Here in this part 2 - the meat and bones of this concept IP. As disclaimer again, this is my own idea, and as such - I am willing to share my thoughts as soon as I feel confident at sharing them. Consequently, the writings aren't perfect ~ incomplete passages, split / missing connections between phrases, typo’s to name a few. Hence as one expect as far as "Public Draft" goes, you have been warned at witnessing a little honesty what a "small" content creator go through each day (with a job).
I have begun manually “stamping” this article series' URL into the Internet’s Wayback Machine as a way for historic “imprint”, commencing as of Saturday 6th September 2025, as seen below. That way, I hope this prove as evidence that my work on this indeed started exactly on the date that I manually and initially initiate the date stamping on the Wayback Machine. For proof that I am the sole author behind this channel, please view my authorship evidence and statement(scroll to point #5).

Use of AI Statement. For context and clarity, throughout this entire channel (including prior book, and current YouTube® channel) have NOT relied on any sort of AI or generative tools for content writing. I am my own "one-man" channel, and I have not sought any support on third party marketers, proof readers, checkers, or buying "fake" traffic bots.
HOWEVER as for this "concept" idea here - does necessitate some AI concepts. But the what and how? Is where I simply I do not know. What I do know is that this entire product IP would be next to useless without it.
Having said all that let’s begin.
I contextualised my app around the idea that journalling - at least in retrospect off my own - is a mental encoding/decoding exercise subject to loathsome routines not without their own inherent biases. The "bias" here is what I refer to as an intentional, “closed-loop” conversation system, Any kind of Journalling is at best - a closed-loop conversation, outlet and/or "arena" so to speak. Here I am referring the word "closed" as to both the deliberate and self-induced and orchestrated - encoding and then decoding - back to the writer him/herself. Nobody, therefore as an "outside" interpreter from an unbiased view is ever allowed to witness.
I realise that in light of this, another “perspective” or "observer" is arguably, needed. But not in a manner that is "judgmental" per se. Rather - an observer that simply notifies and informs. No value judgment. No stigma attached. No virtue signalling.
This does take some time explaining. Please expect heavy re-writing(s) here. Apologies for the hassle.
Another "person" to watch over, but not necessarily to "converse".
So “who” is that exactly? That - is where AI agent implementation comes in, someway shape or form.
A clear reason for this is for the analytical support. To reflect, assess and research, on user's behalf on what they took, eaten consumed, exercised, excluded, reincluided, not just a day ago comparatively. But weeks, months or even years prior.
Can we really “remind” ourselves what we've written? A day, a week a month or perhaps year - later? By intuition - perhaps we should reword that as "speculation" ~ perhaps.
Is that our ego speaking? Maybe. Maybe not.
Daily life and hustles are already hectic enough as is. Even PhDs researchers, names need not mentioned but channels whom I look up to over the years - couldn't even remember, when asked what one had for breakfast.
So that - wraps up Part 1. And here is ~ the What, and the how.

Not a macro or micro’s calculator. But a journalling app catered for nutrition insights with biometric inputs. This app is envisioned to be an upgrade over the existing Google® template previously offered bi-annually releases or six month iterations.
The tool allows daily metric inputs starting with fasting glucose levels, ketones, weight readings [upon rising + after training]. As well ~ entires allocated on intake of macro or micronutrient supplementations taken in a variety of sub-contexts (eg. After rising, before training, or at specified time period).
A Conventional, 3-time-slot based (mornings, afternoons and evenings) journaling entries are provided with secondary entries dedicated for:
All entries are posited to have a rich text (RTE) formatting facility.
At the heart of its technological incentive, is the inclusion of AI analytic agent. What this is , is a conversational prompt dialogue not too dissimilar to ChatGPT or Claude - but primarily it is encouraged to be used as an analytical enquiry for reasons discussed earlier.
It is perhaps safe to say that the very definition of Health and/or Fitness remains superficially the same, universally at that - of saturated, vanity endowment. One may argue that health is nothing more than reproductive fitness.
However what is not equally shared, is our own reasoning for getting there. Or at least, getting what we want.
Too many people believe that "health" is a "thing" to "Get". Health or fitness is not an object.
"Health" and/or “fitness”, as seen and decoded here throughout this concept initiative since its beginnings ten years ago - is much less of a fixed outcome. Rather a lifelong side effect at maintaining pledges towards self-authenticity.
“Side effect’ here requires as one expects, an enforced change of habits, on how one rationalises consumptions and therefore - decisions. As reminder again, philosophically - nutrition is ration and/or "reason" - that precursors life, at present.
So, in this train of thought of searching for "reasons" - is where. health is individualistic. Very individualistic. Hence, the only proxy to all this is to somehow allows a frame of mind, written account or in this journalling - that helps shape and cope us for what we are. Human. Far too human.
They say none of us is perfect, yet we are consistently dragged, into moral tug-of-war to be "better". That - is not sustainable.
The so called “Clean eating”, “Healthy vs “not healthy” semantic subscriptions and narratives ~ likely predispose users to feel a certain obligation to align to a certain environment. That, which in returns, reinforces a persona they wish to aspire to.
But an unspoken question within this aspiration is - is that really, what the user "wants"?
If journalling is all about empowerment and affirming to that as self-accountability, then how would one have to face one's own prior or grave guilts or mistakes?
This App, is envisioned to be unlike its peers - that it aims to be (somehow) free of branding alignment bias typical to that as a health or fitness "narrative" per-se. Light, fluffy clouds, "tech(y)" purple and blue hazy gradient meshes, soft yellows, pastels...all these are overly done and promote restrictive frame of mind that likewise enforces Socrate's classical oath "first do no harm".
Rather, it permits the user the environment that he/she is willing to be comfortable with.
So how would I imagine this? I would speculate that:
If there. is one very loose analogy to this would be a perceived influence off a design philosophy known as "Utilitarianism". Remnants of stylistic influences / perhaps stemming by its typography and design elements first and foremost - from highly "functional" environments and contexts. Eg. fax machines. type writers. Print test pages. Barcodes. This however, remains only at best an early indicative influence and is not by any means a "locked in" decision.
This passage shall once again be revised overtime.
Demographics, user base and persona. Adults aged 20+, middle income, gender/culture/religion agnostics.
< more collateral /design artifact commencing soon > A sample persona (initially generated by AI but heavily re-written for re-contextualization) is provided below alongside the customer lead capture journey mapping.
Here I discuss and elaborate the user journey samples, various Widgets to summarise the app’s surface functionalities.
Generally there are two (2) visual views that User can navigate the web app.
These blocks and/or widgets are movable components that can be placed on the user’s Dashboard Grid; allowing modularity and customisation. These can be placed or occupying the Grid as:
At the time of writing this, depending on the responsive layout / state of the web app (Desktop, tablet and tablet) the Grid layout comprises of
The following lists the Widgets that are move-able, in the order of (expected/ anticipated) usage priority :
< end of interim share of progress and disclosure>