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Q & A with Dr. Renée

Special Notes & Lessons Learned from Dr. Renée Jordan

When the Classroom Isn’t Enough

3/12/2026

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A focused young Black woman (approximately 20-25 years old) with rufous oculocutaneous albinism studies late at night at her desk. Her natural 4C-textured hair is styled in two large Afro puffs as she concentrates on a laptop while writing notes and sketching ideas in a notebook. A desk lamp casts warm light across printed papers, diagrams, and study materials spread across the table, capturing the intensity of a self-directed learner working to understand a complex concept. Black-Liberation.Tech
When the Classroom Isn’t Enough: How DIY Girlies Advocate for Themselves

A Real Talk Guide for the DIY Girly in the Room

It’s 11:47 p.m.


Your laptop screen glows in the dark while the rest of the house sleeps.
Three browser tabs are open: a YouTube tutorial, a forum thread, and a PDF of your textbook.


You’ve paused the video for the fourth time.


Your notebook is full of arrows, stars, and question marks.


You’re trying—really trying—to understand this concept before tomorrow’s class.


But earlier that day, when the teacher explained it, something didn’t click. And now you’re sitting there wondering:


Was it me?

Did everyone else get it?
If I ask again, will they think I wasn’t paying attention?


So instead of asking, you open another tab.


You search again.


You teach yourself.


If this scene feels familiar, you might be what I call a DIY Girlie—someone who refuses to let confusion stop her, even when the system doesn’t give her everything she needs.


And here’s the truth:
That instinct to figure things out for yourself is not a weakness.


It’s a superpower.


But even superpowers need strategy.


So let’s talk about something many DIY learners struggle with:


How do you advocate for yourself without getting labeled as “difficult”?


Q: If my teacher or institution isn’t providing what I need, how do I advocate for myself without getting labeled as difficult?

A: First, I want you to take a deep breath and hear this clearly:

The fear of being labeled “difficult” is incredibly common.


So many students—especially high-achieving, thoughtful students—stay silent because they don’t want to look like they’re complaining.


But let’s redefine something together.


Being “difficult” doesn’t mean you’re doing something wrong.


Sometimes it simply means you’re asking the questions that disrupt silence.


When a class isn’t giving you what you need, I actually want you to become what I call a constructively challenging student.


Not confrontational.


Not disrespectful.


But curious enough to refuse silence.


Because silence helps no one—not you, and not the next student who will struggle with the same concept.


Step 1: Show Up With Receipts
One of the most powerful things a DIY learner can do is show up with evidence of effort.

Never walk into a professor’s office empty-handed.


Bring your work.


Bring your notes.


Bring your attempts.


Imagine saying something like:


“I read the textbook section, watched these two tutorials, and here are the notes I took. I’m still confused about this part—could you help me figure out where I went off track?”


That small shift changes everything.


Now you’re not a student complaining.


You’re a student collaborating.


And educators respect that energy.


Because it shows you’re not asking them to do the work for you—you’re asking them to help you refine the work you’ve already started.


That’s exactly what strong learners do.


Step 2: Let the Rubric Do the Talking
Sometimes advocating for yourself feels emotional.

But you don’t have to rely on emotion at all.


Your syllabus and grading rubric are actually some of the most powerful tools in the classroom.


Think of the rubric as a map to the highest grade possible.


Instead of saying:


“I’m confused.”


Try framing your question around the learning goal:


“According to the rubric, the highest score requires demonstrating this skill. I want to make sure I’m moving in the right direction—could you look at my outline and let me know if I’m on track?”


See the difference?


You’re not challenging the teacher.


You’re aligning yourself with the standard they already set.


That keeps the conversation focused on learning—not feelings.


Step 3: Remember Your Teacher Is Not Your Only Resource
This is one of the biggest mindset shifts DIY learners need to embrace.

Your teacher is a resource.


But they are not the only resource.


If you’re not getting the support you need, take ownership of your learning ecosystem.


Look for:
  • Teaching assistants
  • Guidance counselors
  • Subject librarians
  • Academic support centers
  • Open educational resources online

And yes--generative AI tools can also serve as powerful study companions.


You can use them to:
  • break down complex concepts
  • generate practice questions
  • review difficult topics
  • simulate study sessions

Think of AI not as a shortcut—but as a study partner that helps you think through problems step by step.


The Truth DIY Girlies Need to Remember
Advocating for yourself isn’t about making noise.

It’s about claiming your place in the room.


You belong in that classroom.


You belong in that program.


You belong in every opportunity you are working toward.


And sometimes the most powerful thing you can do is simply say:


“I’m trying. I’ve done the work. And I’m ready to understand this better.”


That’s not being difficult.


That’s being determined.


And determined students?


They change their futures.


Reflection for the DIY Girlies reading this tonight
If you’re the one with ten tabs open and a notebook full of question marks…

You’re not behind.


You’re building the muscle of self-directed learning.


And that muscle will carry you much further than you realize.


So keep asking.
Keep searching.
Keep showing up.


The classroom may not always give you everything you need.


But the combination of curiosity, strategy, and courage?


​That will take you anywhere.
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How Do I Stay Motivated

3/10/2026

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A young Adro-Latina studying at a kitchen table in a bright home setting plans her learning schedule while watching a paused tutorial on a laptop screen about advanced React programming. She writes in a calendar and organizes colorful sticky notes labeled with weekly coding tasks, showing how a self-directed learner creates structure, deadlines, and goals while teaching herself new technical skills. Black-Liberation.Tech
​When No One Is Checking On You — How DIY Learners Stay Motivated
It’s Saturday afternoon.

Your laptop is open on the kitchen table. Sunlight spills through the window, but you’ve barely noticed. A half-finished tutorial sits paused on your screen. Your notebook is open beside you with scribbles, arrows, and a checklist you made earlier this week.


The problem is… no one knows you’re working on this.


There’s no professor waiting for your assignment.

No team expecting your contribution.
No deadline flashing red on a learning portal.

Just you.


You stare at the screen for a moment and think:


"Does this even matter if nobody’s checking?"


When you’re a DIY learner—teaching yourself new skills at night, chasing opportunities you can’t always see yet—it can feel like you’re walking a long road alone.


And the hardest part isn’t always the learning.


Sometimes the hardest part is
staying motivated when there’s no structure pushing you forward.

So How Do You Stay Motivated Without Deadlines or Feedback?

I completely understand this struggle.


When you are a DIY learner putting in late hours, there is no professor handing you a syllabus, and no one checking to see if you watched that YouTube tutorial or finished that practice project.


When there is no structure, deadline, or feedback pushing you forward, you have to
build that structure yourself.

And that begins with three important shifts.


1. Become Your Own Project Manager
The first step is realizing that when you’re learning independently, you are not just the student.

You’re also the
project manager.

That means setting your own deadlines and working backward from a goal.


Start by choosing something
specific and tangible.

Maybe it’s:
  • Completing a certification
  • Building a small portfolio project
  • Launching a personal website
  • Finishing a data visualization
  • Creating your first coding app

Now give that goal a
real deadline.

Not a vague “someday.”

A real date.

Once you have that date, work backward and ask yourself:


What needs to be finished three weeks from now?

What needs to happen this week?
What small step can I take today?

If the goal feels overwhelming, this is where AI can help.


You can ask a generative AI tool:


"Help me break this goal into a four-week learning plan."


Suddenly, the mountain becomes a series of
small, manageable steps.

And progress becomes visible.


2. Don’t Wait for Feedback — Go Find It
In traditional classrooms, feedback is automatic.

Your professor grades your work.

Your instructor comments on your progress.

But in the DIY learning world,
no one is automatically reviewing your work.

That means you have to
seek feedback intentionally.

This is where your
elevator pitch becomes powerful.

Prepare a simple 60–90 second explanation of what you’re working on:


"Hi, I’ve been teaching myself data visualization and I just built a dashboard project. I’d love feedback from people who have experience in this field."


Then share your work.


Post it in:
  • LinkedIn groups
  • Online tech communities
  • Developer forums
  • Professional networking events
  • Study groups or accountability circles

And here’s an important rule:


Never show up empty-handed when asking for feedback.


Bring something.


A draft.

A prototype.
A rough version.

People are far more willing to help when they can
see your effort.

3. Your Motivation Must Come From Within
This might be the hardest truth about the DIY learning journey.

External motivation only goes so far.


Eventually, your drive has to come from something deeper.


So ask yourself:


Why did I start this journey in the first place?


Maybe you wanted to:
  • Change your financial future
  • Build solutions for your community
  • Enter the tech industry
  • Prove to yourself that you could master something difficult

Whatever your reason is, hold onto it.


Because when motivation fades—and it will—that purpose becomes the fuel that keeps you moving.


You can still seek inspiration.


Listen to podcasts.

Attend workshops.
Watch other women succeed in the field you want to enter.

But inspiration is temporary.


Purpose is what sustains you.


The Truth About DIY Learners
​
Here’s something I want every DIY learner to remember:

The people who succeed in self-directed learning aren’t the ones who feel motivated every day.


They’re the ones who
build systems that keep them moving forward even on the days they don’t feel like it.

They create their own structure.


They seek their own feedback.


And they reconnect with their purpose when the road gets quiet.


Because sometimes the most important growth happens when
no one is watching.

And if you’re putting in the work right now—even when there’s no applause yet—remember this:


You’re not behind.
You’re building momentum.
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Using AI Without Cutting Corners

3/9/2026

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A young Black woman studies late at night at a wooden desk, looking thoughtfully at her laptop while multiple digital learning windows--YouTube, coding tutorials, and a document editor--float in front of her. Her notebook is filled with questions and diagrams as she works through a complex problem, capturing the feeling of a DIY learner using online tools and AI to figure things out step by step. Black-Liberation.Tech
AI Isn’t Cheating — When It’s Your Study Partner
It’s late.
Your laptop is open.
Three tabs are stacked across the top of your browser:
YouTube.
A tutorial blog.
And a blank Google Doc.
You’ve been trying to understand the same concept for almost an hour.
The instructor in the video moves fast, like everyone watching already knows half the material. The blog post is full of terms that feel just slightly out of reach. Your notes are messy—arrows, circles, question marks everywhere.
You pause the video.
Lean back.
And glance at another tab quietly waiting at the top of your screen.
ChatGPT.
Your mouse hovers over it.
A thought pops into your mind:
“Maybe I could just ask it to explain this.”
But almost immediately another voice interrupts.
“Wait… is that cheating?”
Because when you’re a DIY learner—when you’re the one teaching yourself late at night, piecing knowledge together from tutorials, articles, and trial-and-error—you want to know that you actually earned what you learned.
You don’t want shortcuts.
You want understanding.
And that’s why this question comes up so often.

So… Is Using AI Cheating?
I completely understand that fear.

When you are a DIY learner putting in the late hours, teaching yourself new skills and chasing goals that sometimes feel bigger than the support around you, you want to know that your knowledge is real. You want to know that you didn’t just take the easy way out.

But here is the truth:

Using AI or the internet isn’t cutting corners if you use them as your personal tutor and thinking partner—not a cheat sheet.

The difference isn’t the tool.
The difference is how you use it.

Don’t Ask AI for the Answer. Ask It for the Path.
One of the biggest mistakes I see students make is treating AI like an answer machine.

They paste their homework question into the chat and ask for the final response. They ask it to write their paper or generate the finished code.

The problem with that approach is simple:

You’re not learning how to think through the problem.

You’re skipping the process.

And the process is where real understanding lives.

Instead of asking AI for the answer, ask it to help you find the path to the answer.

For example, you might say:

“Act like an expert instructor. These are my learning goals. Can you generate guiding questions that help me test my understanding?”

Or:

“Explain this concept like I’m a third grader so I can understand the core idea before I go deeper.”

When you do that, AI becomes something powerful:

A patient tutor that never gets tired of explaining things differently.

Use AI to Challenge Your Thinking
Another powerful way to use AI is after you’ve already done the work.

Let’s say you draft a project plan, an essay outline, or a persuasive argument.

Instead of asking AI to replace your thinking, ask it to stress-test your thinking.

You could say:

“Here are my bullet points. Where are the holes in my logic?”

Or:

“What perspectives might I be missing?”

Or:

“How would a professor or hiring manager evaluate this response?”

Now AI isn’t doing the work for you.

It’s helping you refine the work you already created.

And that’s where real learning deepens.

Reduce the Mental Overload
Learning something new can feel overwhelming because your brain is juggling so many tasks at once.

Understanding the concept.
Organizing the information.
Figuring out what to study next.

AI can help reduce that cognitive load.

You can use it to:
  • Organize a study schedule
  • Break a big topic into smaller pieces
  • Find additional resources
  • Generate practice questions
  • Turn complex material into simpler explanations

When AI handles the organizational weight, your brain has more space for the part that really matters:

Deep thinking and real understanding.

The Golden Rule: Verify, Then Trust
But there’s one rule you should never forget.

Verify first. Then trust.

AI can make mistakes.
It can hallucinate facts.
And it carries the biases of the internet it was trained on.

That means you still have an important role to play.

Take the AI’s output and ask yourself:

Is this accurate?
What sources support this?
What perspectives might be missing?

Cross-reference information with trusted sources like:

.edu websites
.gov research
scholarly publications

And then make the knowledge your own.

The Real Power of AI for DIY Learners
Here’s the thing I want you to remember.

Using tools like AI isn’t cheating.

It’s learning how to learn better.

The most successful DIY learners aren’t the ones who struggle alone the longest.

They’re the ones who learn how to:

Ask better questions.
Test their understanding.
Refine their thinking.
And verify their knowledge.

AI can support that process.

But you are still the thinker.
You are still the learner.
You are still the one building the skill.


And when you use these tools intentionally, you’re not cutting corners.

You’re doing something much more powerful.

​You’re taking control of how you learn.
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Everyone Else Seems Ahead

3/4/2026

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A young woman sits quietly at her laptop in a classroom, appearing focused but isolated while a group of classmates behind her collaborate and laugh together, illustrating the feeling of being left behind in a learning environment. Black-Liberation.Tech
Everyone Else Seems Ahead. But You’re Not Starting From Zero.
You walk into the classroom a few minutes early, clutching your notebook like it might somehow absorb knowledge through the cover. The room is already buzzing. Laptops are open. Someone in the corner is talking about a coding framework you’ve never heard of. Two students in the front row are laughing about a project they apparently started weeks ago.

You slide into your seat quietly.

The professor hasn’t even started yet, but it already feels like everyone else got the memo except you.

Someone behind you says,

"Oh yeah, I already built a prototype for that."


Your stomach drops a little.

You open your laptop and stare at the blank screen thinking:

"Wait… did I miss something?"


And suddenly the room feels louder, the material feels harder, and a quiet thought starts creeping in:

Maybe I’m already behind.


Q: What should I do when I feel behind because other students seem to already know what they’re doing?

I hear this question all the time, and the first thing I want you to know is this: learning is not a race against the people sitting next to you.

When you walk into a classroom, a lab, or a new project space, it can feel like everyone else already got the instruction manual. They’re speaking the language, typing confidently on their laptops, throwing around terms you’ve never heard before.

Meanwhile, you’re sitting there thinking:

"Wait… did I miss something?"


It’s easy in those moments to look around and think, “Oh my gosh, I’m behind. They already know what they’re doing.”

But here’s the truth most people won’t say out loud: everyone walks into the room carrying different pieces of the puzzle.

Some students may have taken a similar class before.
Some learned the material from a summer program.
Some had a mentor, a parent, or a sibling who explained things early.

And if you’re a DIY girly—someone who learned to figure things out on your own, without a roadmap—you’re probably used to building those pieces yourself.

And some—like many of the DIY girlies I meet—are figuring it out from scratch.

But let me pause that thought right there.


Because you are never actually starting from zero.

You are walking into this new space with a whole toolkit of experiences, skills, and perspectives that are entirely your own—and highly valuable.

Think about a time in your past when you faced something completely new or challenging and still figured out how to succeed. Maybe it was teaching yourself a hobby, organizing a project, learning a new sport, or mastering a completely different subject.

The simple fact that you have learned something new before means you already have a blueprint for doing it again.

To find your best approach now, reflect on the things you already know the most about and ask yourself:

How did I go about learning those things?


Did you watch tutorials?
Did you experiment until something worked?
Did you ask questions?
Did you break a big problem into smaller pieces?

Whether you realized it or not, you were building a learning process.

Now take those same actions and transferable skills—your resilience, your resourcefulness, your problem-solving—and apply them to this new area where you might be struggling.

You are not empty-handed when you walk into a new space.

You bring knowledge.
You bring curiosity.
You bring lived experience.

And learning how to pull from that toolkit is one of your greatest superpowers.

I know what it feels like to sit in those rooms and silently wonder if you’re good enough. I know what it’s like to compare yourself to the people who seem confident and prepared.

But over time I realized something important:

We are not all running the same race. We are building our own lanes.


That student who looks perfectly prepared might also be nervous. They might just be better at hiding it.

So instead of letting that feeling isolate you—or keeping quiet just to appear like you already understand—I want you to do something powerful:

Use your voice.


Talk to the people around you.

Ask your classmates how they learned the material. Ask what helped them understand the topic. You might discover a YouTube channel that explains things better than the textbook, a LinkedIn Learning course that fills in the gaps, or a study guide someone created after struggling with the same concepts.

And if you find someone who seems a little further along, consider asking them to be a near-peer accountability buddy. Not a tutor. Not someone you depend on. Just someone who checks in with you, shares resources, and helps you navigate the parts that feel confusing.

Those small connections can make a huge difference.

Your Secret Superpower as a DIY Learner
If you feel like you're missing foundational knowledge for a class or project, you don’t have to wait for someone to teach it to you.

You can build your own bridge.

Use generative AI as your personal tutor and thinking partner.

Ask it to break complicated ideas into smaller pieces. Ask it to explain concepts in simpler language. Ask it for examples, practice problems, or step-by-step walkthroughs.

For example, you could ask:
"Explain this concept to me like I’m brand new to it and give me three practice examples so I can test my understanding."

Piece by piece, you’ll start filling in the gaps.

Not because someone handed you the answers—but because you built the understanding yourself.

And that kind of learning sticks.

So if you ever sit in a room and feel like everyone else already knows what they’re doing, remember this:

You are not behind.

You are learning how to learn.

And that skill—the DIY mindset, the curiosity, and the courage to ask questions—will carry you much further than pretending you already have it all figured out.

The students who succeed long-term aren’t the ones who knew everything on day one.
They’re the ones who kept showing up, asking questions, and building their understanding piece by piece.


DIY Girly Action Step
Before your next class, project, or study session:
  • Write down one concept you don’t understand yet
  • Ask a classmate how they learned it
  • Ask AI to break it down step-by-step
Remember: confusion is not a failure signal.

​It’s a learning signal.
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Am I Missing Something?

3/1/2026

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A young woman studies at her laptop at night in a softly lit bedroom, smiling as she writes in a notebook beside her computer. Around her, glowing floating tabs display thoughts like “Am I behind?”, “How many tabs is too many?”, “Is this good?”, and “Overwhelmed by info.” On the right side of the image, a digital project rubric checklist and an AI tutor chat window show feedback and quiz support. The scene reflects a DIY learner moving from overwhelm to clarity by using structured feedback and AI as a thinking partner. Black-Liberation.Tech
Am I Learning This Right… or Am I Missing Something?
​

​Q: If I’m doing DIY learning, how do I know if I’m “doing it right” or missing something important?

A: I love the DIY hustle — truly. The DIY Girlies are some of the most disciplined learners I know, because you’re building skills in between life. Between school and work. Between family responsibilities. Between the moments when your confidence is high… and the moments when you’re staring at your screen thinking, “I’ve watched ten tutorials… why do I still feel unsure?”And let me name the part nobody says out loud:

DIY learning can feel like walking through a dark hallway with a flashlight that only lights up two steps ahead. You’re moving forward, but you don’t always know if you’re headed in the right direction — and that uncertainty can mess with your confidence.

So here’s the truth: DIY learning isn’t “wrong.” It’s just missing one thing most classrooms give you automatically — feedback.

And the solution isn’t to doubt yourself. The solution is to build your own feedback loop so you can test your learning before real life tests it for you.


1) Use AI as your “thinking buddy,” not a shortcutIf you’re DIY learning, you don’t need AI to do the work for you. You need AI to help you check your work.

Here’s a simple way to do that: take the learning outcomes from a tutorial, a syllabus, or even a job description — and ask AI to create a quiz for you.
Try a prompt like:

“Act like an expert instructor. Based on these learning outcomes, create a 15-question quiz to test my knowledge. Then grade my answers and tell me what I’m missing.”

This does two powerful things:
  • It turns your learning into something measurable (not just vibes).
  • It helps you catch blind spots early — before they become frustration later.

DIY Girlies don’t need more information. You need clarity.
This is how you get it.


2) Borrow a rubric and let it become your checklistIf you’re building a project for your portfolio, don’t guess what “good” looks like.

Find a rubric online for that kind of project — writing, coding, research, design, presentation, whatever you’re building.
A rubric is basically a map.
And here’s the trick:

Go straight to the highest score column.
That’s your “Definition of Done.” That’s your checklist. That’s how you stop wondering “Is this enough?”

When you grade your own work against a clear standard, you shift from insecurity to strategy.


3) Stop learning in silence — build your feedback circleDIY doesn’t mean “do it alone.”

One of the fastest ways to know whether you’re doing it right is to share what you’re building with people who understand the space.

That could look like:
  • A peer accountability buddy
  • A LinkedIn community
  • An online forum
  • A group chat with a friend who’s also building
  • A mentor you DM with a simple, respectful ask

You can literally say:
“Hey, I’ve been teaching myself this skill and built this project. Can you review it and tell me if I have any gaps in my logic?”

And here’s what matters most:
When you can explain what you built, why you built it that way, and what you’d improve next — that’s mastery.
Not perfection.
Mastery.


A final word for the DIY Girlies
If nobody has told you this lately, let me:
You don’t need permission to be a real learner.
You don’t need an instructor’s validation to be legitimate.
You need a system that keeps you grounded when your confidence tries to wobble.

So if you’re worried you’re missing something important, don’t panic.
Just do what great builders do:
  1. test your understanding
  2. check your work against a standard
  3. invite feedback
  4. revise with intention

​That’s not just DIY learning.
That’s professional-level learning.
And you’re closer than you think.
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Choosing What’s Worth It

2/25/2026

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A focused young Black woman with natural hair, glasses, and over-ear headphones sits at a wooden desk watching a design tutorial on her laptop. She takes notes in a spiral notebook with a highlighter nearby, while a cup of tea and her phone rest on the table. The room is warmly lit, with plants and bookshelves in the background, creating a calm, intentional DIY learning environment. Black-Liberation.Tech

Stop Drowning in Tabs: A DIY Girl’s Guide to Choosing What’s Worth It

​
Q: How do I decide which tutorials, videos, or resources are actually worth my time when there’s so much online?
​

Hey DIY Girlies
Let’s be honest.
You open your laptop to learn one thing — just one.
Suddenly you’ve got 17 tabs open, three YouTube playlists saved, two PDFs downloaded, and an ad promising you “Six Figures in Six Weeks.”

Now your brain is tired.
Your project is untouched.
And somehow… you feel behind.

I hear this all the time. And I get it.
As a self-starter, your time isn’t just time — it’s your currency. And you cannot afford to spend it on fluff.
The real skill here?
It’s not just learning.
It’s curating.

Here’s how you protect your energy and choose wisely.

1. Practice “Verify Then Trust” (Your Digital Armor)Before you give someone your hours, check who they are.
We live in the era of “expert aesthetics.” Good lighting doesn’t equal good knowledge.
Ask:
  • Who created this?
  • What are their credentials?
  • Are they connected to a reputable organization (.edu, .gov, established company)?
  • Do others in the field respect them?
If you use AI to generate a resource list, don’t blindly accept it. Cross-reference. Confirm the sources exist. Check ratings.
DIY doesn’t mean “do it blindly.”
It means “do it with discernment.”


2. Choose Living Libraries Over Loud AlgorithmsAlgorithms show you what’s trending.
They do not know your dreams.

Instead of scrolling endlessly, ask real people:
  • “What tutorial actually helped you build something?”
  • “What resource saved you time?”
  • “What book shifted your perspective?”
Mentors, professors, group chats, online communities — they are living, breathing libraries.
When I needed to understand Ubuntu deeply, I didn’t scroll aimlessly. I asked someone rooted in the scholarship. That question saved me weeks.
DIY doesn’t mean alone.
It means strategic.


3. Pick Tutorials That Make You Build, Not Just WatchHere’s a trap: learning for the aesthetic of learning.
A good resource should leave you with something tangible:
  • A mini-project
  • A draft
  • A code snippet
  • A design
  • A plan
If it’s just 45 minutes of talking with no output?
That might be passive consumption disguised as productivity.

As a DIY Girlie, you thrive when your hands are moving.
Ask:
“What will I have built when this is over?”

If the answer is “just notes”… reconsider.

4. Find Resources That See YouRepresentation matters — not as a trend, but as context.
If a tutorial ignores your lived experience, your cultural lens, your goals as a Latina, Afro-Latina, or Black woman building something meaningful — it may not serve you fully.
Look for creators who:
  • Use diverse examples
  • Acknowledge multiple pathways
  • Teach in ways that feel affirming, not alienating
If something feels like it erases you, you are allowed to move on.
DIY Girlies don’t shrink to fit content.
They find content that expands them.


5. Use the “Layered Content” Test (Protect Your Energy)Don’t dive into the 3-hour masterclass immediately.
Test the waters:
  • Watch the 60-second clip.
  • Read the blog summary.
  • Scan the syllabus.
If the short version adds clarity?
Then invest in the long version.

This protects your cognitive load and keeps you from overcommitting.

6. Let AI Be Your Filter, Not Your BrainAI can be your thinking buddy.
Drop a YouTube link into a tool like NotebookLM alongside your rubric or goals and ask:
“Does this align with my project outcomes?”
“Which parts should I focus on?”

This turns AI into a comparator — not a replacement for your judgment.
You stay the decision-maker.
AI just helps you sift.


7. Check for Actionable OutcomesA resource is worth your time if it moves you from:
Inspiration → Implementation
If you finish and don’t know what to do next?
That’s a red flag.

The best tutorials end with:
  • A clear next step
  • A build prompt
  • A challenge
  • A deliverable
DIY learning is about momentum.

Final Word to the DIY Girlie You are not drowning in information.
You are swimming toward discernment.

The internet is loud.
But you get to decide what enters your ecosystem.

Every time you choose wisely, you’re building more than a project --
you’re building judgment.
Strategy.
Confidence.

Your education is in your hands.
Curate boldly.
Verify first.
Build often.

And remember: not everything online deserves your brilliance.
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​How to Decide What’s Actually Worth Your Time

1/25/2026

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A young Black woman sits at a desk in a home office, focused on her work. She holds a smartphone in one hand while looking at dual computer monitors displaying articles and digital content. A notebook with hand-drawn wireframes, sticky notes, and pens rest on the desk, suggesting thoughtful planning, research, and content creation in a calm, professional workspace. Black-Liberation.Tech
​How to Decide What’s Actually Worth Your Time When Everything Is Online

Hello! It’s a pleasure to support you as you navigate today’s endless sea of information.

If you are a motivated, self-directed learner—someone who values depth, clarity, and purpose—you already know this truth intuitively: your time is your most valuable currency. You want to learn well, not just consume endlessly. You want resources that respect your intelligence, honor your lived experience, and actually move you forward.


At the same time, the internet is loud. Tutorials, videos, threads, courses, and “experts” are everywhere. Distinguishing between high-quality learning and well-produced fluff is no longer optional—it’s a core digital literacy skill.


And if you’re someone who tends to wonder, “What if I pick the wrong resource and fall behind?”—this conversation is for you too.


​Let’s talk about how to decide what’s worth your time with intention, confidence, and care.


How Do I Decide Which Tutorials, Videos, or Resources Are Actually Worth My Time?
1. Apply the “Verify, Then Trust” ProtocolBefore committing hours to a tutorial, course, or video series, pause and evaluate the source.
We live in an era of influencer expertise, where confidence and visibility often substitute for depth. Instead of assuming credibility, verify it.
Ask:
  • Who is the creator, and what is their relationship to the field?
  • Are they affiliated with a university, research institution, nonprofit, or professional organization?
  • Do they demonstrate applied experience, not just opinions?
If you’re using AI tools to surface resources, treat the output as a starting point, not a final answer. Cross-check recommendations with independent searches, reviews, or syllabi. Trust is earned—not assumed.

2. Choose People Over Algorithms When Possible
Algorithms surface what’s popular, not what’s contextually best for you.
Instead, think of your network—online and offline—as a collection of living libraries. Ask thoughtful questions of people whose work you respect:
  • “What resource do you actually use?”
  • “What book or tool changed how you think?”
  • “What would you recommend if time were limited?”
When learning concepts rooted in culture, ethics, or community—random searching often leads to shallow interpretations. Intentional referrals save time and preserve nuance.

3. Prioritize Resources That Lead to Creation, Not Just Consumption
If you learn best by doing—and many self-starters do—then the quality of a resource can often be measured by what it asks you to produce.
Before diving in, skim:
  • Does this tutorial guide you toward building something?
  • Will you end with an artifact: a project, draft, plan, dataset, or reflection?
  • Or does it simply explain without inviting application?
Be cautious of the trap of perpetual learning with no output. Insight becomes power only when it’s used.

4. Seek Out Culturally Relevant and Inclusive Examples
If you value representation, cultural grounding, and context, you are not being “too picky.” You are being precise.
Many standardized resources assume a narrow audience and erase lived realities. When possible, choose materials that:
  • Acknowledge diverse perspectives
  • Are created by women of color or scholars of color
  • Use examples that reflect a broader range of experiences
If a resource consistently makes you feel invisible, disconnected, or misaligned—it’s okay to move on. Learning should expand you, not flatten you.

5. Use the Layered Content Test
Protect your time by entering content gradually.
Look for creators who offer:
  • Short-form explanations (brief videos, summaries, blog posts)
  • Clear previews of their teaching style
  • Low-commitment entry points
If the short content resonates--then consider investing in longer workshops, courses, or books. Layered content lets you assess value before overcommitting.

6. Look for Actionable Outcomes
A resource is worth your time if it moves you from awareness to action.
When you finish, ask:
  • Do I know what to do next?
  • Did this clarify my thinking or my next step?
  • Did it reduce confusion or simply add more information?
If you leave a resource feeling informed but immobilized, it may not have been the right fit for this moment.

A Closing Reflection
If you are someone who values excellence, purpose, and intentional growth, remember this:
You are not obligated to consume everything.
You are allowed to be selective.
You are allowed to trust your discernment.


And if you’re someone who quietly worries about choosing “wrong” or missing something important—know this: learning is iterative. Thoughtful choices compound over time.


By curating what you engage with, you ensure that every minute you spend learning is aligned with who you are becoming—not just what the algorithm suggests.


Your education is not about speed.
It’s about direction.


And you are allowed to choose that wisely.
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How do I protect myself from burnout?

1/19/2026

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A young Black woman stands barefoot in a bright, plant-filled room, painting a colorful mural on the wall. Beside the mural is a whiteboard labeled “The Big Picture,” covered with sticky notes connected by lines. Sunlight streams through large windows, illuminating houseplants, a desk, and a cozy seating area, creating a calm, creative space for reflection and planning. There is a phone standing up on an end table with a half-moon indicating
Self-Directed vs. Unsupported: How to Lead Your Learning Without Burning Yourself Out
Hello! It is a pleasure to continue this conversation with you.
That question--What’s the difference between being self-directed and being unsupported?—is a profound one.
In many of our communities, we are taught to be resilient, independent, and strong. We learn early how to figure things out, how to push through, how to “handle it.” But there is a fine—and often invisible—line between leading your own journey and carrying the weight of the world on your shoulders alone.
Let’s name that line clearly. And let’s talk about how to protect your peace while still honoring your ambition.


What’s the difference between being “self-directed” and being unsupported—and how do I protect myself from burnout?
1. Self-directed means you hold the steering wheel; unsupported means you have no gas
Being self-directed is about agency. It’s the posture of “I did it because I can.”
You are making decisions. You are asking questions. You are seeking resources rather than waiting for permission.
Being unsupported, however, feels very different.
That’s what happens when:
  • you reach out and hear silence
  • you ask for clarity and receive none
  • you are expected to perform without tools, feedback, or care
To stay self-directed without becoming depleted, you must learn to advocate for yourself. If a space is not feeding you, you may need to pivot, supplement, or look elsewhere for support.
That doesn’t mean you failed.
It means you recognized a gap and responded with wisdom.


2. Be all parts of you, not just the worker
Burnout often shows up when you try to live as only one version of yourself.
Only the student.
Only the employee.
Only the high achiever.
I often remind my nieces: “You are human, not Superwoman.”
Even God rested—and you are not required to outwork your humanity.
To protect yourself, you must engage multiple parts of your being.
For me, that meant stepping away from academic writing to:
  • paint murals
  • sing in a choir
  • work with my hands on physical projects
When you activate your creative or physical self, you give your analytical brain permission to rest. Burnout happens when one muscle does all the work.


3. Adjust your relationship with time: slow is not failure
Many of us burn out not because we are incapable—but because we are trying to meet timelines that were never designed for our realities.
I once planned to complete my PhD in four years. It took seven. And that was okay.
I learned—sometimes the hard way—that slow and steady really does win the race.
There was a semester when the combination of Chemistry, Physics, and Calculus made me physically ill. I lost weight. I was failing. I had to withdraw—not because I lacked ability, but because I valued my health.
Choosing your well-being over a deadline is not quitting.
It is discernment.


4. Use the “big to-do list” to prevent paralysis
Large goals can quietly exhaust you just by existing.
When everything feels urgent, the brain freezes.
One strategy that helped me was creating a layered to-do list:
  • one or two big, meaningful tasks
  • several smaller, achievable tasks
On days when I didn’t have the energy for the big thing, I could still make progress. Movement—even small—interrupts burnout.
I also learned to time-block my calendar:
  • protecting days for deep work
  • scheduling no-meeting days
  • allowing space to actually think and recover
Productivity without rest is not efficiency—it’s erosion.


5. Curate your peace (especially digitally)
Burnout is not only about workload. It’s also about what you consume.
Part of being self-directed is curating your environment—especially online.
If a person, account, or space consistently makes you feel:
  • anxious
  • inadequate
  • rushed
  • overwhelmed
You are allowed to mute, unfollow, or step away.
Your digital space should support your purpose, not sabotage your nervous system. Curating your peace is not avoidance—it’s strategy.


6. Know when it’s time to pivot
Self-direction includes knowing when a path no longer serves you.
I once believed I was meant to become a medical doctor. Later, I realized that path did not align with my joy or gifts.
Changing your mind is not quitting.
It’s recalculating.
If burnout is persistent, ask yourself:
  • Is this still aligned with who I am becoming?
  • Am I growing—or just enduring?
You have permission to choose again.


A closing reminder—for those who often carry too much alone (and for those who value community impact, reading quietly)
If you identify as a highly capable, resilient woman who often carries too much alone, hear this clearly:
Being self-directed does not mean you must suffer silently.
And if you identify as a purpose-driven, high-achieving woman who values education, representation, and community impact—someone doing “everything right” but wondering why it still feels heavy—let this spark curiosity rather than concern:
Burnout is not a personal failure.
It is often a signal that something needs to change.
You are capable of leading your own way.
Just remember--you are the most valuable asset in your portfolio.
Protect yourself. Pace yourself.
And never confuse exhaustion with excellence.
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How do I take charge of my learning

1/19/2026

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A Latina woman sits at a desk in a warm, sunlit room, smiling while talking on a smartphone. An open laptop on the desk displays a virtual study or mentoring platform with multiple profile images. Plants, books, and a bulletin board with notes and the phrase “Ubuntu: I am because we are” surround the workspace, creating a supportive, community-centered learning environment. Black-Liberation.Tech
You Are Not Learning Alone: How to Take Charge Without Carrying Everything by Yourself

Hello! It is a joy to continue this conversation with you.

If you identify as a self-starter—ambitious, thoughtful, and culturally grounded—you likely feel a strong pull to take ownership of your growth. You want to learn deeply. You want to do well. You want your education to mean something.

But here’s the tension many learners don’t name out loud:
Taking charge of your learning can sometimes feel lonely.

I want to be clear about something from the start:
Ownership does not mean isolation.

At Black-Liberation.Tech, we are grounded in Ubuntu--“I am because we are.” That philosophy applies not only to community life, but to learning as well. You can be self-directed and supported at the same time.

Let’s talk about how to take charge of your learning without feeling like you’re teaching yourself everything alone.


How do I take charge of my learning without feeling like I’m teaching myself everything alone?
​

1. Build your own Digital Council of Elders
You don’t need direct access to someone to learn from them.
One of the most powerful shifts you can make is realizing that mentorship doesn’t always begin with a meeting—it often begins with attention.
Use platforms like LinkedIn, Instagram, podcasts, blogs, and X to intentionally curate a feed of “remote mentors”:
Latinas, Afro-Latinas, and Black women who are already doing work that sparks your curiosity.
Pay attention to:
  • how they describe their paths
  • what questions they ask publicly
  • how they talk about challenges, pivots, and growth
By following their work, reading their reflections, and engaging thoughtfully, you place yourself inside a community of practice. You are no longer learning in a vacuum—you are learning in relationship, even from a distance.


2. Use AI as a collaborative co-pilot, not just a search engine
Late nights and complex topics can make learning feel especially solitary. This is where AI can function as a thinking partner, not just a tool.
Instead of asking AI for quick answers, invite it into dialogue:
  • Ask it to break a big goal into smaller, manageable steps
  • Ask it to re-explain a theory in everyday language
  • Use it to practice interview questions, presentations, or explanations
When used this way, AI becomes a collaborative co-pilot—someone to think with, not something to copy from. This transforms solo study into an interactive experience that reduces overwhelm and supports clarity.


3. “Phone a friend”: two heads are better than one
When you hit a wall, resist the urge to suffer in silence.
Some of the most powerful breakthroughs don’t come from more reading—they come from talking it out.
Reach out to:
  • a peer
  • a mentor
  • a friend outside your field
I’ve experienced this myself. When I was stuck on my dissertation analysis, simply calling a trusted friend and explaining my confusion aloud helped me see the solution clearly. The act of verbalizing your thinking can unlock understanding in ways solitary work cannot.
Study groups, writing circles, or even standing check-ins—where the goal is simply to hold space—can turn independence into shared momentum.


4. Go straight to the source: you have not because you ask not
Taking charge also means being bold enough to ask.
If you are struggling to find data, clarity, or context, go directly to the people or institutions that produce the knowledge you’re using. Authors, researchers, agencies, and organizations are often more accessible than we assume.
I once contacted the U.S. Bureau of Labor Statistics when I couldn’t find specific data on Black women and Latinas in tech. Not only did they respond—they emailed me unpublished tables that transformed my work.
Help is often available. Initiative is the bridge.


5. Find community outside the classroom
Not all learning support comes from academic spaces.
Some of the most sustaining encouragement in my own journey came from my church choir and volunteer communities—spaces where people didn’t need to understand the technical details of my work to believe in me.
Connecting through shared interests like music, art, sports, or service reminds you that:
  • you are more than your assignments
  • your worth is not tied to performance
  • your learning is part of a whole life
This kind of community carries you when academic work feels heavy.


6. Leverage Open Educational Resources—you don’t have to start from scratch
You are not meant to design your learning in isolation.
Open Educational Resources (OERs), like Black-Liberation.Tech, exist so you can build with what already exists, remix ideas, and adapt learning to your needs. When you use OERs, you’re joining a wider ecosystem of learners walking similar paths.
This is collective learning in action—knowledge circulating freely so you don’t have to reinvent the wheel.


A final reflection—for the motivated self-starter (and for the purpose driven learner, reading quietly)
If you identify as a motivated self-starter who values education, empowerment and cultural representation, hear this clearly:
Being self-directed does not mean being self-contained.
You are allowed to lean, ask, remix, and reach.
And if you identify as a purpose-driven, high-achiever who values education, representation, and community impact—someone doing “everything right” but still wondering if she’s missing something—let this spark curiosity rather than concern:
Learning how to build support around your independence is not a workaround.
It’s a lifelong skill.
You have the power to define your path.
Just remember--even the most independent trailblazers need a village.
Curate yours intentionally. Use your tools wisely.
And never apologize for asking for the support you deserve.
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How to Know What to Study

1/19/2026

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An Afro-Latina sits at a desk in a softly lit room, writing notes and drawing diagrams in a spiral notebook with a colored pen. An open laptop beside her displays a video call or online learning platform. Papers with highlighted notes, markers, and a desk lamp surround the workspace, creating a focused, independent study environment. Black-Liberation.Tech
How to Know What to Study When the Structure Is Missing
Hello! It is a pleasure to connect with you.
If you’ve ever found yourself in a class that assigns little to no homework—or offers very little guidance—you’re not alone. And if that lack of structure has left you feeling unsettled, frustrated, or quietly anxious, I want you to know something important first:
Your discomfort makes sense.
Especially if you are a motivated, capable learner who wants to do well, unclear expectations can feel like being dropped into deep water without a map. But I want to gently reframe what’s happening—because this moment, while uncomfortable, is also an opportunity to build a skill that will serve you far beyond this one class.
At Black-Liberation.Tech, we call this moment “No Homework Means DIY.”
Let’s talk about what that actually means—and how to navigate it with confidence and care.

If my class doesn’t assign homework or give much guidance, how do I know what I’m supposed to be learning on my own?
1. Adopt a “Do-It-Yourself” (DIY) learning mindset
When a professor doesn’t assign homework, it doesn’t mean there’s nothing to learn. It means you are being asked—explicitly or implicitly—to design part of the learning process yourself.
This can feel unfair or overwhelming at first. But rather than waiting for instructions that may never come, the DIY mindset asks you to shift from passive receiver to active designer of your learning.
Think of it this way:
If the structure isn’t being handed to you, you are being invited (or forced) to build one.
That’s not a flaw in you—it’s a signal to step into agency.

2. Use the syllabus and textbook as your roadmap
Even in loosely structured classes, the syllabus and textbook are rarely empty. They often tell you what you should be able to do, even if they don’t tell you how to practice it.
Try this:
  • Go through the syllabus and highlight every concept, skill, or outcome listed
  • Ask yourself: Do I understand this well enough to explain it to someone else?
  • If yes, check it off
  • If not, mark it as a question or priority area
Read the textbook chapters even if they’re not “assigned.” Answer the questions in the margins, at the end of chapters, or at the end of units. These questions are often the closest thing to invisible homework.

3. Test yourself before the exam—not during it
One of the most painful learning moments is realizing during an exam that you didn’t understand the material as well as you thought.
I once texted one of my nieces who experienced this exact moment. She wasn’t unmotivated—she simply hadn’t tested her understanding before the test.
You can avoid that by:
  • Creating your own study guide
  • Looking up common practice questions for that subject
  • Asking AI or search tools to generate sample questions based on the topic
The goal is simple: figure out what you don’t know while there’s still time to do something about it.

4. Make your learning hands-on
I believe deeply that your hand has a memory.
Passive reading isn’t enough when structure is missing. Your learning needs movement.
Try:
  • Rewriting notes in your own words
  • Drawing diagrams or processes and labeling them
  • Creating step-by-step walkthroughs
If you’re learning software or digital tools, don’t just watch tutorials. Follow along on your own device. Take screenshots. Write your own mini instruction manual.
Your brain remembers what your hands do.

5. Be the “challenging student”—with intention
Being a “challenging student” doesn’t mean being difficult. It means advocating for clarity when things are fuzzy.
If expectations are unclear:
  • Ask your professor what mastery looks like
  • Ask a teaching assistant how they would study
  • Compare notes with a classmate
Sometimes you’ll discover that others are just as confused—and collaboration becomes the missing structure.

6. Leverage digital tools and community wisely
If you’re comfortable with technology, let it support you.
Use:
  • YouTube to find explanations that match your learning style
  • Online forums to see how others are approaching the material
  • AI tools as learning partners—not shortcuts—to:
    • explain concepts differently
    • generate practice questions
    • help you organize what you’re studying
This isn’t cheating. This is reducing cognitive overload so you can focus on understanding.

A final word—for the motivated self-starter (and for the purpose driven learner, quietly reading along)
If you identify as a motivated self-starter who values education, empowerment and cultural representation, I want you to hear this clearly:
A lack of structure does not mean a lack of ability.
It means you are being asked to practice independence earlier than expected.
And if you identify as a purpose-driven, high-achiever who values education, representation, and community impact —someone who may be doing “everything right” but still feels unsure—let this spark your curiosity:
Learning how to design your own learning is not just for this class. It’s a life skill.
No homework doesn’t mean no learning.
It means you are learning how to learn.
And that is powerful.

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    This blog post was created through a collaborative effort, incorporating valuable insights from Dr. Jordan and contributors, prompt engineering and editing by Dr. Jordan, and the assistance of NotebookLM, Janiyah GPT and Gemini for generating and refining content.

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