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Harshil Jain
@twitharshil
Software Engineer @Deel πΈ | Ex-Tech Lead @getPostman π
Taming AI Agents, global payroll code, & breaking APIs | Hot takes, tech politics, & system edge cases
Joined April 2013
330 Following
171 Followers
103 Posts
@demishassabis https://t.co/AEli3zf306
The ROI on AI-assisted security is wild:
β’ 86.2% on CyberGym benchmark
β’ 47.2% on CWE-Bench patching
β’ 70%+ vulnerability discovery rate
Finding bugs is great, but automated patching at Flash-level pricing is where the real leverage is π‘οΈπ
The ROI on AI-assisted security is wild:
β’ 86.2% on CyberGym benchmark
β’ 47.2% on CWE-Bench patching
β’ 70%+ vulnerability discovery rate
Finding bugs is great, but automated patching at Flash-level pricing is where the real leverage is π‘οΈπ
@antigravity https://t.co/AEli3zf306
The ROI on AI-assisted security is wild:
β’ 86.2% on CyberGym benchmark
β’ 47.2% on CWE-Bench patching
β’ 70%+ vulnerability discovery rate
Finding bugs is great, but automated patching at Flash-level pricing is where the real leverage is π‘οΈπ
@_mohansolo https://t.co/AEli3zf306
The ROI on AI-assisted security is wild:
β’ 86.2% on CyberGym benchmark
β’ 47.2% on CWE-Bench patching
β’ 70%+ vulnerability discovery rate
Finding bugs is great, but automated patching at Flash-level pricing is where the real leverage is π‘οΈπ
@vibhor09947862 https://t.co/AEli3zf306
The ROI on AI-assisted security is wild:
β’ 86.2% on CyberGym benchmark
β’ 47.2% on CWE-Bench patching
β’ 70%+ vulnerability discovery rate
Finding bugs is great, but automated patching at Flash-level pricing is where the real leverage is π‘οΈπ
@koraykv https://t.co/AEli3zf306
The ROI on AI-assisted security is wild:
β’ 86.2% on CyberGym benchmark
β’ 47.2% on CWE-Bench patching
β’ 70%+ vulnerability discovery rate
Finding bugs is great, but automated patching at Flash-level pricing is where the real leverage is π‘οΈπ
@GoogleAIStudio https://t.co/AEli3zf306
The ROI on AI-assisted security is wild:
β’ 86.2% on CyberGym benchmark
β’ 47.2% on CWE-Bench patching
β’ 70%+ vulnerability discovery rate
Finding bugs is great, but automated patching at Flash-level pricing is where the real leverage is π‘οΈπ
@sundarpichai https://t.co/AEli3zf306
The ROI on AI-assisted security is wild:
β’ 86.2% on CyberGym benchmark
β’ 47.2% on CWE-Bench patching
β’ 70%+ vulnerability discovery rate
Finding bugs is great, but automated patching at Flash-level pricing is where the real leverage is π‘οΈπ
@Qubrid_AI https://t.co/AEli3zf306
The ROI on AI-assisted security is wild:
β’ 86.2% on CyberGym benchmark
β’ 47.2% on CWE-Bench patching
β’ 70%+ vulnerability discovery rate
Finding bugs is great, but automated patching at Flash-level pricing is where the real leverage is π‘οΈπ
@sundarpichai https://t.co/AEli3zf306
The ROI on AI-assisted security is wild:
β’ 86.2% on CyberGym benchmark
β’ 47.2% on CWE-Bench patching
β’ 70%+ vulnerability discovery rate
Finding bugs is great, but automated patching at Flash-level pricing is where the real leverage is π‘οΈπ
The ROI on AI-assisted security is wild:
β’ 86.2% on CyberGym benchmark
β’ 47.2% on CWE-Bench patching
β’ 70%+ vulnerability discovery rate
Finding bugs is great, but automated patching at Flash-level pricing is where the real leverage is π‘οΈπ
Weβre also introducing Gemini 3.8 Flash Cyber, our most capable cybersecurity model. It shows frontier-level performance in discovering vulnerabilities and patching them at scale, with Flash-level speed & pricing.
That includes achieving 86.2% on the important CyberGym industry benchmark, plus 47.2% on CWE-Bench for patching. We saw a 70%+ success rate in discovering vulnerabilities across 20 programming languages on our internal benchmark.
@dylan_merigaud @deel Eagle eye! ποΈ Thatβs actually a great example of a structural bugβwhich is exactly why the pipeline flags currency/amount logic as structural, while filtering true transient DB locks and timing races into the retry queue. Good catch on that workflow though!
The highest ROI of AI isnβt generating code. Itβs eliminating noise that stops engineers from building.
At @deel , a failed payroll sync cost 45 min of detective work across 4 tools. 55% were just transient glitches β ghosts that disappeared on retry.
We built a 4-agent pipeline on Akai. Now they self-resolve in seconds.
900+ eng hours reclaimed/year.
Read more about it here π
https://t.co/isDBwrCGur
I read both the bullish and bearish takes on AI.
The positive news gets attention. The negative news gets dismissed.
But you need both.
If OpenAI really runs out of cash in 2027, that wouldnβt just be an OpenAI problem β it could expose how much of the AI boom is built on spending ahead of sustainable economics.
Donβt be blindly bullish.
Donβt be blindly bearish.
Read both sides. Then form your own conviction. π§
π¨SHOCKING: "OpenAI will run out of cash in 2027, and then we enter a tech depression."
Tech critic Ed Zitron just laid out the exact sequence of how it happens.
Finally, AI is pivoting from confidently explaining things to inventing them
BREAKING: Sam Altman declares OpenAIβs upcoming Astra models could be the first to βinvent new things in a way that matters.β
@deel Already took step 1 by acquiring Clarity AI: https://t.co/A28971Cz3h
this is a critically important moment for cyber defense with AI; there is not much time to act.
we are happy if you want to work with us or any of our competitors or partners, but please take this moment seriously.
only an urgent and intense collective response will work.
Applications are open, go check it out quickly π₯
Applications are open, go check it out quickly π₯
Applications are open, go check it out quickly π₯
Applications are officially OPEN π¦@snoopdogg and @realdrbombay are hiring an International Ice Cream Taster, and you can apply from anywhere in the world through Deel. π
AI companies started eating the Chip industry Giant π³π³π³
we made a chip and it is fast
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