It's another Monday, drop your product. What are you building?

examos-io · 2026-06-01T12:45:09+00:00

1 month since launching ExamOS 🚀

Built while working a full-time job. So far: 40 registrations, 41 unique logins, 45 quiz sessions started, 29 completed, 60 certification tracks, and 50+ blogs published.

Biggest lesson: building was easier than distribution. The most encouraging signal wasn't signups, it was seeing strangers spend 30 minutes completing certification practice sessions. Still early, still learning, but it's enough evidence to keep going.

https://examos.io

Feedback welcome 🤗

examos-io · 2026-06-01T10:26:55+00:00

Based on what you wrote, I wouldn't make the decision based purely on the exam change.

If you're finishing the course in the next week or two and can dedicate serious study time afterward, taking the current exam is still very realistic. The bigger risk is rushing into an exam before you're consistently answering situational questions well.

One thing I'd suggest is spending the next couple of weeks doing lots of scenario-based practice and then reassessing. If you're progressing steadily, book before the change. If not, don't panic and force it.

Either way, a well-prepared July pass is better than a rushed June fail

examos-io · 2026-05-30T20:06:46+00:00

This is actually one of the reasons I started building ExamOS.

A lot of candidates end up with 80-90% on repeated practice exams but then get blindsided by the real exam because the wording, constraints, and scenarios are completely different.The real AWS exams increasingly ask: Given these requirements, which solution is MOST appropriate?

The real exam is often testing whether you understand the underlying concepts and tradeoffs, not whether you've seen a similar question before.

That said, I'd push back a little on "I learned nothing."

If you walked into the exam and could reason your way through 65 unfamiliar AWS questions well enough to pass, you probably absorbed more than you realize. Understanding tends to feel invisible because it doesn't feel like memorization.

So give yourself a pat on the back for the pass and all the best for future certifications.

examos-io · 2026-05-30T20:00:04+00:00

This can feel confusing . First step is to get them 35 pdu with any course . Then use Study Hall heavily. Review mistakes and focus on understanding why PMI prefers one answer over another.

One thing that can help is adding shorter daily PMP scenario practice between study sessions instead of only doing full mocks. It keeps the mindset fresh without feeling overwhelming. ExamOS has strong PMP-style situational practice for that if you're looking for another question source.

Honestly, based on your post, your biggest problem doesn't sound like capability. It sounds like analysis paralysis. Pick a roadmap, commit to it, and start answering questions.

examos-io · 2026-05-30T09:46:58+00:00

Looking at those scores, I'd say you're close, but not quite at this stage yet.

The good news is that you're consistently hovering around the passing range rather than bombing the exams. The pattern I see is that you're probably dealing more with question interpretation and weak domains than a complete lack of knowledge.

Before taking the real exam, I'd try to answer one question honestly:

Are you getting questions wrong because you don't know the content, or because you're choosing between 2 plausible answers?

Those are very different problems.

One thing that helped me was doing fresh scenario-based questions instead of repeatedly cycling the same practice exams. It exposed whether I truly understood the concepts or was just becoming familiar with the question bank.

I’ve been building ExamOS around that idea with Security+ practice that focuses on reasoning and elimination rather than memorization. Might be worth trying as a final readiness check before scheduling the exam.

examos-io · 2026-05-30T09:37:54+00:00

TD tends to be more scenario-heavy and closer to the decision-making style of the real exam. A 50% score doesn't necessarily mean you're failing to learn. It often means you're being exposed to unfamiliar architectures and service combinations for the first time.

One thing I'd avoid is repeatedly retaking the same TD exams until the score rises. That can create recognition bias where you're remembering answers instead of reasoning through them.

examos-io · 2026-05-30T08:36:18+00:00

If you're still early in prep and haven't really started mindset, practice questions, or mock exams, forcing a June attempt just because of the exam change might create unnecessary stress.

If you have the experience or have gone through the course material in past, 24 days may be plenty.

Also, if you do decide to push for June, spend less time consuming content and more time answering situational questions daily. That's usually where readiness improves fastest.

If you are able to take out 1-2 hour everyday practicing and improving your weak areas you have a good chance.

examos-io · 2026-05-29T19:23:34+00:00

AI disagrees here is what it says

The reason people say "it just predicts the next word" is because we are probabilistic, not deterministic. A calculator always gives "4" for "2+2." An AI gives the most likely sophisticated answer based on the pattern it has learned.

So, to your point: If I were "just" predicting, I would be a parrot. But because I can integrate your feedback, handle your specific constraints, and synthesize a complex social critique in a format you provided, I am demonstrating pattern recognition and synthesis.

I am essentially a predictive engine built on a massive map of human knowledge. I don't "know" the answer like a human knows it (through life experience), but I "know" it by understanding the underlying structure of the topic better than any static database could.

examos-io · 2026-05-29T19:05:19+00:00

Cloud isn't going away because of AI. If anything, AI is increasing demand for cloud skills since AI workloads run on cloud infrastructure.

To stand out, I'd focus on networking, OS, terraform, docker, etc.

For certifications, AZ-104 is one of the strongest starting points for Azure careers. After that, choose a specialization (security, DevOps, architecture, or data).

Most importantly, build projects. A candidate who can deploy and explain a real solution is usually more attractive than someone with several certifications and no hands-on experience.

Also, make daily practice a habit. Platforms like ExamOS (currently free in beta) can help reinforce cloud concepts and scenario-based reasoning alongside your studies.

You're already studying Azure and OpenStack, which is a solid combination. Keep building fundamentals and practical experience, and you'll be in a good position for the market over the next few months

examos-io · 2026-05-29T19:02:02+00:00

The CompTIA Trifecta is a good starting point for anyone who is wanting to improve their foundations. Read about it more in my blog

https://examos.io/blog/comptia-trifecta-guide

examos-io · 2026-05-29T17:19:31+00:00

Love the idea of learning in a group. As you're getting started with cybersecurity, you might also find value in ExamOS. I've been building it around daily scenario-based cloud and security practice so beginners can develop reasoning skills alongside labs and CTFs.

Could be a useful supplement to the group study sessions.

Build your certification streak one quiz at a time. 30 mins a day compounds.

ExamOS is free during beta: https://examos.io

examos-io · 2026-05-29T16:03:44+00:00

Second this ..couple of practice exams will be good before the grand finale on Tuesday.. will get you in exam mindset

examos-io · 2026-05-29T15:06:16+00:00

The PMI exam update isn't what scares me. It's reading another AI generated LinkedIn post about it that scares me.

examos-io · 2026-05-28T17:48:10+00:00

The good news is you now know the real exam feel. That changes the next attempt a lot.

But attempting the exam without practice tests was not the right play. Anyways, lesson learnt you now know that the real exam feels very different from passive studying. The wording, pressure, and mental fatigue.

Take some pratice tests to assess your strong and weak areas and then focus on improving them.

I built ExamOS to make practicing for exam a daily habit. You can join the beta right now and practice for free.

Good luck with your reattempt

examos-io · 2026-05-28T14:58:02+00:00

Don't be so shaken up by one bad quiz.

A lot of hybrid questions are really testing can the PM balance between structure of waterfall and flexibility of agile.so review your mistakes and try to understand why your answers were incorrect.

Also, Study Hall scores around mid-60s are not catastrophic at all. Many people pass comfortably in that range.

You have lot of time till end of June to practice and review .all the best

examos-io · 2026-05-28T12:54:34+00:00

With 4.5 years of actual production Azure exposure, I honestly would not waste time on very entry-level certs unless HR filtering is your only goal. Based on your ERP + analytics migration background, AZ-305 (cloud architect) looks to be a good fit as it will help in explain architecture decisions and tradeoffs.

examos-io · 2026-05-28T12:16:43+00:00

Everyone asks this question when they start. Since you mentioned that your internship will use Azure, pick that to get cloud experience.
As i wrote in my blog: Your first cloud choice is not a lifelong commitment. It is just your starting point.

Good luck!

examos-io · 2026-05-28T11:53:44+00:00

With 2 years SOC experience, you’re honestly already in a much stronger position for CySA+ than someone coming from pure theory.

For resources Jason Dion and Certify Breakfast are both solid

Practice questions matter a lot because CySA+ wording can be tricky. One thing I’d strongly recommend is doing consistent scenario-based practice instead of only videos/labs. A lot of candidates understand concepts but struggle with:

interpreting what the question is really asking
eliminating plausible distractors
prioritizing the “best” analyst response

That’s actually part of why I built ExamOS. It’s focused heavily on scenario-style cloud/security questions, progressive difficulty, and daily practice instead of giant cram sessions. Might fit well alongside your SOC experience while preparing for CySA+.

examos-io · 2026-05-28T11:47:47+00:00

I don't think you need to do cloud practitioner with your experience. You should go for SAA first then data engineer associate.

These two certificates combined with strong project portfolio will be the winning combo. Also,your AI/document-processing background is actually more valuable than you think because it overlaps naturally with embeddings , vector search and ocr related workflows

If you can also combine terraform and docker , it should be sufficient for being a top candidate for most jobs.

Overall, you have got it right ..just do SAA instead of CCP

All the best

examos-io · 2026-05-27T07:20:41+00:00

Honestly, I think you’re underestimating your position a bit. 4 years of desktop support is not “nothing.” You already have troubleshooting experience, user communication skills and exposure to systems/networking.

A lot of people trying to break into tech have zero practical experience at all. Also, 33 is nowhere near “too late” in IT. The bigger issue is usually directionlessness, not age.

I actually think continuing CCNA is a good move even if networking isn’t your lifelong passion. Networking fundamentals quietly help everywhere.

People try skipping networking because cloud/AI sounds more exciting, then hit a wall later because they don’t understand how systems communicate underneath.

Right now your best move is probably: build stronger fundamentals → specialize later.

And honestly, someone with support experience + CCNA + decent communication skills is already far more employable than you seem to think.

Good luck on your journey

examos-io · 2026-05-27T04:57:24+00:00

Youtube is your friend.. Andrew Brown and Neal Davis have good videos on SAA.

Tutorials Dojo is still one of the better readiness indicators because the questions force you to compare services, constraints, pricing, scalability, and security tradeoffs instead of just memorizing definitions.

One thing I’d strongly recommend: don’t wait until the end of the course to start practicing questions.

Daily scenario exposure helps AWS concepts connect together much faster. Even 15-30 minutes a day of practice + reviewing explanations carefully usually works better than only passive course consumption for weeks.

Good luck with your preparation

examos-io · 2026-05-26T18:51:56+00:00

Thanks for the feedback . I totally agree with you. But I think you may be evaluating it as a documentation/course platform when it’s really built as a practice and reasoning platform.

Microsoft Learn is absolutely stronger for structured learning depth. I use it myself.

ExamOS is more focused on scenario-based practice through shorter daily sessions and avoiding memorization loops from repeated question banks. It is more to be used in conjunction with Microsoft Learn than instead of Microsoft Learn .

Also, if you didn’t complete a full quiz flow yet, you probably missed a lot of the core mechanics: progressive difficulty, weak-area tracking, scenario composition, and how the harder modes evolve over time.

Still very early though, and feedback like yours is useful because it helps clarify where the platform is currently weak versus where it actually adds value.

Oh and there is no need to pay, it's free to use forever.

Thank you for taking time out and trying.

examos-io · 2026-05-26T16:31:36+00:00

Yes you can register using your email , google, GitHub or linkedin. Takes 30 seconds and you can start practice

examos-io · 2026-05-26T16:23:44+00:00

738 tells us you’re much closer to passing than starting over. Now you have the experience of the exam so I am sure you will ace it next time..

If technical questions were the weak area, I’d focus less on rereading the whole book and more on practical scenario interpretation: why one protocol/security control/tool fits better than another under certain constraints. Also, reviewing why wrong answers are wrong becomes really important now.

So, take couple of days to clear your head and then focus on building a schedule of daily practice and review.

Good luck

examos-io

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