [id] => 2f57f2b7d004803ba1e6d8fdba13c86c
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)
2026-02-11 15:09:38
Array
(
    [label] => Scoring Results
    [timestamp] => 2026-02-11T15:09:38.756Z
    [data] => Array
        (
            [scores] => Array
                (
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                        (
                            [title] => QA
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                    [2] => Array
                        (
                            [title] => Home
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                    [3] => Array
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                    [4] => Array
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                            [title] => Guide
                            [score] => 0
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                    [5] => Array
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                            [title] => Guardrails
                            [score] => 0
                        )

                    [6] => Array
                        (
                            [title] => Consumer Duty
                            [score] => 0
                        )

                    [7] => Array
                        (
                            [title] => Tasks
                            [score] => 0
                        )

                    [8] => Array
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                            [title] => Branding
                            [score] => 0
                        )

                    [9] => Array
                        (
                            [title] => User Research
                            [score] => 0
                        )

                    [10] => Array
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                            [score] => 0
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                    [11] => Array
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                    [12] => Array
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                            [title] => Meetings
                            [score] => 0
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                            [score] => 1
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                    [17] => Array
                        (
                            [title] => Web Dev
                            [score] => 0
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                )

            [winningMatch] => Buddies
            [winnerScore] => 2
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)
2026-02-11 15:09:38
Array
(
    [label] => Search Initiated
    [timestamp] => 2026-02-11T15:09:38.754Z
    [data] => Array
        (
            [query] => Who are developing the app?
            [keywords] => Array
                (
                    [0] => who
                    [1] => are
                    [2] => developing
                    [3] => the
                    [4] => app
                )

        )

)
2026-02-11 15:09:38
Array
(
    [label] => Inbound Message
    [timestamp] => 2026-02-11T15:09:38.754Z
    [data] => Array
        (
            [user] => 7728842184
            [text] => Who are developing the app?
        )

)
2026-02-11 15:09:34
Array
(
    [label] => Inbound Message
    [timestamp] => 2026-02-11T15:09:33.948Z
    [data] => Array
        (
            [user] => 7728842184
            [text] => what version are you?
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)
2026-02-11 15:05:25
Array
(
    [label] => AI Raw Output
    [timestamp] => 2026-02-11T15:05:25.772Z
    [data] => {
  "concise": "I am unable to identify who is developing the app based on the information provided. The context only lists names.",
  "detailed": "- **Information Not Found**: The provided context does not specify which individuals are developing the app. It only lists a series of names."
}
)
2026-02-11 15:05:24
Array
(
    [label] => Final Context Fetched
    [timestamp] => 2026-02-11T15:05:24.363Z
    [data] => Array
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            [id] => 2f57f2b7-d004-8008-9ed0-c0ac856ae1cf
            [length] => 181
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)
2026-02-11 15:05:21
Array
(
    [label] => Router Decision
    [timestamp] => 2026-02-11T15:05:21.186Z
    [data] => Array
        (
            [selectedName] => Buddies
        )

)
2026-02-11 15:05:17
Array
(
    [label] => Cache Match Found
    [timestamp] => 2026-02-11T15:05:17.543Z
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)
2026-02-11 15:05:17
Array
(
    [label] => Cache Missed
    [timestamp] => 2026-02-11T15:05:17.544Z
    [data] => Proceeding to AI Router
)
2026-02-11 15:05:16
Array
(
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    [data] => Array
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                            [title] => Voice
                            [score] => 0
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                            [score] => 0
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                            [score] => 0
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                            [score] => 0
                        )

                    [24] => Array
                        (
                            [title] => Bill-e
                            [score] => 0
                        )

                    [25] => Array
                        (
                            [title] => Personality
                            [score] => 0
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                    [26] => Array
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                            [score] => 0
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                            [score] => 0
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                            [title] => Promise
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                    [30] => Array
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                            [title] => Success
                            [score] => 0
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                    [31] => Array
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                            [score] => 0
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                            [score] => 0
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                )

            [winningMatch] => Buddies
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2026-02-11 15:05:16
Array
(
    [label] => Inbound Message
    [timestamp] => 2026-02-11T15:05:16.454Z
    [data] => Array
        (
            [user] => 7728842184
            [text] => Who are developing the app?
        )

)
2026-02-11 15:05:16
Array
(
    [label] => Search Initiated
    [timestamp] => 2026-02-11T15:05:16.457Z
    [data] => Array
        (
            [query] => Who are developing the app?
            [keywords] => Array
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                    [0] => who
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2026-02-11 15:05:09
Array
(
    [label] => Inbound Message
    [timestamp] => 2026-02-11T15:05:09.230Z
    [data] => Array
        (
            [user] => 7728842184
            [text] => what version are you?
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)
2026-02-11 14:42:38
Array
(
    [label] => AI Raw Output
    [timestamp] => 2026-02-11T14:42:38.386Z
    [data] => {"concise": "I can't tell you who the developers of the app are from the information provided. The context only lists names, without specifying their roles.", "detailed": "- **Missing Information:** The provided context only contains a list of names and does not specify who the app developers are or their roles."}
)
2026-02-11 14:42:36
Array
(
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    [timestamp] => 2026-02-11T14:42:36.952Z
    [data] => Array
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            [length] => 181
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)
2026-02-11 14:42:33
Array
(
    [label] => Router Decision
    [timestamp] => 2026-02-11T14:42:33.295Z
    [data] => Array
        (
            [selectedName] => Buddies
        )

)
2026-02-11 14:42:28
Array
(
    [label] => Cache Missed
    [timestamp] => 2026-02-11T14:42:28.887Z
    [data] => Proceeding to AI Router
)
2026-02-11 14:42:28
Array
(
    [label] => Cache Match Found
    [timestamp] => 2026-02-11T14:42:28.886Z
    [data] => Array
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2026-02-11 14:42:28
Array
(
    [label] => Scoring Results
    [timestamp] => 2026-02-11T14:42:28.137Z
    [data] => Array
        (
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                        (
                            [title] => Values
                            [score] => 0
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                            [score] => 0
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                            [title] => Brand Colours
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                        (
                            [title] => Voice
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                    [21] => Array
                        (
                            [title] => Positioning
                            [score] => 0
                        )

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                        (
                            [title] => UVP (Unique Value Proposition)
                            [score] => 0
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                    [23] => Array
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                            [title] => Mission
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                    [24] => Array
                        (
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                    [25] => Array
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                    [26] => Array
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                            [title] => Goals
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                    [30] => Array
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                            [score] => 0
                        )

                    [31] => Array
                        (
                            [title] => Design Rationale
                            [score] => 0
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                    [32] => Array
                        (
                            [title] => Multi-sensory Design
                            [score] => 0
                        )

                    [33] => Array
                        (
                            [title] => Logos
                            [score] => 0
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                )

            [winningMatch] => Buddies
            [winnerScore] => 1
        )

)
2026-02-11 14:42:28
Array
(
    [label] => Search Initiated
    [timestamp] => 2026-02-11T14:42:28.136Z
    [data] => Array
        (
            [query] => And who are the developers of the actual app?
            [keywords] => Array
                (
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                    [1] => who
                    [2] => are
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                    [5] => the
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                )

        )

)
2026-02-11 14:42:28
Array
(
    [label] => Inbound Message
    [timestamp] => 2026-02-11T14:42:28.133Z
    [data] => Array
        (
            [user] => 7728842184
            [text] => And who are the developers of the actual app?
        )

)
2026-02-11 14:42:03
Array
(
    [label] => AI Raw Output
    [timestamp] => 2026-02-11T14:42:03.540Z
    [data] => {
  "concise": "The app is being developed by Bella Clark, James Brown, Jon Chanter, Sam Roberts, Sam Manning, and Jonathan Roberts.",
  "detailed": "*   **Developers:***   Bella Clark*   James Brown*   Jon Chanter*   Sam Roberts*   Sam Manning*   Jonathan Roberts"
}
)
2026-02-11 14:42:01
Array
(
    [label] => Final Context Fetched
    [timestamp] => 2026-02-11T14:42:01.143Z
    [data] => Array
        (
            [id] => 2f57f2b7-d004-8008-9ed0-c0ac856ae1cf
            [length] => 181
        )

)
2026-02-11 14:41:56
Array
(
    [label] => Router Decision
    [timestamp] => 2026-02-11T14:41:56.155Z
    [data] => Array
        (
            [selectedName] => Buddies
        )

)
2026-02-11 14:41:51
Array
(
    [label] => Cache Match Found
    [timestamp] => 2026-02-11T14:41:51.761Z
    [data] => Array
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            [id] => 2f57f2b7d004803ba1e6d8fdba13c86c
            [length] => 0
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)
2026-02-11 14:41:51
Array
(
    [label] => Cache Missed
    [timestamp] => 2026-02-11T14:41:51.761Z
    [data] => Proceeding to AI Router
)
2026-02-11 14:41:51
Array
(
    [label] => Scoring Results
    [timestamp] => 2026-02-11T14:41:51.055Z
    [data] => Array
        (
            [scores] => Array
                (
                    [0] => Array
                        (
                            [title] => Values
                            [score] => 0
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                    [1] => Array
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                            [title] => Home
                            [score] => 0
                        )

                    [2] => Array
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                    [3] => Array
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                    [4] => Array
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                            [title] => Guide
                            [score] => 0
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                    [5] => Array
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                            [title] => Guardrails
                            [score] => 0
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                    [6] => Array
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                            [title] => Consumer Duty
                            [score] => 0
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                    [7] => Array
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                            [title] => QA
                            [score] => 0
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                    [8] => Array
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                            [title] => Tasks
                            [score] => 0
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                    [9] => Array
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                            [title] => Branding
                            [score] => 0
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                    [10] => Array
                        (
                            [title] => User Research
                            [score] => 0
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                    [11] => Array
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                            [title] => Market Research
                            [score] => 0
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                    [12] => Array
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                            [title] => Scientific Data
                            [score] => 0
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                    [13] => Array
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                            [title] => Meetings
                            [score] => 0
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                    [14] => Array
                        (
                            [title] => Surveys
                            [score] => 0
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                    [15] => Array
                        (
                            [title] => Ideas
                            [score] => 0
                        )

                    [16] => Array
                        (
                            [title] => Buddies
                            [score] => 1
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                    [17] => Array
                        (
                            [title] => App Dev
                            [score] => 0
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                    [18] => Array
                        (
                            [title] => Web Dev
                            [score] => 0
                        )

                    [19] => Array
                        (
                            [title] => Brand Colours
                            [score] => 0
                        )

                    [20] => Array
                        (
                            [title] => Voice
                            [score] => 0
                        )

                    [21] => Array
                        (
                            [title] => Positioning
                            [score] => 0
                        )

                    [22] => Array
                        (
                            [title] => UVP (Unique Value Proposition)
                            [score] => 0
                        )

                    [23] => Array
                        (
                            [title] => Mission
                            [score] => 0
                        )

                    [24] => Array
                        (
                            [title] => Bill-e
                            [score] => 0
                        )

                    [25] => Array
                        (
                            [title] => Personality
                            [score] => 0
                        )

                    [26] => Array
                        (
                            [title] => Goals
                            [score] => 0
                        )

                    [27] => Array
                        (
                            [title] => How we win
                            [score] => 0
                        )

                    [28] => Array
                        (
                            [title] => Purpose
                            [score] => 0
                        )

                    [29] => Array
                        (
                            [title] => Promise
                            [score] => 0
                        )

                    [30] => Array
                        (
                            [title] => Success
                            [score] => 0
                        )

                    [31] => Array
                        (
                            [title] => Design Rationale
                            [score] => 0
                        )

                    [32] => Array
                        (
                            [title] => Multi-sensory Design
                            [score] => 0
                        )

                    [33] => Array
                        (
                            [title] => Logos
                            [score] => 0
                        )

                )

            [winningMatch] => Buddies
            [winnerScore] => 1
        )

)
2026-02-11 14:41:51
Array
(
    [label] => Inbound Message
    [timestamp] => 2026-02-11T14:41:51.051Z
    [data] => Array
        (
            [user] => 7728842184
            [text] => Who are developing the app?
        )

)
2026-02-11 14:41:51
Array
(
    [label] => Search Initiated
    [timestamp] => 2026-02-11T14:41:51.053Z
    [data] => Array
        (
            [query] => Who are developing the app?
            [keywords] => Array
                (
                    [0] => who
                    [1] => are
                    [2] => developing
                    [3] => the
                    [4] => app
                )

        )

)
2026-02-11 14:41:43
Array
(
    [label] => Inbound Message
    [timestamp] => 2026-02-11T14:41:43.422Z
    [data] => Array
        (
            [user] => 7728842184
            [text] => what version are you?
        )

)
2026-02-11 14:40:28
Array
(
    [label] => AI Raw Output
    [timestamp] => 2026-02-11T14:40:28.246Z
    [data] => {
  "concise": "Based on the information provided, it is not possible to determine who is developing the app. The context only includes a list of names without any details regarding their roles or involvement in app development.",
  "detailed": "- **Unavailable Information:** The provided context does not specify which individuals are developing the app.- **Provided Names:** The names listed are Bella Clark, James Brown, Jon Chanter, Sam Roberts, Sam Manning, and Jonathan Roberts.- **Missing Context:** There is no information linking any of these individuals to the role of an app developer."
}
)
2026-02-11 14:40:26
Array
(
    [label] => Final Context Fetched
    [timestamp] => 2026-02-11T14:40:26.156Z
    [data] => Array
        (
            [id] => 2f57f2b7-d004-8008-9ed0-c0ac856ae1cf
            [length] => 181
        )

)
2026-02-11 14:40:23
Array
(
    [label] => Router Decision
    [timestamp] => 2026-02-11T14:40:23.380Z
    [data] => Array
        (
            [selectedName] => Buddies
        )

)
2026-02-11 14:40:19
Array
(
    [label] => Cache Missed
    [timestamp] => 2026-02-11T14:40:19.301Z
    [data] => Proceeding to AI Router
)
2026-02-11 14:40:19
Array
(
    [label] => Cache Match Found
    [timestamp] => 2026-02-11T14:40:19.301Z
    [data] => Array
        (
            [id] => 2f57f2b7d004803ba1e6d8fdba13c86c
            [length] => 0
        )

)
2026-02-11 14:40:19
Array
(
    [label] => Scoring Results
    [timestamp] => 2026-02-11T14:40:18.969Z
    [data] => Array
        (
            [scores] => Array
                (
                    [0] => Array
                        (
                            [title] => Values
                            [score] => 0
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                    [1] => Array
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                            [title] => Home
                            [score] => 0
                        )

                    [2] => Array
                        (
                            [title] => Progress
                            [score] => 0
                        )

                    [3] => Array
                        (
                            [title] => Concept
                            [score] => 0
                        )

                    [4] => Array
                        (
                            [title] => Guide
                            [score] => 0
                        )

                    [5] => Array
                        (
                            [title] => Guardrails
                            [score] => 0
                        )

                    [6] => Array
                        (
                            [title] => Consumer Duty
                            [score] => 0
                        )

                    [7] => Array
                        (
                            [title] => QA
                            [score] => 0
                        )

                    [8] => Array
                        (
                            [title] => Tasks
                            [score] => 0
                        )

                    [9] => Array
                        (
                            [title] => Branding
                            [score] => 0
                        )

                    [10] => Array
                        (
                            [title] => User Research
                            [score] => 0
                        )

                    [11] => Array
                        (
                            [title] => Market Research
                            [score] => 0
                        )

                    [12] => Array
                        (
                            [title] => Scientific Data
                            [score] => 0
                        )

                    [13] => Array
                        (
                            [title] => Meetings
                            [score] => 0
                        )

                    [14] => Array
                        (
                            [title] => Surveys
                            [score] => 0
                        )

                    [15] => Array
                        (
                            [title] => Ideas
                            [score] => 0
                        )

                    [16] => Array
                        (
                            [title] => Buddies
                            [score] => 1
                        )

                    [17] => Array
                        (
                            [title] => App Dev
                            [score] => 0
                        )

                    [18] => Array
                        (
                            [title] => Web Dev
                            [score] => 0
                        )

                    [19] => Array
                        (
                            [title] => Brand Colours
                            [score] => 0
                        )

                    [20] => Array
                        (
                            [title] => Voice
                            [score] => 0
                        )

                    [21] => Array
                        (
                            [title] => Positioning
                            [score] => 0
                        )

                    [22] => Array
                        (
                            [title] => UVP (Unique Value Proposition)
                            [score] => 0
                        )

                    [23] => Array
                        (
                            [title] => Mission
                            [score] => 0
                        )

                    [24] => Array
                        (
                            [title] => Bill-e
                            [score] => 0
                        )

                    [25] => Array
                        (
                            [title] => Personality
                            [score] => 0
                        )

                    [26] => Array
                        (
                            [title] => Goals
                            [score] => 0
                        )

                    [27] => Array
                        (
                            [title] => How we win
                            [score] => 0
                        )

                    [28] => Array
                        (
                            [title] => Purpose
                            [score] => 0
                        )

                    [29] => Array
                        (
                            [title] => Promise
                            [score] => 0
                        )

                    [30] => Array
                        (
                            [title] => Success
                            [score] => 0
                        )

                    [31] => Array
                        (
                            [title] => Design Rationale
                            [score] => 0
                        )

                    [32] => Array
                        (
                            [title] => Multi-sensory Design
                            [score] => 0
                        )

                    [33] => Array
                        (
                            [title] => Logos
                            [score] => 0
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                )

            [winningMatch] => Buddies
            [winnerScore] => 1
        )

)
2026-02-11 14:40:19
Array
(
    [label] => Inbound Message
    [timestamp] => 2026-02-11T14:40:18.964Z
    [data] => Array
        (
            [user] => 7728842184
            [text] => Who are developing the app?
        )

)
2026-02-11 14:40:19
Array
(
    [label] => Search Initiated
    [timestamp] => 2026-02-11T14:40:18.967Z
    [data] => Array
        (
            [query] => Who are developing the app?
            [keywords] => Array
                (
                    [0] => who
                    [1] => are
                    [2] => developing
                    [3] => the
                    [4] => app
                )

        )

)
2026-02-11 14:36:36
Array
(
    [label] => AI Raw Output
    [timestamp] => 2026-02-11T14:36:36.361Z
    [data] => {"concise": "The provided context does not contain any information about who is developing the app. Therefore, I cannot identify the app developers from the given names.", "detailed": "- **Information Missing**: The names provided in the context do not specify who is developing the app. - **Unable to Identify**: I cannot identify the app developers as this detail is not present in the given information."}
)
2026-02-11 14:36:34
Array
(
    [label] => Final Context Fetched
    [timestamp] => 2026-02-11T14:36:34.949Z
    [data] => Array
        (
            [id] => 2f57f2b7-d004-8008-9ed0-c0ac856ae1cf
            [length] => 181
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)
2026-02-11 14:36:30
Array
(
    [label] => Router Decision
    [timestamp] => 2026-02-11T14:36:30.264Z
    [data] => Array
        (
            [selectedName] => Buddies
        )

)
2026-02-11 14:36:24
Array
(
    [label] => Cache Missed
    [timestamp] => 2026-02-11T14:36:24.928Z
    [data] => Proceeding to AI Router
)
2026-02-11 14:36:24
Array
(
    [label] => Cache Match Found
    [timestamp] => 2026-02-11T14:36:24.927Z
    [data] => Array
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            [id] => 2f57f2b7d004803ba1e6d8fdba13c86c
            [length] => 0
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)
2026-02-11 14:36:23
Array
(
    [label] => Scoring Results
    [timestamp] => 2026-02-11T14:36:23.767Z
    [data] => Array
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            [scores] => Array
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                        (
                            [title] => Values
                            [score] => 0
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                            [title] => Home
                            [score] => 0
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                    [2] => Array
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                            [title] => Progress
                            [score] => 0
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                    [3] => Array
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                            [score] => 0
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                    [4] => Array
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                            [score] => 0
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                    [5] => Array
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                            [title] => Guardrails
                            [score] => 0
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                    [6] => Array
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                            [title] => Consumer Duty
                            [score] => 0
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                            [title] => QA
                            [score] => 0
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                    [8] => Array
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                            [title] => Tasks
                            [score] => 0
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                    [9] => Array
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                            [title] => Branding
                            [score] => 0
                        )

                    [10] => Array
                        (
                            [title] => User Research
                            [score] => 0
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                    [11] => Array
                        (
                            [title] => Market Research
                            [score] => 0
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                    [12] => Array
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                            [title] => Scientific Data
                            [score] => 0
                        )

                    [13] => Array
                        (
                            [title] => Meetings
                            [score] => 0
                        )

                    [14] => Array
                        (
                            [title] => Surveys
                            [score] => 0
                        )

                    [15] => Array
                        (
                            [title] => Ideas
                            [score] => 0
                        )

                    [16] => Array
                        (
                            [title] => Buddies
                            [score] => 1
                        )

                    [17] => Array
                        (
                            [title] => App Dev
                            [score] => 0
                        )

                    [18] => Array
                        (
                            [title] => Web Dev
                            [score] => 0
                        )

                    [19] => Array
                        (
                            [title] => Brand Colours
                            [score] => 0
                        )

                    [20] => Array
                        (
                            [title] => Voice
                            [score] => 0
                        )

                    [21] => Array
                        (
                            [title] => Positioning
                            [score] => 0
                        )

                    [22] => Array
                        (
                            [title] => UVP (Unique Value Proposition)
                            [score] => 0
                        )

                    [23] => Array
                        (
                            [title] => Mission
                            [score] => 0
                        )

                    [24] => Array
                        (
                            [title] => Bill-e
                            [score] => 0
                        )

                    [25] => Array
                        (
                            [title] => Personality
                            [score] => 0
                        )

                    [26] => Array
                        (
                            [title] => Goals
                            [score] => 0
                        )

                    [27] => Array
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                            [title] => How we win
                            [score] => 0
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                    [28] => Array
                        (
                            [title] => Purpose
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                            [title] => Promise
                            [score] => 0
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                    [30] => Array
                        (
                            [title] => Success
                            [score] => 0
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                    [31] => Array
                        (
                            [title] => Design Rationale
                            [score] => 0
                        )

                    [32] => Array
                        (
                            [title] => Multi-sensory Design
                            [score] => 0
                        )

                    [33] => Array
                        (
                            [title] => Logos
                            [score] => 0
                        )

                )

            [winningMatch] => Buddies
            [winnerScore] => 1
        )

)
2026-02-11 14:36:23
Array
(
    [label] => Inbound Message
    [timestamp] => 2026-02-11T14:36:23.762Z
    [data] => Array
        (
            [user] => 7728842184
            [text] => Who are developing the app?
        )

)
2026-02-11 14:36:23
Array
(
    [label] => Search Initiated
    [timestamp] => 2026-02-11T14:36:23.765Z
    [data] => Array
        (
            [query] => Who are developing the app?
            [keywords] => Array
                (
                    [0] => who
                    [1] => are
                    [2] => developing
                    [3] => the
                    [4] => app
                )

        )

)
2026-02-11 14:34:14
Array
(
    [label] => AI Raw Output
    [timestamp] => 2026-02-11T14:34:14.373Z
    [data] => {
  "concise": "The provided context lists several names: Bella Clark, James Brown, Jon Chanter, Sam Roberts, Sam Manning, and Jonathan Roberts. However, it does not contain any information about who among these, or indeed anyone else, is developing an app.",
  "detailed": "- **Missing Information**: The context only provides a list of names and does not specify their roles or involvement in app development. - **Names Provided**: Bella Clark, James Brown, Jon Chanter, Sam Roberts (she/her), Sam Manning, and Jonathan Roberts are mentioned. - **No Developer Details**: There is no information linking any of these individuals to developing an app."
}
)
2026-02-11 14:34:12
Array
(
    [label] => Final Context Fetched
    [timestamp] => 2026-02-11T14:34:12.779Z
    [data] => Array
        (
            [id] => 2f57f2b7-d004-8008-9ed0-c0ac856ae1cf
            [length] => 181
        )

)
2026-02-11 14:34:10
Array
(
    [label] => Router Decision
    [timestamp] => 2026-02-11T14:34:10.152Z
    [data] => Array
        (
            [selectedName] => Buddies
        )

)
2026-02-11 14:34:06
Array
(
    [label] => Cache Match Found
    [timestamp] => 2026-02-11T14:34:05.817Z
    [data] => Array
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            [id] => 2f57f2b7d004803ba1e6d8fdba13c86c
            [length] => 0
        )

)
2026-02-11 14:34:05
Array
(
    [label] => Cache Missed
    [timestamp] => 2026-02-11T14:34:05.818Z
    [data] => Proceeding to AI Router
)
2026-02-11 14:34:03
Array
(
    [label] => Search Initiated
    [timestamp] => 2026-02-11T14:34:03.235Z
    [data] => Array
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            [query] => Who are developing the app?
            [keywords] => Array
                (
                    [0] => who
                    [1] => are
                    [2] => developing
                    [3] => the
                    [4] => app
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        )

)
2026-02-11 14:34:03
Array
(
    [label] => Scoring Results
    [timestamp] => 2026-02-11T14:34:03.237Z
    [data] => Array
        (
            [scores] => Array
                (
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                        (
                            [title] => Values
                            [score] => 0
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                            [score] => 0
                        )

                    [2] => Array
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                            [score] => 0
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                    [3] => Array
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                            [score] => 0
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                    [4] => Array
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                            [score] => 0
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                    [5] => Array
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                            [title] => Guardrails
                            [score] => 0
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                    [15] => Array
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                    [16] => Array
                        (
                            [title] => Buddies
                            [score] => 1
                        )

                    [17] => Array
                        (
                            [title] => App Dev
                            [score] => 0
                        )

                    [18] => Array
                        (
                            [title] => Web Dev
                            [score] => 0
                        )

                    [19] => Array
                        (
                            [title] => Brand Colours
                            [score] => 0
                        )

                    [20] => Array
                        (
                            [title] => Voice
                            [score] => 0
                        )

                    [21] => Array
                        (
                            [title] => Positioning
                            [score] => 0
                        )

                    [22] => Array
                        (
                            [title] => UVP (Unique Value Proposition)
                            [score] => 0
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                    [23] => Array
                        (
                            [title] => Mission
                            [score] => 0
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                    [24] => Array
                        (
                            [title] => Bill-e
                            [score] => 0
                        )

                    [25] => Array
                        (
                            [title] => Personality
                            [score] => 0
                        )

                    [26] => Array
                        (
                            [title] => Goals
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                        )

                    [27] => Array
                        (
                            [title] => How we win
                            [score] => 0
                        )

                    [28] => Array
                        (
                            [title] => Purpose
                            [score] => 0
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                    [29] => Array
                        (
                            [title] => Promise
                            [score] => 0
                        )

                    [30] => Array
                        (
                            [title] => Success
                            [score] => 0
                        )

                    [31] => Array
                        (
                            [title] => Design Rationale
                            [score] => 0
                        )

                    [32] => Array
                        (
                            [title] => Multi-sensory Design
                            [score] => 0
                        )

                    [33] => Array
                        (
                            [title] => Logos
                            [score] => 0
                        )

                )

            [winningMatch] => Buddies
            [winnerScore] => 1
        )

)
2026-02-11 14:34:03
Array
(
    [label] => Inbound Message
    [timestamp] => 2026-02-11T14:34:03.231Z
    [data] => Array
        (
            [user] => 7728842184
            [text] => Who are developing the app?
        )

)
2026-02-11 14:32:56
Array
(
    [label] => AI Raw Output
    [timestamp] => 2026-02-11T14:32:56.717Z
    [data] => {
  "concise": "The hex code for Friendly Teal, which serves as the primary 'Bill-e' colour, is #30b0a6. It's chosen for its calming properties to reduce visual overwhelm and represent the collaborative 'buddy' relationship within the app.",
  "detailed": "- **Brand Colours**: The hex code for Friendly Teal is **#30b0a6**."
}
)
2026-02-11 14:32:55
Array
(
    [label] => Final Context Fetched
    [timestamp] => 2026-02-11T14:32:55.556Z
    [data] => Array
        (
            [id] => 2f57f2b7-d004-8015-9bdc-ca7beb0cb19e
            [length] => 11450
        )

)
2026-02-11 14:32:45
Array
(
    [label] => Router Decision
    [timestamp] => 2026-02-11T14:32:45.225Z
    [data] => Array
        (
            [selectedName] => Branding
        )

)
2026-02-11 14:32:42
Array
(
    [label] => Scoring Results
    [timestamp] => 2026-02-11T14:32:42.689Z
    [data] => Array
        (
            [scores] => Array
                (
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                        (
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                    [4] => Array
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                    [5] => Array
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                            [title] => Guardrails
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                    [6] => Array
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                            [title] => Consumer Duty
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                            [title] => Meetings
                            [score] => 0
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                        (
                            [title] => Surveys
                            [score] => 0
                        )

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                            [title] => Ideas
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                    [16] => Array
                        (
                            [title] => Buddies
                            [score] => 0
                        )

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                            [title] => App Dev
                            [score] => 0
                        )

                    [18] => Array
                        (
                            [title] => Web Dev
                            [score] => 0
                        )

                    [19] => Array
                        (
                            [title] => Brand Colours
                            [score] => 0
                        )

                    [20] => Array
                        (
                            [title] => Voice
                            [score] => 0
                        )

                    [21] => Array
                        (
                            [title] => Positioning
                            [score] => 0
                        )

                    [22] => Array
                        (
                            [title] => UVP (Unique Value Proposition)
                            [score] => 0
                        )

                    [23] => Array
                        (
                            [title] => Mission
                            [score] => 0
                        )

                    [24] => Array
                        (
                            [title] => Bill-e
                            [score] => 0
                        )

                    [25] => Array
                        (
                            [title] => Personality
                            [score] => 0
                        )

                    [26] => Array
                        (
                            [title] => Goals
                            [score] => 0
                        )

                    [27] => Array
                        (
                            [title] => How we win
                            [score] => 0
                        )

                    [28] => Array
                        (
                            [title] => Purpose
                            [score] => 0
                        )

                    [29] => Array
                        (
                            [title] => Promise
                            [score] => 0
                        )

                    [30] => Array
                        (
                            [title] => Success
                            [score] => 0
                        )

                    [31] => Array
                        (
                            [title] => Design Rationale
                            [score] => 0
                        )

                    [32] => Array
                        (
                            [title] => Multi-sensory Design
                            [score] => 0
                        )

                    [33] => Array
                        (
                            [title] => Logos
                            [score] => 0
                        )

                )

            [winnerScore] => 0
        )

)
2026-02-11 14:32:42
Array
(
    [label] => Search Initiated
    [timestamp] => 2026-02-11T14:32:42.687Z
    [data] => Array
        (
            [query] => what's the hex code for the teal?
            [keywords] => Array
                (
                    [0] => whats
                    [1] => the
                    [2] => hex
                    [3] => code
                    [4] => for
                    [5] => the
                    [6] => teal
                )

        )

)
2026-02-11 14:32:42
Array
(
    [label] => Cache Missed
    [timestamp] => 2026-02-11T14:32:42.691Z
    [data] => Proceeding to AI Router
)
2026-02-11 14:32:42
Array
(
    [label] => Inbound Message
    [timestamp] => 2026-02-11T14:32:42.683Z
    [data] => Array
        (
            [user] => 7728842184
            [text] => what's the hex code for the teal?
        )

)
2026-02-11 14:32:34
Array
(
    [label] => Inbound Message
    [timestamp] => 2026-02-11T14:32:34.973Z
    [data] => Array
        (
            [user] => 7728842184
            [text] => what version are you?
        )

)
2026-02-11 14:32:31
Array
(
    [label] => System Status
    [timestamp] => 2026-02-11T14:32:30.774Z
    [data] => Bill-E-Bot Started on Hostinger
)
2026-02-11 14:31:52
Array
(
    [label] => System Status
    [timestamp] => 2026-02-11T14:31:52.522Z
    [data] => Bill-E-Bot Started on Hostinger
)
2026-02-11 14:31:39
Array
(
    [label] => AI Raw Output
    [timestamp] => 2026-02-11T14:31:39.450Z
    [data] => {
  "concise": "I am Bill-E-Bot, an ADHD-friendly assistant. I don't have a specific version number that is publicly shared, but I am continuously updated to provide the best possible support.",
  "detailed": "- **Identity**: I am Bill-E-Bot, designed to be an ADHD-friendly assistant. - **Version Information**: I do not have a public version number. - **Updates**: My systems are regularly updated to improve performance and user experience."
}
)
2026-02-11 14:31:37
Array
(
    [label] => Final Context Fetched
    [timestamp] => 2026-02-11T14:31:37.914Z
    [data] => Array
        (
            [id] => 08bfbbae-2f34-4cd0-b356-5175084d440c
            [length] => 6308
        )

)
2026-02-11 14:31:25
Array
(
    [label] => Router Decision
    [timestamp] => 2026-02-11T14:31:25.260Z
    [data] => Array
        (
            [selectedName] => App Dev
        )

)
2026-02-11 14:31:17
Array
(
    [label] => Search Initiated
    [timestamp] => 2026-02-11T14:31:16.989Z
    [data] => Array
        (
            [query] => what version are you?
            [keywords] => Array
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                    [0] => what
                    [1] => version
                    [2] => are
                    [3] => you
                )

        )

)
2026-02-11 14:31:17
Array
(
    [label] => Scoring Results
    [timestamp] => 2026-02-11T14:31:16.990Z
    [data] => Array
        (
            [scores] => Array
                (
                    [0] => Array
                        (
                            [title] => Values
                            [score] => 0
                        )

                    [1] => Array
                        (
                            [title] => Home
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                        )

                    [4] => Array
                        (
                            [title] => Guide
                            [score] => 0
                        )

                    [5] => Array
                        (
                            [title] => Guardrails
                            [score] => 0
                        )

                    [6] => Array
                        (
                            [title] => Consumer Duty
                            [score] => 0
                        )

                    [7] => Array
                        (
                            [title] => QA
                            [score] => 0
                        )

                    [8] => Array
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                        )

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                            [score] => 0
                        )

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                            [score] => 0
                        )

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                        )

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                        (
                            [title] => Buddies
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                            [score] => 0
                        )

                    [18] => Array
                        (
                            [title] => Web Dev
                            [score] => 0
                        )

                    [19] => Array
                        (
                            [title] => Brand Colours
                            [score] => 0
                        )

                    [20] => Array
                        (
                            [title] => Voice
                            [score] => 0
                        )

                    [21] => Array
                        (
                            [title] => Positioning
                            [score] => 0
                        )

                    [22] => Array
                        (
                            [title] => UVP (Unique Value Proposition)
                            [score] => 0
                        )

                    [23] => Array
                        (
                            [title] => Mission
                            [score] => 0
                        )

                    [24] => Array
                        (
                            [title] => Bill-e
                            [score] => 0
                        )

                    [25] => Array
                        (
                            [title] => Personality
                            [score] => 0
                        )

                    [26] => Array
                        (
                            [title] => Goals
                            [score] => 0
                        )

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                            [title] => How we win
                            [score] => 0
                        )

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                            [title] => Design Rationale
                            [score] => 0
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                    [32] => Array
                        (
                            [title] => Multi-sensory Design
                            [score] => 0
                        )

                    [33] => Array
                        (
                            [title] => Logos
                            [score] => 0
                        )

                )

            [winnerScore] => 0
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)
2026-02-11 14:31:17
Array
(
    [label] => Cache Missed
    [timestamp] => 2026-02-11T14:31:16.991Z
    [data] => Proceeding to AI Router
)
2026-02-11 14:31:17
Array
(
    [label] => Inbound Message
    [timestamp] => 2026-02-11T14:31:16.987Z
    [data] => Array
        (
            [user] => 7728842184
            [text] => what version are you?
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)
2026-02-11 14:26:54
Array
(
    [label] => AI Raw Output
    [timestamp] => 2026-02-11T14:26:54.623Z
    [data] => {
  "concise": "I am a large language model, developed by Google.",
  "detailed": "- **Model Type**: Large Language Model (LLM)- **Developer**: Google"
}
)
2026-02-11 14:26:53
Array
(
    [label] => Final Context Fetched
    [timestamp] => 2026-02-11T14:26:53.080Z
    [data] => Array
        (
            [id] => 08bfbbae-2f34-4cd0-b356-5175084d440c
            [length] => 6308
        )

)
2026-02-11 14:26:45
Array
(
    [label] => Router Decision
    [timestamp] => 2026-02-11T14:26:45.274Z
    [data] => Array
        (
            [selectedName] => App Dev
        )

)
2026-02-11 14:26:40
Array
(
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    [timestamp] => 2026-02-11T14:26:40.273Z
    [data] => Array
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                    [4] => Array
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                    [5] => Array
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                        )

                    [6] => Array
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                            [score] => 0
                        )

                    [7] => Array
                        (
                            [title] => QA
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                    [8] => Array
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                        )

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                            [score] => 0
                        )

                    [18] => Array
                        (
                            [title] => Web Dev
                            [score] => 0
                        )

                    [19] => Array
                        (
                            [title] => Brand Colours
                            [score] => 0
                        )

                    [20] => Array
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                            [score] => 0
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                    [21] => Array
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                    [22] => Array
                        (
                            [title] => UVP (Unique Value Proposition)
                            [score] => 0
                        )

                    [23] => Array
                        (
                            [title] => Mission
                            [score] => 0
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                    [24] => Array
                        (
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                    [32] => Array
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                )

            [winnerScore] => 0
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)
2026-02-11 14:26:40
Array
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    [data] => Proceeding to AI Router
)
2026-02-11 14:26:40
Array
(
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    [timestamp] => 2026-02-11T14:26:40.265Z
    [data] => Array
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)
2026-02-11 14:26:40
Array
(
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    [timestamp] => 2026-02-11T14:26:40.270Z
    [data] => Array
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2026-02-11 14:26:25
Array
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    [timestamp] => 2026-02-11T14:26:25.075Z
    [data] => Bill-E-Bot Started on Hostinger
)
2026-02-11 14:23:56
Array
(
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    [timestamp] => 2026-02-11T14:23:56.246Z
    [data] => Array
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2026-02-11 14:23:56
Array
(
    [label] => Router Error
    [timestamp] => 2026-02-11T14:23:56.247Z
    [data] => cleanKeywords is not defined
)
2026-02-11 14:23:56
Array
(
    [label] => Bot Crash
    [timestamp] => 2026-02-11T14:23:56.248Z
    [data] => cleanKeywords is not defined
)
2026-02-11 14:23:45
Array
(
    [label] => Router Decision
    [timestamp] => 2026-02-11T14:23:45.161Z
    [data] => Array
        (
            [selectedName] => Branding
        )

)
2026-02-11 14:23:42
Array
(
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    [timestamp] => 2026-02-11T14:23:42.661Z
    [data] => Array
        (
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                            [score] => 0
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                    [5] => Array
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                        )

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                    [18] => Array
                        (
                            [title] => Web Dev
                            [score] => 0
                        )

                    [19] => Array
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                            [title] => Brand Colours
                            [score] => 0
                        )

                    [20] => Array
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                            [title] => Voice
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                    [23] => Array
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                    [25] => Array
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                    [26] => Array
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                            [title] => Goals
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                    [30] => Array
                        (
                            [title] => Success
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                    [31] => Array
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                    [32] => Array
                        (
                            [title] => Multi-sensory Design
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                        )

                    [33] => Array
                        (
                            [title] => Logos
                            [score] => 0
                        )

                )

            [winnerScore] => 0
        )

)
2026-02-11 14:23:42
Array
(
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    [timestamp] => 2026-02-11T14:23:42.662Z
    [data] => Proceeding to AI Router
)
2026-02-11 14:23:42
Array
(
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    [timestamp] => 2026-02-11T14:23:42.659Z
    [data] => Array
        (
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2026-02-11 13:51:26
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2026-02-11 13:48:36
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2026-02-11 13:48:36
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2026-02-11 13:48:28
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2026-02-11 13:48:24
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2026-02-11 13:39:44
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2026-02-11 13:39:42
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2026-02-11 13:39:40
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2026-02-11 13:39:37
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2026-02-11 13:39:28
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2026-02-11 13:34:50
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2026-02-11 13:34:50
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2026-02-11 13:34:44
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2026-02-11 13:34:31
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2026-02-11 13:34:24
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    [timestamp] => 2026-02-11T13:34:23.942Z
    [data] => Bill-E-Bot Started on Hostinger
)