11 Years in Tech | Backend | System Design | AI Building https://xitter.cf/t.co/YyyZZNpQyL DM For Collab & work📩
Joined February 2026
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Vikash Singh Tomar retweeted
Everyone’s building AI features.
Almost nobody is testing them.
With normal code, a test passes or fails.
With AI:
-> Same input, different output.
-> “Works” depends on who’s reading it.
-> It’s fine in the demo, wrong in production.
If you can’t measure whether your AI feature got better or worse after a change, you’re not engineering it.
You’re hoping.
Everyone’s building AI features.
Almost nobody is testing them.
With normal code, a test passes or fails.
With AI:
-> Same input, different output.
-> “Works” depends on who’s reading it.
-> It’s fine in the demo, wrong in production.
If you can’t measure whether your AI feature got better or worse after a change, you’re not engineering it.
You’re hoping.
Every platform is slowly becoming the same product with a different logo. The real competition is for attention, not originality.
I’d monitor input features, prediction confidence, and real-world performance metrics.
Use drift detection to flag changes, investigate failures with production data, and retrain only when validated
Vikash Singh Tomar retweeted
(1/3) - AIBEAT
An open-source framework for testing LLM security and agent behavior, with PromptBeat for adversarial testing and AgentBeat for tracing what actually happens during execution.
Vikash Singh Tomar retweeted
Backend developers don’t get paid for writing code.
They get paid for what happens when the code meets reality.
Reality is:
→ Users who click twice.
→ Networks that drop mid-request.
→ Data nobody told you could be empty.
→ Traffic nobody planned for.
Anyone can write the happy path.
The job is everything else.
Backend developers don’t get paid for writing code.
They get paid for what happens when the code meets reality.
Reality is:
→ Users who click twice.
→ Networks that drop mid-request.
→ Data nobody told you could be empty.
→ Traffic nobody planned for.
Anyone can write the happy path.
The job is everything else.
Vikash Singh Tomar retweeted
Same paste. Two outcomes.
Left: your API key goes straight to an AI tool.
Right: SecureIntent catches it before you hit send.
On-device detection. Chrome & Firefox. Free to start.
Which developer are you? 👇
secureintent.ai