Bogdan Bujdea
@bogdanbujdea.bsky.social
Technical Lead | Former Microsoft MVP | Building Task Analytics for Todoist
🔸 Don’t confuse confident output with good judgment.
🔸 An LLM can assist, but you bring the guardrails.
🔸 And if you blindly follow its advice? That’s on you.
Where have you seen an LLM give advice that sounds helpful, but clearly isn't?
#AIAssistedCoding #LLMs #TheCopilotsLog
🔸 An LLM can assist, but you bring the guardrails.
🔸 And if you blindly follow its advice? That’s on you.
Where have you seen an LLM give advice that sounds helpful, but clearly isn't?
#AIAssistedCoding #LLMs #TheCopilotsLog
October 17, 2025 at 8:32 AM
🔸 Don’t confuse confident output with good judgment.
🔸 An LLM can assist, but you bring the guardrails.
🔸 And if you blindly follow its advice? That’s on you.
Where have you seen an LLM give advice that sounds helpful, but clearly isn't?
#AIAssistedCoding #LLMs #TheCopilotsLog
🔸 An LLM can assist, but you bring the guardrails.
🔸 And if you blindly follow its advice? That’s on you.
Where have you seen an LLM give advice that sounds helpful, but clearly isn't?
#AIAssistedCoding #LLMs #TheCopilotsLog
I was confident too, but I didn’t go straight to production. We had a QA environment for a reason.
An LLM doesn’t play it safe. No context. No hesitation. Just 𝗰𝗼𝗻𝗳𝗶𝗱𝗲𝗻𝗰𝗲 𝘄𝗶𝘁𝗵𝗼𝘂𝘁 𝗲𝘅𝗽𝗲𝗿𝗶𝗲𝗻𝗰𝗲.
So here’s the lesson:
An LLM doesn’t play it safe. No context. No hesitation. Just 𝗰𝗼𝗻𝗳𝗶𝗱𝗲𝗻𝗰𝗲 𝘄𝗶𝘁𝗵𝗼𝘂𝘁 𝗲𝘅𝗽𝗲𝗿𝗶𝗲𝗻𝗰𝗲.
So here’s the lesson:
October 17, 2025 at 8:32 AM
I was confident too, but I didn’t go straight to production. We had a QA environment for a reason.
An LLM doesn’t play it safe. No context. No hesitation. Just 𝗰𝗼𝗻𝗳𝗶𝗱𝗲𝗻𝗰𝗲 𝘄𝗶𝘁𝗵𝗼𝘂𝘁 𝗲𝘅𝗽𝗲𝗿𝗶𝗲𝗻𝗰𝗲.
So here’s the lesson:
An LLM doesn’t play it safe. No context. No hesitation. Just 𝗰𝗼𝗻𝗳𝗶𝗱𝗲𝗻𝗰𝗲 𝘄𝗶𝘁𝗵𝗼𝘂𝘁 𝗲𝘅𝗽𝗲𝗿𝗶𝗲𝗻𝗰𝗲.
So here’s the lesson:
Now, if you’re a developer, you know that’s not a serious option.
I knew this. But what amazed me was how confident the suggestion was.
And that’s the difference.
I knew this. But what amazed me was how confident the suggestion was.
And that’s the difference.
October 17, 2025 at 8:32 AM
Now, if you’re a developer, you know that’s not a serious option.
I knew this. But what amazed me was how confident the suggestion was.
And that’s the difference.
I knew this. But what amazed me was how confident the suggestion was.
And that’s the difference.
I told Cursor I was getting a foreign key exception.
Its answer? My data was probably corrupt, so I should just delete it.
𝗙𝗿𝗼𝗺 𝘁𝗵𝗲 𝗽𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝗼𝗻 𝗱𝗮𝘁𝗮𝗯𝗮𝘀𝗲.
Its answer? My data was probably corrupt, so I should just delete it.
𝗙𝗿𝗼𝗺 𝘁𝗵𝗲 𝗽𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝗼𝗻 𝗱𝗮𝘁𝗮𝗯𝗮𝘀𝗲.
October 17, 2025 at 8:32 AM
I told Cursor I was getting a foreign key exception.
Its answer? My data was probably corrupt, so I should just delete it.
𝗙𝗿𝗼𝗺 𝘁𝗵𝗲 𝗽𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝗼𝗻 𝗱𝗮𝘁𝗮𝗯𝗮𝘀𝗲.
Its answer? My data was probably corrupt, so I should just delete it.
𝗙𝗿𝗼𝗺 𝘁𝗵𝗲 𝗽𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝗼𝗻 𝗱𝗮𝘁𝗮𝗯𝗮𝘀𝗲.
We deployed the code to the QA environment… and the fix didn’t work.
So, I bought the beers, rolled up my sleeves, and eventually figured it out.
Yesterday, I was working with Cursor and it made a suggestion that brought this memory right back.
So, I bought the beers, rolled up my sleeves, and eventually figured it out.
Yesterday, I was working with Cursor and it made a suggestion that brought this memory right back.
October 17, 2025 at 8:32 AM
We deployed the code to the QA environment… and the fix didn’t work.
So, I bought the beers, rolled up my sleeves, and eventually figured it out.
Yesterday, I was working with Cursor and it made a suggestion that brought this memory right back.
So, I bought the beers, rolled up my sleeves, and eventually figured it out.
Yesterday, I was working with Cursor and it made a suggestion that brought this memory right back.
🔸 Don’t confuse confident output with good judgment.
🔸 An LLM can assist, but you bring the guardrails.
🔸 And if you blindly follow its advice? That’s on you.
Where have you seen an LLM give advice that sounds helpful, but clearly isn't?
#AIAssistedCoding #LLMs #TheCopilotsLog
🔸 An LLM can assist, but you bring the guardrails.
🔸 And if you blindly follow its advice? That’s on you.
Where have you seen an LLM give advice that sounds helpful, but clearly isn't?
#AIAssistedCoding #LLMs #TheCopilotsLog
September 20, 2025 at 6:16 AM
🔸 Don’t confuse confident output with good judgment.
🔸 An LLM can assist, but you bring the guardrails.
🔸 And if you blindly follow its advice? That’s on you.
Where have you seen an LLM give advice that sounds helpful, but clearly isn't?
#AIAssistedCoding #LLMs #TheCopilotsLog
🔸 An LLM can assist, but you bring the guardrails.
🔸 And if you blindly follow its advice? That’s on you.
Where have you seen an LLM give advice that sounds helpful, but clearly isn't?
#AIAssistedCoding #LLMs #TheCopilotsLog
I was confident too, but I didn’t go straight to production. We had a QA environment for a reason.
An LLM doesn’t play it safe. No context. No hesitation. Just 𝗰𝗼𝗻𝗳𝗶𝗱𝗲𝗻𝗰𝗲 𝘄𝗶𝘁𝗵𝗼𝘂𝘁 𝗲𝘅𝗽𝗲𝗿𝗶𝗲𝗻𝗰𝗲.
So here’s the lesson:
An LLM doesn’t play it safe. No context. No hesitation. Just 𝗰𝗼𝗻𝗳𝗶𝗱𝗲𝗻𝗰𝗲 𝘄𝗶𝘁𝗵𝗼𝘂𝘁 𝗲𝘅𝗽𝗲𝗿𝗶𝗲𝗻𝗰𝗲.
So here’s the lesson:
September 20, 2025 at 6:16 AM
I was confident too, but I didn’t go straight to production. We had a QA environment for a reason.
An LLM doesn’t play it safe. No context. No hesitation. Just 𝗰𝗼𝗻𝗳𝗶𝗱𝗲𝗻𝗰𝗲 𝘄𝗶𝘁𝗵𝗼𝘂𝘁 𝗲𝘅𝗽𝗲𝗿𝗶𝗲𝗻𝗰𝗲.
So here’s the lesson:
An LLM doesn’t play it safe. No context. No hesitation. Just 𝗰𝗼𝗻𝗳𝗶𝗱𝗲𝗻𝗰𝗲 𝘄𝗶𝘁𝗵𝗼𝘂𝘁 𝗲𝘅𝗽𝗲𝗿𝗶𝗲𝗻𝗰𝗲.
So here’s the lesson:
Now, if you’re a developer, you know that’s not a serious option.
I knew this. But what amazed me was how confident the suggestion was.
And that’s the difference.
I knew this. But what amazed me was how confident the suggestion was.
And that’s the difference.
September 20, 2025 at 6:16 AM
Now, if you’re a developer, you know that’s not a serious option.
I knew this. But what amazed me was how confident the suggestion was.
And that’s the difference.
I knew this. But what amazed me was how confident the suggestion was.
And that’s the difference.
I told Cursor I was getting a foreign key exception.
Its answer? My data was probably corrupt, so I should just delete it.
𝗙𝗿𝗼𝗺 𝘁𝗵𝗲 𝗽𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝗼𝗻 𝗱𝗮𝘁𝗮𝗯𝗮𝘀𝗲.
Its answer? My data was probably corrupt, so I should just delete it.
𝗙𝗿𝗼𝗺 𝘁𝗵𝗲 𝗽𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝗼𝗻 𝗱𝗮𝘁𝗮𝗯𝗮𝘀𝗲.
September 20, 2025 at 6:16 AM
I told Cursor I was getting a foreign key exception.
Its answer? My data was probably corrupt, so I should just delete it.
𝗙𝗿𝗼𝗺 𝘁𝗵𝗲 𝗽𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝗼𝗻 𝗱𝗮𝘁𝗮𝗯𝗮𝘀𝗲.
Its answer? My data was probably corrupt, so I should just delete it.
𝗙𝗿𝗼𝗺 𝘁𝗵𝗲 𝗽𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝗼𝗻 𝗱𝗮𝘁𝗮𝗯𝗮𝘀𝗲.
We deployed the code to the QA environment… and the fix didn’t work.
So, I bought the beers, rolled up my sleeves, and eventually figured it out.
Yesterday, I was working with Cursor and it made a suggestion that brought this memory right back.
So, I bought the beers, rolled up my sleeves, and eventually figured it out.
Yesterday, I was working with Cursor and it made a suggestion that brought this memory right back.
September 20, 2025 at 6:16 AM
We deployed the code to the QA environment… and the fix didn’t work.
So, I bought the beers, rolled up my sleeves, and eventually figured it out.
Yesterday, I was working with Cursor and it made a suggestion that brought this memory right back.
So, I bought the beers, rolled up my sleeves, and eventually figured it out.
Yesterday, I was working with Cursor and it made a suggestion that brought this memory right back.
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September 1, 2025 at 1:43 PM
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September 1, 2025 at 1:43 PM
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In my case, my ultimate goal was to launch a SaaS, not to learn frontend, so I'm ok with this. However, if you really want to learn a skill, do the hard work yourself instead of asking AI to write the code for you.
#softwareengineering #coding #learning #ai #developers #vibecoding #aiassistedcoding
#softwareengineering #coding #learning #ai #developers #vibecoding #aiassistedcoding
September 1, 2025 at 8:18 AM
In my case, my ultimate goal was to launch a SaaS, not to learn frontend, so I'm ok with this. However, if you really want to learn a skill, do the hard work yourself instead of asking AI to write the code for you.
#softwareengineering #coding #learning #ai #developers #vibecoding #aiassistedcoding
#softwareengineering #coding #learning #ai #developers #vibecoding #aiassistedcoding
Those are the lessons that stick.
𝗧𝗼𝗱𝗮𝘆 𝘆𝗼𝘂 𝗰𝗮𝗻 𝘀𝗵𝗶𝗽 𝘄𝗶𝘁𝗵𝗼𝘂𝘁 𝗹𝗲𝗮𝗿𝗻𝗶𝗻𝗴, which is both a strength and a trap.
𝗧𝗼𝗱𝗮𝘆 𝘆𝗼𝘂 𝗰𝗮𝗻 𝘀𝗵𝗶𝗽 𝘄𝗶𝘁𝗵𝗼𝘂𝘁 𝗹𝗲𝗮𝗿𝗻𝗶𝗻𝗴, which is both a strength and a trap.
September 1, 2025 at 8:18 AM
Those are the lessons that stick.
𝗧𝗼𝗱𝗮𝘆 𝘆𝗼𝘂 𝗰𝗮𝗻 𝘀𝗵𝗶𝗽 𝘄𝗶𝘁𝗵𝗼𝘂𝘁 𝗹𝗲𝗮𝗿𝗻𝗶𝗻𝗴, which is both a strength and a trap.
𝗧𝗼𝗱𝗮𝘆 𝘆𝗼𝘂 𝗰𝗮𝗻 𝘀𝗵𝗶𝗽 𝘄𝗶𝘁𝗵𝗼𝘂𝘁 𝗹𝗲𝗮𝗿𝗻𝗶𝗻𝗴, which is both a strength and a trap.
𝗥𝗲𝗮𝗹 𝗹𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗵𝗮𝗽𝗽𝗲𝗻𝘀 𝘄𝗵𝗲𝗻 𝘆𝗼𝘂 𝘄𝗿𝗶𝘁𝗲 𝘁𝗵𝗲 𝗰𝗼𝗱𝗲 𝗮𝗻𝗱 𝗳𝗶𝘅 𝗶𝘁 𝘄𝗵𝗲𝗻 𝘁𝗵𝗶𝗻𝗴𝘀 𝗱𝗼𝗻'𝘁 𝗴𝗼 𝗮𝗰𝗰𝗼𝗿𝗱𝗶𝗻𝗴 𝘁𝗼 𝗽𝗹𝗮𝗻. That is when you dig into internals, read the docs, and keep a pile of Stack Overflow tabs open.
September 1, 2025 at 8:17 AM
𝗥𝗲𝗮𝗹 𝗹𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗵𝗮𝗽𝗽𝗲𝗻𝘀 𝘄𝗵𝗲𝗻 𝘆𝗼𝘂 𝘄𝗿𝗶𝘁𝗲 𝘁𝗵𝗲 𝗰𝗼𝗱𝗲 𝗮𝗻𝗱 𝗳𝗶𝘅 𝗶𝘁 𝘄𝗵𝗲𝗻 𝘁𝗵𝗶𝗻𝗴𝘀 𝗱𝗼𝗻'𝘁 𝗴𝗼 𝗮𝗰𝗰𝗼𝗿𝗱𝗶𝗻𝗴 𝘁𝗼 𝗽𝗹𝗮𝗻. That is when you dig into internals, read the docs, and keep a pile of Stack Overflow tabs open.
Because when Cursor generated a working UI, I was more excited to move on to the next feature instead of reading the hundreds of HTML and CSS lines it wrote. So it's no surprise I am not a better frontend developer, even though I built a responsive app from scratch.
September 1, 2025 at 8:17 AM
Because when Cursor generated a working UI, I was more excited to move on to the next feature instead of reading the hundreds of HTML and CSS lines it wrote. So it's no surprise I am not a better frontend developer, even though I built a responsive app from scratch.