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“Alexander Singh is performing consistency checks on approximately 400 photos to validate the results.” — Alexander Singh

“Alexander Singh noted that general accuracy for TCM tongue analysis is currently capped at approximately 85%.” — Alexander Singh (as recorded in Gemini meeting notes)

“The financial structure includes a 7K total, with 5K allocated to the Minimum Viable Product (MVP) and a 2K retainer reserved for future feature development.” — Alexander Singh

“The payment schedule is set to a 5k installment now, with the 2k monthly retainer deferred until the milestone check-in in September.”

“Jovalene Teo highlighted the importance of their partner’s Health Sciences Authority and International Organization for Standardization certifications for the brewery, which provides necessary institutional backing.” — Jovalene Teo (as recorded in Gemini meeting notes)

“The next event is scheduled for this coming Saturday.”

“Alexander Singh and Jovalene Teo reviewed the tracking logs, confirming that the GCW and L'Oreal events were one-day events and that the data logging was functioning as expected.”

“Jovalene Teo outlined upcoming events, including a Spotify event tomorrow and a retreat for female founders in September.” — Jovalene Teo (as recorded in Gemini meeting notes)

“Alexander Singh discussed the status of the China API, which requires whitelisting to function correctly.” — Alexander Singh

“[Jovalene] Send Pulse Report: Share the technical pulse reader report for further analysis.”

“Alexander Singh is testing a zoom function in the user acceptance testing (UAT) environment to reduce image noise.” — Alexander Singh

“Alexander Singh explained that the system operates in three layers, starting with an image-processing layer using cloud vision to handle photo input.” — Alexander Singh (as recorded in Gemini meeting notes)

“Jovalene Teo is currently exploring business models, such as revenue sharing, to minimize rental commitment while establishing a physical footprint.” — Jovalene Teo (as recorded in Gemini meeting notes)

“To improve diagnostic accuracy, Alexander Singh agreed to implement stricter error handling for unclear photos, moving away from the default "balanced" result in favor of prompting users to retake the photo.” — Alexander Singh

“Alexander Singh noted that photos taken on mobile devices often yield better quality and more accurate results than the stationary tablet.” — Alexander Singh

“Jovalene Teo outlined a vision for the future where the AI goes beyond tongue analysis by incorporating Q&A components, such as inquiries about lifestyle, bowel movements, and other health markers.” — Jovalene Teo (as recorded in Gemini meeting notes)

“Alexander Singh proposed an alternative workflow where users scan a QR code on the tablet to initiate the scanner on their own mobile devices, which would capture higher-quality photos while still displaying results on the tablet screen.” — Alexander Singh

“Jovalene Teo shared a pivot in strategy, moving away from a single machine toward developing a proprietary herbal capsule machine compatible with Nespresso-style pods.” — Jovalene Teo (as recorded in Gemini meeting notes)

“Alexander Singh explored the technical feasibility of providing real-time, active guidance during the scanning process to help users adjust their positioning, acknowledging that while intensive, it is a possible feature for the future.” — Alexander Singh

“They intend to use these events to showcase the AI, collect data, and adapt the interface to different archetypes, such as a "founder archetype".” — Jovalene Teo (as recorded in Gemini meeting notes)

“Jovalene Teo shared that they possess pulse-reading equipment from China that generates reports via QR codes.” — Jovalene Teo (as recorded in Gemini meeting notes)

“Jovalene Teo expressed primary concerns regarding the accuracy of the AI-driven TCM diagnosis, questioning how to sustain their claims and move beyond their current reliance on the Anthropic model if necessary.” — Jovalene Teo (as recorded in Gemini meeting notes)

“While the system is generally deterministic, Alexander Singh identified a need to improve the scanner's performance to reduce result variance.” — Alexander Singh

“The scanner interface will be updated to enlarge the tongue capture area and include a quality check to prompt users to retake photos if the resolution is insufficient.”

“The model then diagnoses the tongue by extracting points, which are compared against weighted averages in their system.” — Alexander Singh (as recorded in Gemini meeting notes)

“Jovalene Teo described two distinct product lines for the capsules: a daily well-being drink designed for flavor and accessibility, and a potent, medicinal line for those seeking specific health outcomes.” — Jovalene Teo (as recorded in Gemini meeting notes)

“The parties agreed to conduct a milestone check-in in September to review the progress of the e-commerce site and other deliverables before finalizing further invoicing.”

“Alexander Singh invites Jovalene Teo to share any thoughts regarding a potential partnership, such as arrangements involving equity, investment, or service discounts.” — Alexander Singh

“They considered a two-way analysis using both the Singapore and China systems as a single source of truth to map features; however, Jovalene Teo indicated a preference against this route due to a change in business strategy.”

“Jovalene Teo shared that their results have been consistent when tested against a $10,000 to $30,000 clinical machine, which provides confidence for upcoming trials.” — Jovalene Teo (as recorded in Gemini meeting notes)

“[Alexander] Add Event Page: Develop a feedback page for the upcoming event allowing users to record physician input and interact with the Artificial Intelligence.”

“[Jovalene Teo] Form Expert Panel: Assemble a panel of tech and medical practitioners to support development and validation.”

“Alexander Singh is conducting back tests using a pixel matcher on existing photos to assess system consistency.” — Alexander Singh

“Development of the pulse reading equipment is deprioritized and shelved for the time being.”

“They agree to focus on refining the software to make the process autonomous, which will prevent similar quality issues and remove the need for personnel to monitor the photo-taking process.”

“Jovalene Teo proposed an engagement strategy for the event, where users compare their AI scan results with live readings from a TCM physician, which would also serve as a method to collect valuable data by having users input their physician-diagnosed constitution into the AI system.” — Jovalene Teo

“Alexander Singh committed to ensuring all reports include both primary and secondary constitutions, with the secondary defaulting to the closest next match, to enhance the credibility of the results.” — Alexander Singh

“They agreed that incorporating feedback from TCM physicians—who could verify results and correct AI misidentifications—is essential for improving accuracy.” — Alexander Singh and Jovalene Teo (as recorded in Gemini meeting notes)

“Alexander Singh proposed a blind research study to improve the AI, where TCM physicians would verify tongue images against various diagnostic tests.” — Alexander Singh (as recorded in Gemini meeting notes)

“The report design will be updated to display confidence scores as numerical values, remove constitution spread charts, and always display a secondary constitution.”

“Alexander Singh clarified that the 2K monthly retainer is currently on hold as the initial project milestones are not yet complete.” — Alexander Singh

“[Alexander Singh] Update confidence metric: Redefine the confidence metric to display statistical accuracy instead of the current proportion values.”

“Alexander Singh clarified that these percentages represent a ratio of potential constitutions rather than an absolute confidence score, and they agreed that the reporting format needs improvement to better manage user expectations.” — Alexander Singh

“Alexander Singh explained that the system uses a fail-safe where unclear or low-quality photos default to "balanced" to avoid incorrect diagnoses.” — Alexander Singh

“They explain that the initial service agreement intentionally avoids locking in specific, deep features to maintain flexibility, which prevents the client from paying for potentially unnecessary work while the brand undergoes a pivot.” — Alexander Singh

“Alexander Singh proposed changing the website's homepage, noting that the current e-commerce store setup is incomplete as the product is not yet ready for shipment.” — Alexander Singh (as recorded in Gemini meeting notes)

“The business strategy is set to focus on direct B2C entry, aiming to secure OEM manufacturing for their branded capsules.”

“This strategy aims to capture both the consumables and hardware markets, creating a "sexier" story to tell that integrates their TCM technology with daily lifestyle habits.” — Jovalene Teo (as recorded in Gemini meeting notes)

“Alexander Singh notes that their primary interest is to serve as the preferred marketing tech partner, and confirms that both they and Ken are interested in the direction the client is taking.” — Alexander Singh

“They emphasized the need for speed to avoid being outpaced by larger incumbents, noting that leveraging their "first-mover" advantage with lifestyle-focused TCM products is crucial for success.” — Alexander Singh and Jovalene Teo (as recorded in Gemini meeting notes)