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21 | Full Stack Dev | Cyber Security |

Open to Work | Freelancing available

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Movie related stuff vestu untanu!

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@Utd_max13 @N1shanthh 2 maang companies aa 👏👏 super bro

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@SigmaMaleReddy_ Hii sir
Mee company lo emaina openings unnaya
I am 2k26 passed out.
I have skills in full stack development(MERN STACK) , Next.js and programming in java
If yes i can dm my resume

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@softwareduniyas Intrested bro

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@softwareduniyas Intrested bro

[Pratham @insanekrishnaa]

don't take my word.

same task, 3 runs:

101 → 31 → 50 credits.

33× workload.

70% cheaper.

that's ROTI.

if you're evaluating AI agents, don't just ask which model is smarter.

ask what happens after the task is finished.

does the system learn?

does it remember?

does each run make the next one cheaper?

that's where compounding happens.

https://t.co/Yzp8l81NTa | @AllyHubAI

[Pratham @insanekrishnaa]

when an agent can reuse what it has already learned, more tokens go toward execution instead of reconstruction.

that's the idea behind ROTI:

return on token investment.

good memory reduces scaffolding costs so tokens are spent on work, not rework.

https://t.co/Yzp8l81NTa | @AllyHubAI

[Pratham @insanekrishnaa]

the final report given by : https://t.co/Yzp8l81NTa

• 100 posts
• 10 hook categories
• clear behavioral patterns

but the output wasn't the most interesting part.

the interesting part was everything required to create it.

researching.

structuring.

formatting.

making decisions.

all of that consumes tokens before value appears.

https://t.co/Yzp8l81NTa| @AllyHubAI

[Pratham @insanekrishnaa]

https://t.co/Yzp8l81NTa is built differently.

instead of treating every task as a fresh start, it can retain workflows, patterns, and context that can be reused later.

that means less time rebuilding knowledge and more time doing actual work.

https://t.co/aZA7Ry4Ab8 | @AllyHubAI

[Pratham @insanekrishnaa]

while working, @AllyHubAI generated research files, analyzed patterns, and built a structured workflow.

but what caught my attention wasn't the report.

it was what happened after.

most AI tools complete a task, discard the context, and start from zero on the next run.

same exploration.

same learning.

same bill.

https://t.co/Yzp8l81NTa | @AllyHubAI

[Pratham @insanekrishnaa]

most people think AI is expensive because the models are expensive.

i think AI is expensive because it keeps forgetting.

i tested @AllyHubAI with a simple task:

"find 100 viral x posts about productivity from the last 30 days and categorize the hooks."

the task wasn't unusual.

the result was.

https://t.co/Yzp8l81NTa | @AllyHubAI

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@cultAAkash Ok sir

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@insanekrishnaa Nice one bro 👍

[Pratham @insanekrishnaa]

https://t.co/Mn1yG8WTB9

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@b34133599 Hii sir
Mee company lo emaina openings unnaya
I am 2k26 passed out.
I have skills in full stack development(MERN STACK) , Next.js and programming in java
If yes i can dm my resume

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@sambarkudu @SagarPrabhas141 @Nagaraju46 Ok sir

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@AkshayKumar_JAK Intrested

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@Anil_Kumar9999_ @NTR175 Oh ok bro👍

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@IntrovertAF_03 Pagespeedinsights

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@IntrovertAF_03 Pageinsights
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