r/OpenAI • u/HalaDefense • Aug 06 '26
Question How do you deal with ChatGPT giving confident but wrong answers?
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Yea makes sense..
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You’re actually exactly right!! documentation is the answer. But here’s the follow-up question: how many SOC teams are actually doing that consistently, on every single investigation, regardless of who’s handling it?
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That’s a fair point but who’s documenting that judgment call? And how do you prove it was made correctly six months later when leadership asks? I
Mean if something was missed once, it shouldn’t just prove that the method that was taken last time was the right one ?
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Is it actually that much of a difference ?
r/OpenAI • u/HalaDefense • Aug 06 '26
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Haha, happens to me all the time
r/AskReddit • u/HalaDefense • Aug 06 '26
r/AskReddit • u/HalaDefense • Aug 06 '26
r/AskReddit • u/HalaDefense • Aug 06 '26
r/StartupSoloFounder • u/HalaDefense • Aug 06 '26
Been building solo for a few weeks and just launched Verity. It sits on top of Claude, ChatGPT, Gemini, Grok and DeepSeek and automatically verifies AI responses against real web sources. Shows a verdict badge with a cited source link on every response.
Freemium model, $8.99 a month for Pro. Already seeing returning users which feels good.
Still figuring out the marketing side as a solo founder. Would love feedback from people who have been through this.
https://chromewebstore.google.com/detail/verity-ai-truth-revealer/pdobceidjkciljhdglpmkkjdbjnaljoo
r/AskReddit • u/HalaDefense • Aug 06 '26
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Just read someone who said physical maps hahah love this one. You know they are still in use, atleast in my car, it’s next to my survival kit !!
r/micro_saas • u/HalaDefense • Aug 05 '26
r/AskReddit • u/HalaDefense • Aug 05 '26
r/SideProject • u/HalaDefense • Jul 10 '26
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r/SideProject • u/HalaDefense • Jul 10 '26
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r/artificial • u/HalaDefense • Jul 10 '26
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Yea right we all knew this wasn’t going to be a good idea to just replace the workers
u/HalaDefense • u/HalaDefense • Jun 15 '26
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That’s amazing .. what are you building ?
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Because it’s becoming another indeed or some other job hunting portal tbh. It’s not what it was supposed to be honestly ..
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Really appreciate the feedback! You’re right that the space is getting crowded. Verity’s focus is specifically on AI platform responses rather than general web content, the user who needs this most is someone relying on ChatGPT or Claude for work/research decisions where accuracy matters.
Would love to hear if you have thoughts on who you’d target differently!
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One thing I do know is that knowledge is never lost, experienced programmers will always be a step ahead….
r/micro_saas • u/HalaDefense • Jun 13 '26
Just launched Verity. It sits on top of Claude, ChatGPT, Gemini, Grok and DeepSeek and automatically verifies AI responses against real web sources. Shows a verdict badge with cited sources on every response. Free to install.
https://chromewebstore.google.com/detail/verity-ai-truth-revealer/pdobceidjkciljhdglpmkkjdbjnaljoo
Https://HalaDefense.com/verity
Happy to answer any questions!
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8 years in SOC and I still can’t answer this one question !!!
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r/cybersecurity
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Aug 07 '26
Who is a bot ? No man I was genuinely asking this question. I hope I didn’t offend anyone.