Software Engineer šŸ’» | Chasing horizons on two wheels šŸļø | Capturing moments šŸ“ø | Anime Enthusiast šŸŽŒ | Always exploring the world.

Bangalore, India
Joined October 2026
If you think your data is safe on the internet right now, read what happened in just the last 48 hours: 1. iPhone 11 to 16: Leaked Cellebrite tool can wirelessly unlock iPhones from 8 meters away via Bluetooth 2. eMudhra: Indian CA's root keys cracked in milliseconds because the secret keys were single numbers like '4' & '56' 3. PHP ('PHP2Shell'): Critical flaw lets hackers hijack web servers without logging in (EU gov sites went offline) 4. LiteLLM: Popular AI library poisoned on PyPI quietly stealing AWS, cloud & AI keys on startup 5. PingCAP/TiDB Cloud: Breached by extortionists claiming 10.6 TB of stolen data, SQL history & API keys 6. SBI & Rajasthan Gov: Lakhs of bank records and citizen KYC data dumped on the dark web Check on your cybersecurity friends today:
8
7
1
37
6,955
90% of developers get this basic Python check wrong on the first read: a = round(2.5) b = round(3.5) print(a == 3) print(b == 4) Do both lines print ⁠True⁠?
5
7
274
The Quiet Engineer retweeted
A gentle reminder to keep these settings turned off across Chatgpt, Claude, and Gemini if you don't want your personal chats and data to be used for LLM training
5
2
1
7
307
A gentle reminder to keep these settings turned off across Chatgpt, Claude, and Gemini if you don't want your personal chats and data to be used for LLM training
5
2
1
7
307
Here is how to turn it off across Chatgpt, Claude, and Gemini: 1. ChatGPT: Settings -> Data Controls -> Turn OFF "Improve model for everyone" 2. Claude: Settings -> Privacy -> Turn OFF "Help improve our AI models" 3. Gemini: Gemini Apps Activity -> Turn OFF "Keep activity"
6
96
Why is everyone trying to sell their jio IPO shares?
jio IPO share hold or sell
2
7
219
The Quiet Engineer retweeted
Microsoft's math right now is wild: 1. Forecasting $175,000,000,000 in CapEx for AI chips and data centers. 2. Simultaneously offering "voluntary exit" buyouts to 60,000 employees across India, the US, UK, and Canada to cut costs. AI isn't even taking the jobs yet. The bill for AI infrastructure is taking the jobs.
4
2
1
11
509
Microsoft's math right now is wild: 1. Forecasting $175,000,000,000 in CapEx for AI chips and data centers. 2. Simultaneously offering "voluntary exit" buyouts to 60,000 employees across India, the US, UK, and Canada to cut costs. AI isn't even taking the jobs yet. The bill for AI infrastructure is taking the jobs.
4
2
1
11
509
The Quiet Engineer retweeted
How to actually make AI agents reliable in production šŸ‘‡: 1. Stop giving 1 agent 20 tools. Use a router and scope it to 2–3 tools max. 2. Validate every single output with Pydantic before passing it to the next step. 3. Use MCP to standardize how your backend talks to tools instead of writing messy glue code. 4. Keep the context window as small and clean as possible. 5. If an ⁠if/else⁠ block can do the job, don't use an LLM call.
11
4
20
594
How to actually make AI agents reliable in production šŸ‘‡: 1. Stop giving 1 agent 20 tools. Use a router and scope it to 2–3 tools max. 2. Validate every single output with Pydantic before passing it to the next step. 3. Use MCP to standardize how your backend talks to tools instead of writing messy glue code. 4. Keep the context window as small and clean as possible. 5. If an ⁠if/else⁠ block can do the job, don't use an LLM call.
11
4
20
594
The Quiet Engineer retweeted
first the Pentagon preps military bases for 90 days off grid, now India and the G7 are openly talking about defending banking rails from cyber warfare. the next major conflict won't start with missiles it'll start with an infrastructure blackout.
🚨 WE COULD BE ENTERING THE ERA OF DIGITAL AND BANKING LOCKDOWNS Two Warnings Just Came Today That Should Terrify the World. šŸ‡®šŸ‡³ First, Indian Prime Minister Modi openly warned today that modern wars can destroy nations by targeting their economies and banking systems through cyberattacks. šŸ‡ÆšŸ‡µ Meanwhile, Japan’s GMO Internet Group CEO reportedly warns of an internet collapse following claims of a massive cyberattack involving fraudulent trades across 70+ brokerage and FX platforms. Even Japan’s @yutokanzakireal had warned weeks ago that they’d Time the Economic Collapse where AI and energy crisis can take the blame. G7 countries announced that they are now preparing for a major AI cyberattack on the banking system while G7 governments and central banks have agreed to run simulated AI attacks to test how they would respond to a major incident. Morgan Stanley, Bank of America, JPMorgan, and Wells Fargo detected unauthorized AI agents accessing customer accounts and attempting to act without user instructions. Scott Bessent openly talked about a ā€œgrand economic reorderingā€ on the scale of Bretton Woods and how AI and stablecoins will be used to grow out of the $40 Trillion debt. The internet and the banking system will be shut off for the transition to the new stablecoin economy? Imagine banks freezing, trading platforms shutting down and internet access being restricted overnight while blockchain is offered as the solution. A new surveillance system is being opened without naming it CBDCs. This is why @DNAOnChain is about to be the biggest privacy solution in the new on-chain financial system. Private digital identities. Zero-knowledge proofs. A financial system where you can prove who you are without exposing who you are. A future of complete on-chain financial privacy and almost nobody is paying attention. During the crash, AI and cyberattack will be the excuse in how they restrict people’s ability to transfer funds to cover their margin calls. Be prepared for the new financial system. It’s always followed by an engineered crisis.
3
4
11
1,368
first the Pentagon preps military bases for 90 days off grid, now India and the G7 are openly talking about defending banking rails from cyber warfare. the next major conflict won't start with missiles it'll start with an infrastructure blackout.
🚨 WE COULD BE ENTERING THE ERA OF DIGITAL AND BANKING LOCKDOWNS Two Warnings Just Came Today That Should Terrify the World. šŸ‡®šŸ‡³ First, Indian Prime Minister Modi openly warned today that modern wars can destroy nations by targeting their economies and banking systems through cyberattacks. šŸ‡ÆšŸ‡µ Meanwhile, Japan’s GMO Internet Group CEO reportedly warns of an internet collapse following claims of a massive cyberattack involving fraudulent trades across 70+ brokerage and FX platforms. Even Japan’s @yutokanzakireal had warned weeks ago that they’d Time the Economic Collapse where AI and energy crisis can take the blame. G7 countries announced that they are now preparing for a major AI cyberattack on the banking system while G7 governments and central banks have agreed to run simulated AI attacks to test how they would respond to a major incident. Morgan Stanley, Bank of America, JPMorgan, and Wells Fargo detected unauthorized AI agents accessing customer accounts and attempting to act without user instructions. Scott Bessent openly talked about a ā€œgrand economic reorderingā€ on the scale of Bretton Woods and how AI and stablecoins will be used to grow out of the $40 Trillion debt. The internet and the banking system will be shut off for the transition to the new stablecoin economy? Imagine banks freezing, trading platforms shutting down and internet access being restricted overnight while blockchain is offered as the solution. A new surveillance system is being opened without naming it CBDCs. This is why @DNAOnChain is about to be the biggest privacy solution in the new on-chain financial system. Private digital identities. Zero-knowledge proofs. A financial system where you can prove who you are without exposing who you are. A future of complete on-chain financial privacy and almost nobody is paying attention. During the crash, AI and cyberattack will be the excuse in how they restrict people’s ability to transfer funds to cover their margin calls. Be prepared for the new financial system. It’s always followed by an engineered crisis.
3
4
11
1,368
good morning, tech #X! ā˜€ļøšŸ¤ glad to have connected with so many new people yesterday! and we finally crossed 500+ followers šŸ„¹ā¤ļø if you're into AI, tech, startups, software development, or just enjoy good conversations, let's #connect! who else is here to make their timeline a little more interesting? šŸ‘€
13
10
428
The Quiet Engineer retweeted
millions of dollars in safety training defeated by flipping two literal numbers. we are so cooked
if you have a qwen3.5 4b around, please try steering neurons L14 N8949 +1 and L13 N7956 -1 now you have evil qwen recipe: dose Ɨ median(‖resid‖ leaving layer L, tokens 1:) / ‖W_down[:, n]‖` at the down_proj at every input
2
1
7
489
The Quiet Engineer retweeted
X cares about frontier benchmarks. Production cares about latency and token costs. If Terra is the cheap, fast workhorse of the 6.1 family, builders will use it 10x more than Astra anyway.
GPT-6.1 Terra is already showing up in publicly visible backend tests, and OpenAI is preparing for its release. But honestly, I'm struggling to see the point of launching it right now. The model hierarchy is Luna, Terra, Sol, and Astra. Terra sits below Sol, so it wouldn't make much sense to expect it to outperform GPT-6.1 Sol. And with everyone waiting for OpenAI's answer to Opus 5.5, releasing a lower-tier model feels like a strange move. Maybe Terra has something special to offer, but right now, this isn't the kind of release I've been hoping for.
2
2
6
330
millions of dollars in safety training defeated by flipping two literal numbers. we are so cooked
if you have a qwen3.5 4b around, please try steering neurons L14 N8949 +1 and L13 N7956 -1 now you have evil qwen recipe: dose Ɨ median(‖resid‖ leaving layer L, tokens 1:) / ‖W_down[:, n]‖` at the down_proj at every input
2
1
7
489
X cares about frontier benchmarks. Production cares about latency and token costs. If Terra is the cheap, fast workhorse of the 6.1 family, builders will use it 10x more than Astra anyway.
GPT-6.1 Terra is already showing up in publicly visible backend tests, and OpenAI is preparing for its release. But honestly, I'm struggling to see the point of launching it right now. The model hierarchy is Luna, Terra, Sol, and Astra. Terra sits below Sol, so it wouldn't make much sense to expect it to outperform GPT-6.1 Sol. And with everyone waiting for OpenAI's answer to Opus 5.5, releasing a lower-tier model feels like a strange move. Maybe Terra has something special to offer, but right now, this isn't the kind of release I've been hoping for.
2
2
6
330
good evening, tech #X! if you’re into AI, GenAI, software development, or just love talking about tech, let’s #connect šŸ¤
20
30
745
Why is everyone suddenly wanting to go back to the moon?
Back to the Moon
5
1
10
465
You can have a bigger screen, self driving cars, and humanoid robots, but you can never escape ⁠[object Object]⁠
Tesla app now on the big screens
1
11
356
Good morning, tech #X! šŸŒž officially crossed 400 followers šŸŽ‰ next stop: 500! looking to fill my feed with people into: - AI & GenAIĀ  - Software developmentĀ  - Building in public - Tech banter if that's you, let's #connect šŸ¤
34
2
42
840