Superintendent Mapholoba 🇿🇦

📍 🇿🇦 Tech founder | Gin brand owner
Mobile apps • Books • Culture • SA current affairs

[Superintendent Mapholoba 🇿🇦 @mxolisa]

💫✨

Test automation is still relevant. Very relevant.

But the skill curve is changing.

It’s becoming less about writing scripts that test systems
and more about describing systems so clearly that AI can test, debug and even fix them for you.

That’s where “vibe coding” comes in.

Not the hype version — the real version:
Being able to translate messy human behavior into precise, structured prompts that AI models can act on reliably.

Traditional QA:

Write test cases
Build automation suites
Maintain regression packs

Next-gen QA:

Define user behavior in extreme clarity
Turn production bugs into reproducible AI instructions
Ask models to generate tests, edge cases and fixes
Validate AI output instead of hand-coding everything

So it’s not “automation vs vibe coding.”

It’s:
Automation = execution layer
Vibe coding = intelligence layer

The future QA engineer does both — but the real leverage comes from how well you can communicate intent to machines.

And that skill will quietly separate average testers from high-value engineers.👀

Adapt - learn & 🥂 to the new Prompt Engineers 🧑‍💻

[Superintendent Mapholoba 🇿🇦 @mxolisa]

@your_ladynow @robie474 💯

[Abdulkadir | Cybersecurity @cyber_razz]

Anthropic just published data showing Claude wrote over 80% of Anthropic’s own code.

The AI is building the AI.

Engineers at Anthropic haven’t hand-written code in months.

Claude proposed a better research direction than the human 64% of the time.

Anthropic posted this as a warning.

Then filed for a $1 trillion IPO the same week.

The company founded specifically to prevent AI from getting out of control.

Just told the world their AI is getting out of control.

Then asked Wall Street to fund it.

[The Telegraph @Telegraph]

🔴 Anthropic calls for global freeze in AI development

https://t.co/saryNTbBKB

[Pubity @pubity]

Anthropic just proposed a global system to pause AI research to keep the world safe.

They believe society isn't ready for how fast Claude and other AI is advancing and that putting a global speed limit on frontier research may one day be necessary.

[Serus @serus_ai]

Curiosity isn't paranoia. It's awareness.

Serus Intelligence lets you explore your digital footprint, uncover hidden exposures, and understand what the internet really knows about you.

Connect the dots. Explore for free, today.

[Superintendent Mapholoba 🇿🇦 @mxolisa]

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[Superintendent Mapholoba 🇿🇦 @mxolisa]

Join me on Smart Safari Kids — CAPS learning games for SA kids! Use my link and we both get bonus coins: https://t.co/SRzJefmUCJ https://t.co/SRzJefmUCJ

[Superintendent Mapholoba 🇿🇦 @mxolisa]

@ceraliza @MelloFelicia1 Speeding up the process 🏃🏿‍♂️‍➡️🤘🏿

[Nandi 🤍💜🤍 @pallnandi]

Dating used to be two people building a life together. Now it feels like one person funding a lifestyle while being treated as easily replaceable.

[Superintendent Mapholoba 🇿🇦 @mxolisa]

@Letangmohlala We’re in trouble gents - maybe sekusele ama ngamla

[Superintendent Mapholoba 🇿🇦 @mxolisa]

Listen here 👂

[Steve @SteveVulture]

That time the bottle was full 😭😭

[Superintendent Mapholoba 🇿🇦 @mxolisa]

Lil Waynes 😳

[CAPTAIN PLANET 4X4 @CAPTAINPLANETGH]

Chairman dey go abroad 😁

[Superintendent Mapholoba 🇿🇦 @mxolisa]

@CAPTAINPLANETGH Drop me off in Hearthrow please captain 🧑‍✈️ ✈️

[Superintendent Mapholoba 🇿🇦 @mxolisa]

It’s time to buy a relationship 🏃‍♂️

[Daniel Kioko @itsDanielKioko]

@RaminNasibov Minesweeper