Davis Musika

Computer Engineer | Cyber Security Enthusiast

[Insurance Training College @ITC_Kampala]

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[wes @weskambale]

about 3 years ago, i stopped usin' grammarly because i noticed a pattern

it kept flaggin' certain wordings and phrases as "issues" even when they were grammatically and contextually correct

the problem wasn't grammar; this was deliberate to create doubt in my writin', then offer grammarly premium as the solution to "fix" what wasn't broken

that is exactly how most so-called ai detectors operate today

none of them is truly accurate, and none can reliably determine authorship

technically, they lean heavily on proxies like perplexity and burstiness: statistical measures of predictability and variation in text

it's not on any ground-truth signal of whether a human or model wrote it

low perplexity doesn't mean "ai-generated"; it often just means clear, consistent, well-edited writin'

good human writin', especially from experienced writers, researchers, or editors, often looks "too clean" for these tools

so the detectors intentionally over-flag content as ai-generated, creatin' uncertainty and anxiety, then upsell paid plans with promises of "verification," "rewriting," or "humanizing" text

it's the same business model: manufacture a problem, then sell reassurance

these tools aren't scientific arbiters of truth, they're scams

they're probabilistic guessers wrapped in confident dashboards and like grammarly's aggressive flaggin', the goal isn't accuracy; it's conversion

[Davis Musika @DavisMusika]

@KakandeAlex 😂😂😂

[Ekaji @ekajiibe]

“Thus says the Lord: “Let not the wise man boast in his wisdom, let not the mighty man boast in his might, let not the rich man boast in his riches, but let him who boasts boast in this, that he understands and knows me, that I am the Lord who practices steadfast love, justice, and righteousness in the earth. For in these things I delight, declares the Lord”” - Jeremiah 9:23-24.

[Ninsiima Emilly @ninsiima_emilly]

Good afternoon X family members.
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[Ian Rumanyika @irumanyika]

AI is a monster. See what Canva AI can do.

[Ninsiima Emilly @ninsiima_emilly]

All in One Solar street light 800W at 300,000Ugx. Call or whatsapp us on 0754164744 or 0770845110 for orders and delivery. We are located in Ntinda at Fraine Supermarket behind parking lot .
#MamaSolar

[Deborah Nkusi @NkusiDeborah]

A solution to the traffic Jam in the city is here👇🏙️
@MoWT_Uganda @PoliceUg @Educ_SportsUg @MoICT_Ug @ASIST_Uganda @YoungEngneersUG

[Felix Kitaka @TheMutambuze]

Join me tomorrow, Tuesday, for an X space at 8PM. I look forward to answering all your AI-related questions.

Thanks to @RukhShana for agreeing to moderate the session.

[𝗗𝗘𝗥𝗥𝗜𝗖𝗞 𝗦𝗦𝗘𝗡𝗬𝗢𝗡𝗬𝗜 @Ssenyonyiderick]

𝗜 𝗺𝗲𝘁 𝗣𝗿𝗲𝘀𝗶𝗱𝗲𝗻𝘁 𝗬𝗼𝘄𝗲𝗿𝗶 𝗞𝗮𝗴𝘂𝘁𝗮 𝗠𝘂𝘀𝗲𝘃𝗲𝗻𝗶, 𝗵𝗲𝗿𝗲 𝗶𝘀 𝗺𝘆 𝘁𝗮𝗸𝗲!

Life has a way of surprising us with incredible opportunities.

Who knew that a young boy from Nakasongola would have the incredible opportunity of meeting the President of Uganda, @KagutaMuseveni and the First Lady, @JanetMuseveni?

It was such an inspiring moment that reminded me how far passion and dedication can take us but also how sometimes you meet people in life who change the trajectory of things. Thank you @Nsababera_juju for believing in my dream.

Little Derrick... We did it my guy💪

To my fellow storytellers, content creators, film makers and photographers; our industry is more than just capturing moments - it’s about sharing the beauty of our world and inspiring others to see it through our eyes.

We have the power to shape perceptions, tell untold stories, and highlight the beauty and richness of our culture, food and nature.

Let’s continue to push boundaries, innovate, and elevate our craft.

For God and My Country!

📸: @kajulijoan

[Dr Solomon Kimera @Solo_MDofficial]

Male bestie🤧

[𝗗𝗘𝗥𝗥𝗜𝗖𝗞 𝗦𝗦𝗘𝗡𝗬𝗢𝗡𝗬𝗜 @Ssenyonyiderick]

Where are you tweeting from😎🌄

It's a beautiful bright sunny day here in Uganda🇺🇬🇺🇬

[𝗗𝗘𝗥𝗥𝗜𝗖𝗞 𝗦𝗦𝗘𝗡𝗬𝗢𝗡𝗬𝗜 @Ssenyonyiderick]

🚨Update on my 𝐏𝐮𝐛𝐥𝐢𝐜 𝐅𝐮𝐧𝐝𝐫𝐚𝐢𝐬𝐞𝐫 + a take home for for Budding Creators.

To all aspiring creators or anyone considering content creation, this is for you!

As the African creator economy grows, this is your moment to step into a field that is full of potential.

In 2023, the global creator economy was valued at over $3.08 billion and is projected to reach $17.84 billion by 2030. Africa, with over 384 million social media users as of 2022, is rapidly becoming part of this growth.

Somewhere in that audience, your tribe is waiting for you.

We all know unemployment is a huge challenge across the continent. But content creation offers a chance to carve your niche while balancing other work or responsibilities. Whether it's lifestyle, travel, mental health, climate, food, finance, fashion, or anything else - there's room for everyone.

Every thriving economy has innovators, investors, marketers, and storytellers, you could be one of them. The stars are aligning for African creators like never before.

That’s why, even after losing all my equipment, I’m never stopping, in fact, I am just getting started, I love doing this, the doors that have been opened in my life because of this, super grateful to you all for walking with me.

I will restart, rebuild, re-shoot and continue telling these stories.

Thank you for reading this far, kindly support or share this video because I am still fundraising, just wanted to share that😁🤝

[Davis Musika @DavisMusika]

Congz Debbie

[Deborah Nkusi @NkusiDeborah]

A very fresh graduate 🎓🥳
@Makerere

[Davis Musika @DavisMusika]

@treyc_tasha As you can see, it works 😂😂😂

[𝗗𝗘𝗥𝗥𝗜𝗖𝗞 𝗦𝗦𝗘𝗡𝗬𝗢𝗡𝗬𝗜 @Ssenyonyiderick]

Banange, thank you all for the supportive and kind words.

To be honest, I was even scared to open Twitter today, but seeing messages from amazing people like Mr. Kuteesa saying, “Derrick, I am sending you $100,” has been incredibly supportive and encouraging.

I plan to use this moment - and the time after - to talk about asking for help, why we struggle with it, and why we shouldn’t.

Thank you all so much. I will keep you updated on the progress, share what we’re able to buy, and continue creating impactful content this year, 2025.

The person who stole everything must be in shock right now, nze sida mukyalo😁

[𝗗𝗘𝗥𝗥𝗜𝗖𝗞 𝗦𝗦𝗘𝗡𝗬𝗢𝗡𝗬𝗜 @Ssenyonyiderick]

Hello everyone,

I’ve decided to create a hashtag for this campaign: #SupportDerrickRebuild.

I will be keeping track of every contribution I receive and will update you all on the progress, including everything I manage to accomplish and whatever I purchase afterward.

No amount is too small, If you’re unable to support, please consider sharing this video with your network or tagging someone who might be able to help.

From the bottom of my heart, thank you.

All the love❤️

#SupportDerrickRebuild

[Nkurunungi Gideon @qoolunungi]

Today, I celebrate a milestone
Graduating with a Master’s Degree in Computer Science @Makerere @MakCoCIS

My research focused on Malware Prediction using Machine Learning techniques like Bidirectional LSTMs, Gated Recurrent Units (GRUs), and Long Short-Term Memory (LSTM).