~ Lead software engineer @Oracle ~ Tech enthusiast
Joined August 2026
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Still they are planning to voluntary retirements 🤔
Office engineering jobs will be transformed by AI more than eliminated productivity rises while the nature of the work shifts toward judgment, orchestration, and accountability.
#elon_musk says Long-term saving is pointless once superintelligent AI creates abundance.
Absolutely true !!!
Rare for one person, common across a million.
Understand below post....
Sri retweeted
AI pricing 👀
Jev - $0.04/M
GPT-5.4 - $2.50/M
Claude Opus 5 - $5/M
Jev is 62× cheaper than GPT and 125× cheaper than Claude.
It's built specifically for structured decisions.
AI is getting a new superpower
( Making decisions, not Generating text )
Meet Jev , it makes decisions :
TypeSafe AI introduced Jev, a SYSTEM ONE model built for bounded, probabilistic decisions.
You give it some evidence , ask a focused question, and define the possible answers.
For Example : ( Build AI fact checking tool )
A Claim says :
- Apple just acquired a startup for $2B.
JEV Could classify it as :
Verified - 12%
Likely true - 18%
Needs verification - 64%
Contradicted - 6%
Your Application then decides what happens :
→ Verified → Publish
→ Likely true → Editor review
→ Needs verification → Find more sources
→ Contradicted → Flag it
AI makes the decision, Your software controls the action.
Maybe the future of AI is not more answers. it's better decisions.
Sri retweeted
Vibe coders, your app can work perfectly and still get you into trouble.
You can build and launch an app in a weekend with AI.
But did you check what happens AFTER you launch?
Here are 6 things every AI builder should check before going live.
1. Children's privacy
Does your app collect data from children? Depending on your audience and jurisdiction, you may need age checks, parental consent, and additional safeguards.
A signup form isn't always enough.
2. Third-party scripts and fonts
Your app might send visitors' IP addresses or other data to external providers.
Check your fonts, analytics, chat widgets, and tracking scripts.
Do you know what data leaves your app?
3. Session replay and analytics
Session replay tools can capture sensitive information if configured poorly.
Mask passwords and sensitive fields. Review what gets recorded, where it's stored, and whether consent is required.
Your debugging tool shouldn't become a privacy problem.
4. Marketing emails
Depending on the laws that apply, promotional emails may require accurate sender details, a postal address, and an unsubscribe option.
Your email provider won't automatically make your marketing compliant.
5. Subscriptions and free trials
Is the recurring price clear? Do users know when they'll be charged? Can they cancel easily?
Surprise renewals can destroy trust and create legal problems.
6. User uploads and copyright
Allowing users to upload images, videos, or documents? Consider copyright complaints, reporting channels, and takedown procedures.
For eligible US services, registering a DMCA agent can help establish safe-harbor protections, but it isn't a blanket shield.
The real lesson: AI can help you ship faster, but it won't automatically make your product secure, privacy-friendly, or legally compliant.
Before launching, ask your AI coding assistant to audit these risks, identify the relevant code, suggest fixes, and flag issues that need professional advice.