Learn | Zenio HealthOS
Learn

Understand your health.

A useful health system should not only tell you what to do. It should teach you why, one idea at a time, and show what each recommendation rests on. Care fixes what is broken. Learning is how you improve what isn’t.

The foundation course

Twelve lessons. A way to reason, not a protocol.

Each lesson stands alone and ends with a check. Together they teach how to read your own evidence, weigh a recommendation and run a change without fooling yourself. Foundations release v1.0.0, frozen and versioned, so what you learned stays what you learned.

Read the course
Lesson 01

Define health in your own terms

Now, next and later: what you want to stay able to do, and what evidence would help.

Lesson 02

Separate evidence, guidance, interpretation and action

“The report flags this” is not “you have a disease”. Keep the four apart.

Lesson 03

Understand a measurement before comparing it

Reference range, diagnostic threshold, decision threshold, personal target: four numbers that differ without contradiction.

Lesson 04

Build a cardiometabolic risk picture

Blood pressure, ApoB, Lp(a), glucose over months, kidney, sleep, family history. Not one score.

Lesson 05

Reason about prevention and screening

Who a test is for, when, how often, and what a positive result actually means in your population.

Lesson 06

Include brain, sleep and emotional health

A sleep score is weaker evidence than a timeline of opportunity, duration, symptoms and daytime function.

Lesson 07

Treat physical capacity as several trainable qualities

Endurance, strength, power, balance, mobility. A step count measures exposure, not fitness.

Lesson 08

Evaluate nutrition by pattern, adequacy, response and sustainability

An explicit goal over an ideology, judged by outcomes and burden.

Lesson 09

Reconcile medications and supplements as interventions

Listed, prescribed, dispensed, actually taking: four different facts.

Lesson 10

Run measured actions without fooling yourself

Baseline, one change, a review date and a rule for what counts as success, set before you start.

Lesson 11

Maintain a useful longitudinal view

A sparse honest view beats a complete-looking one filled with assumptions.

Lesson 12

Build a qualitative prevention-priority review

The longevity review: rank the work, keep the unknowns visible, never compress it to one number.

The teacher

One bounded idea at a time, then a check.

Ask “what can you teach me?” and it shows the map, asks what outcome matters to you, and starts small. Ask a direct question and it answers the question; it does not force a lesson. A detour into a deeper unit never loses your place in the course.

Presented is not completed. Completed is not mastered. HealthOS records which one actually happened, and a plan drawn up in a lesson becomes a real action only when you say so.

The loop
1OrientWhat this concept helps you decide.
2ExplainPlain language, a compact model, only the detail you need now.
3ConnectRelated to your own records, with permission and clear evidence labels.
4CheckOne short recall or application question.
5ReceiptWhat was presented, and what your answer showed.
6ContinueThe next useful concept, never the whole curriculum at once.
Go deeper

Forty-six optional units across twelve topics.

For the questions the foundation raises: liver fat versus fibrosis, conflicting lab results, what an aging clock demonstrates. Pick the question and it selects the smallest unit that answers it, each with its sources and a check with an expected answer.

Measurements3 unitsWhy tests disagree and what a number actually measures
Cardiovascular health4 unitsParticles, lipid results and imaging together
Metabolic and liver health5 unitsLiver fat versus fibrosis; what glucose can miss
Screening and genetics5 unitsWhat a screen or a genetic result can establish
Nutrition4 unitsProtein, fuelling, substitutions and ketosis
Hormones and reproductive health4 unitsWhy hormone results are hard to read
Exercise4 unitsCapacity, training context, wearable estimates, bone loading
Pain and movement3 unitsPain, temporary relief and movement capacity
Sleep3 unitsSleep pressure, timing and sleep difficulties
Emotional health and habits4 unitsMood, relationships, habits and coping
Reading research4 unitsWhat a trial, an aging clock or a new intervention shows
Prevention in practice3 unitsFuture capabilities, family history, injury prevention
Whose standards

Longevity standards, not lab ranges. With the sources showing.

The default stance is preventive: preserve long-term function, address important preventable risks early, connect every measurement to a decision. It is distilled from public-health and clinical sources and from clearly attributed longevity lenses, including Peter Attia’s and Bryan Johnson’s. Neither is affiliated with or endorses HealthOS.

Prefer a lensUse one source as an added perspective, or let it win when several safe options are reasonable.
Fork the courseDepart systematically, keep the ancestry and a difference log. The shipped release stays recoverable.
Safety always winsCurrent local clinical guidance controls urgency, diagnosis, screening eligibility and treatment. A preferred expert never overrides it.
The knowledge layer

Know what is evidence, interpretation and uncertainty.

HealthOS keeps source material close to the decisions it informs, so you can go deeper without losing the thread.

An original source preserved in an archival sleeve with linked secondary evidence

Keep the source

Preserve the record, date, publisher and context behind each claim or measurement.

Primary evidence Clinical guidance Personal records
Observation, inference, and application kept in three physically distinct evidence lanes

Keep claims in lane

Separate what a source observed, what it inferred and what HealthOS interprets for you.

Observation Inference Application
Three versioned evidence sheets with one precise change illuminated on the final layer

Show what changed

Track revisions when new evidence, goals or constraints change the plan.

Versioned Dated Explainable
An incomplete evidence map with a deliberate measured opening for the next useful observation

Make uncertainty useful

Name gaps, conflicts and confidence limits so the next measurement has a purpose.

Unknowns Conflicts Next question
An open source-indexed learning ledger with layered annotations and an unfinished page for the next entry
Learning ledger

Covered is not the same as learned.

HealthOS is building a source-indexed corpus, held to longevity standards, across cardiovascular and metabolic health; cancer and screening; brain, sleep and mental health; strength, fitness and bone; and immune health. Its learning ledger records what was explained, what you understood and what comes next. Compatible agents can use the same persistent context; gaps and corrections remain visible.

Learning ledgerIllustrative
LipidsExplained 3 Sep · check 4/5 · next: Lp(a) vs LDL-C SleepExplained 28 Aug · check 5/5 · applied: fixed wake time Bone & strengthNot started · suggested after your DEXA