Module 01 · Lesson 04

Your 90-Day Learning Path

Reading time: 15 minutes Track: Universal Foundations · Required for all learners Prerequisites: Module 01 · Lessons 01–03

What this lesson does

You've completed three of the four foundation lessons. This final Module 01 lesson is operational — it helps you plan how you'll actually move through the rest of the curriculum without losing momentum or wasting time on modules that don't fit your situation.

By the end of this lesson, you'll have:

1. A clear picture of which modules apply to your role and stage
2. A realistic 90-day schedule for completing your curriculum
3. A way to track progress and adjust if you fall behind
4. An understanding of what "completion" actually means and what comes after

This lesson is short on theory and heavy on practical planning. Don't skip it — the learners who plan their path complete the curriculum at roughly 3x the rate of those who don't.

01 · The reality of self-paced learning

Here's an honest observation about self-paced curricula in any field: most people don't finish them.

Industry data on online professional education shows completion rates of 5-15% for typical self-paced courses. Even for paid corporate training, completion hovers around 20-30%. The gap between "I'm going to learn this" and "I learned this" is enormous, and it's not because the content is bad. It's because self-paced means self-managed, and most professionals don't structure their own learning well.

HaiPhai is designed to be different — modular, role-specific, structured around capstones that produce real work artifacts. But none of that helps if you don't plan your path and commit to a cadence.

This lesson gives you the structure. The cadence is your job.

The 90-day frame

The "right" amount of time to complete HaiPhai depends on your role complexity and time available, but 90 days is the target for most learners. Here's why:

• Shorter than 90 days (say 30-45 days): possible but requires significant weekly time commitment, often pulls from work hours, and reduces retention because there isn't enough practice time between concepts
• Longer than 90 days (say 6-12 months): also possible but momentum dies, you forget earlier modules by the time you reach later ones, and most learners simply never finish
• 90 days: enough time to apply each module to real work before moving to the next, while keeping momentum high enough to actually complete

If 90 days is impossible for you given workload, plan for 120 days. Don't plan for 180+ — you won't finish.

02 · What "your path" actually looks like

Every learner follows roughly the same shape:

Foundation modules (everyone)
├── Module 01 · Foundations & Mindset
├── Module 02 · Prompt Mastery
└── Module 03 · Governance & Compliance ← required gate

Role specialization (pick your path)
├── 04A · Bench R&D / Lab Scientist
├── 04B · Computational Biology
├── 04C · Translational Science
├── 04D · Clinical Operations
├── 04E · Clinical Development
├── 04F · Biostatistics & Data Management
├── 04G · Regulatory Affairs
├── 04H · Medical Writing
├── 04I · Pharmacovigilance & Drug Safety
├── 04J · Quality Assurance / Quality Control
├── 04K · CMC & Manufacturing
├── 04L · Medical Affairs / MSL
├── 04M · In-house Medical Affairs / MedInfo
├── 04N · Brand Marketing
├── 04O · Commercial Operations & Analytics
├── 04P · Market Access & HEOR
├── 04Q · Specialty Sales
├── 04R · Oncology Sales
├── 04S · Rare Disease Sales
├── 04T · Ultra-Rare Sales
├── 04U · Buy-and-Bill Sales
├── 04V · Executive Leadership
├── 04W · Business Development & Strategy
├── 04X · Finance & Accounting
├── 04Y · Legal / Corporate Counsel
├── 04Z · IP / Patent Strategy
├── 04AA · HR / People Ops
├── 04AB · IT Operations
└── 04AC · InfoSec / CISO

Advanced modules (everyone returns)
├── Module 05 · Connectors & Tools
├── Module 06 · Agent Design
├── Module 07 · Skills & Customization
├── Module 08 · AI Operating Model
├── Module 09 · Cross-Functional Collaboration
└── Module 10 · Capstone & Certification

Total module count for most learners: 3 foundation + 1 role + 6 advanced = 10 modules

Some learners take more than one role path (someone working across both Clinical Ops and Reg Affairs, for example). That's encouraged but increases total hours.

Time per module

Approximate effort for a typical learner:

Total time investment for full completion: roughly 25-40 hours over 90 days.

That works out to 2-4 hours per week for 90 days. Manageable. Doable. But only if scheduled.

03 · Three sample paths

Here are three sample 90-day paths for common learner profiles. Find the one closest to yours, then adapt.

Sample path A — The Bench R&D Scientist

Profile: Senior research associate at a Phase 2 biotech. Spends most of her time on literature review, protocol drafting, and assay troubleshooting. New to structured AI use.

Week 1-2: Module 01 (Foundations) + Module 02 (Prompt Mastery) Week 3: Module 03 (Governance) — required before specialization Week 4-6: Module 04A (Bench R&D path) including capstone drafting Week 7-8: Module 05 (Connectors) + Module 06 (Agent Design) Week 9-10: Module 07 (Skills) + Module 08 (Operating Model) Week 11: Module 09 (Cross-functional) + capstone refinement Week 12: Module 10 (Capstone defense + certification)

Total time: ~28 hours over 12 weeks.

Sample path B — The Clinical Operations Lead

Profile: Clinical project manager at a mid-size CRO, runs Phase 2-3 oncology trials. Some AI experience, mostly ad-hoc Claude use for drafting. Goal is to build team capability.

Week 1: Module 01 (Foundations) — already partially familiar, moves fast Week 2-3: Module 02 (Prompt Mastery) Week 4: Module 03 (Governance) — high-priority for her role Week 5-7: Module 04D (Clinical Operations path) + capstone PD memo library Week 8-9: Module 05 (Connectors) + Module 06 (Agent Design) Week 10: Module 07 (Skills) + Module 08 (Operating Model) Week 11: Module 09 (Cross-functional) — extra attention here since she works across functions Week 12: Module 10 (Capstone defense + certification)

Total time: ~32 hours over 12 weeks.

Sample path C — The Executive (CMO or CSO)

Profile: CMO at a commercial-stage biopharma. Limited time. Goal is strategic understanding plus enough hands-on capability to evaluate team output quality.

Week 1: Module 01 (Foundations) — quick read Week 2-3: Module 02 (Prompt Mastery) — applied to executive-level tasks Week 4: Module 03 (Governance) — high importance for executive Week 5-6: Module 04V (Executive Leadership path) + strategy capstone Week 7: Module 05 (Connectors) — light coverage Week 8: Module 06 (Agent Design) — strategic perspective Week 9: Module 07 (Skills) — light Week 10: Module 08 (Operating Model) — heavy interest here Week 11: Module 09 (Cross-functional) — important for executive Week 12: Module 10 (Capstone) — strategic memo for board

Total time: ~22 hours over 12 weeks (executives generally complete with somewhat less depth on tactical modules, more depth on strategic ones).

04 · How to schedule it

Three practical recommendations for actually following through:

1. Block calendar time, don't aspire to "find time"

The single highest-leverage thing you can do is put curriculum time on your calendar as recurring blocks. Two 90-minute blocks per week works for most learners. Examples:

• Tuesday 7-8:30 AM (before work)
• Saturday 9-10:30 AM

Treat these like meetings with yourself. If you skip them, you're skipping the curriculum.

2. Apply each module to real work within 48 hours

The biggest difference between learners who retain and those who don't is application. After every module, find a real work task that the module's content applies to, and use what you just learned. The learning sticks because you reinforced it in your actual job.

This is not optional. The capstones require real application by design — and the per-module application is what makes capstones feasible.

3. Track progress weekly

Once a week, spend 5 minutes updating a simple log:

• Modules completed
• Hours invested
• One thing I applied to real work
• One thing I'm still unclear about

The log is for you, not for anyone else. It exists because the act of writing it forces honest assessment of whether you're on pace.

If you fall 1 week behind, that's normal — catch up. If you fall 3 weeks behind, you need to either restructure your time or accept a 120-day path instead of 90.

05 · What "completion" actually means

A small but important framing: completion of HaiPhai doesn't mean "I read all the lessons." It means:

1. You completed the foundation modules (01-03) including governance
2. You completed your role path including the capstone
3. You completed the advanced modules (05-09)
4. You produced and defended the Module 10 capstone — a real artifact from your real work
5. You earned the appropriate certification tier based on the capstone

A learner who reads every lesson but never produces a capstone has not completed HaiPhai. The work is the work; reading about the work is preparation.

Certification tiers

You'll earn certification based on the depth of your capstone:

• Foundations (Tier 01) — completion of Modules 01-03 + a small role-specific exercise; demonstrates baseline competence
• Practitioner (Tier 02) — completion of full curriculum + role-specific capstone delivering real value; this is the target for most learners
• Expert (Tier 03) — Practitioner + significant cross-functional capstone affecting team or org-level practice; the goal if you want to lead AI practice at your organization

Most learners aim for Practitioner. Some reach Expert in this 90-day window; most reach it 6-12 months later after applying what they learned.

06 · After completion — what comes next

Practical realities once you complete the curriculum:

You'll be in the top 10% of your role's AI users

This isn't marketing. It's a function of two facts: most people don't complete structured AI curricula at all, and most who do complete generic ones rather than biotech-specific ones. Completing HaiPhai puts you in a small group.

That has career implications. AI fluency is going from "differentiator" in 2026 to "baseline expectation" by 2028. Being early is valuable.

You'll be a candidate for AI roles inside your organization

Many biotech and biopharma companies are creating positions like "AI Lead," "Director of AI Strategy," "AI Center of Excellence Lead." These roles often go to people who demonstrated AI competence on top of existing role expertise — exactly the profile HaiPhai produces.

You should plan for ongoing learning

The AI landscape will change substantially in 12-24 months. Some modules in HaiPhai will need updating; some new capabilities will emerge. We commit to keeping content current, and you should commit to revisiting key modules annually.

We're not promising you a one-time fix. We're giving you the framework to keep developing.

You'll be expected to teach

A pattern we've seen consistently: learners who complete HaiPhai become the people their colleagues ask for help with AI. Plan for this. It's a privilege and an obligation. The teaching also reinforces your own fluency — explaining a concept to a colleague is one of the best ways to deepen your own mastery.

07 · A note on pace versus depth

A real tension in self-paced learning: should you go fast and cover more ground, or slow and absorb deeply?

The honest answer: It depends on which capability needs work.

• If your weakest capability is specification writing, slow down on Module 02 and the role path. Each lesson should produce 2-3 real prompts you've tested.
• If your weakest capability is verification habit, slow down on Module 03 and apply its frameworks to your last week of work output.
• If your weakest capability is workflow design, slow down on Modules 06-08 and build at least one real workflow you'll use.
• If your weakest capability is tool selection, slow down on Module 05 and explicitly try alternative tools for tasks you do.
• If your weakest capability is governance fluency, slow down on Module 03 and revisit it after every role module to apply the principles in role-specific contexts.

The curriculum supports varying pace by module. Don't try to maintain the same speed across all 10 modules — that's not how skill development works.

08 · One final note before you proceed

You've now completed Module 01. The four lessons you've read are the foundation everything else builds on. They are intentionally heavier on framing than on tactics — Module 02 is where the practical specifications begin.

If you've engaged with these lessons, applied the self-assessment, and built a rough plan for your 90 days, you are statistically more likely than most enrolled learners to actually finish the curriculum. That commitment is the largest single predictor of success.

Two practical asks before you move on:

1. Block your first two calendar slots for Module 02. Don't close this tab and "do it later." Open your calendar now, create the recurring blocks, then continue.

2. Identify one real work task that needs prompt mastery. Module 02 will be far more useful if you have a concrete application target. Pick something on your current to-do list.

These two actions take 5 minutes combined. They are the difference between a learner who will finish and one who won't.

09 · Knowledge check

Three questions to close Module 01.

Q1. Approximately how many hours of total time investment does the full HaiPhai curriculum require for a typical learner?

a) 5-10 hours b) 15-20 hours c) 25-40 hours d) 80-100 hours

Q2. What does "completion" of the HaiPhai curriculum actually require?

a) Reading every lesson in every module b) Passing every knowledge check c) Completing all required modules, completing your role path, completing the advanced modules, and producing/defending a real capstone artifact d) Spending at least 90 days enrolled

Q3. Why does the lesson recommend blocking specific calendar time rather than "finding time as it comes up"?

a) Because calendar tools work better than to-do lists b) Because completion rates for self-paced learning are dramatically higher when learners block dedicated time, treating it as a non-negotiable commitment rather than aspirational intent c) Because employers require it d) Because each lesson must be done in one sitting

Answers: Q1: c · Q2: c · Q3: b

10 · End of Module 01

Module 01 is complete. You have:

• Internalized why AI fluency is different in biotech and why generic training fails
• Built an accurate mental model for what AI is, how it fails, and when to verify
• Identified the five universal capabilities and self-assessed your starting points
• Planned your 90-day path through the rest of the curriculum

Next: Module 02 · Prompt Mastery

Module 02 takes the strategic foundation you now have and turns it into the daily mechanics of high-performance AI use. Six lessons. The most immediately practical module in the curriculum. By the end of it, you will be able to write prompts that produce near-final-draft output on the first response.

Take a break if you need one. Then begin.

End of Lesson 04. End of Module 01.