Hemant Satam

Powered by chai, curiosity and a touch of chaos

[Hemant Satam @hemantsatam]

Finastra: 40% of banking execs say AI deployment itself is a top security risk. These are fraud, lending, & compliance workflows. We're writing AI-generated code faster than we're testing it. Not a dev problem; it's a regulatory exposure

#AIinQA #TestAutomation #ResponsibleAI

[Hemant Satam @hemantsatam]

Zero civic sense blocking other vehicles with double parking

[Hemant Satam @hemantsatam]

With MCP SDK downloads exceeding 300M/month, agent engineering has moved beyond experimentation.

The teams getting the best results aren't just writing better prompts.

They're designing better agent systems.

[Hemant Satam @hemantsatam]

The biggest gains don't come from better prompts.

They come from:
✅ MCP servers
✅ Custom subagents
✅ Project-scoped configuration

The prompt is only one piece. The scaffolding is where reliability is built.

[Hemant Satam @hemantsatam]

The AWS AgentCore approach takes this further:

Instead of connecting Claude Code to multiple MCP servers (each with separate authentication), everything goes through a single gateway with centralised OAuth and routing.

One trust boundary. Cleaner architecture. Better security.

[Hemant Satam @hemantsatam]

A CodeRabbit analysis of 470 open-source PRs found something striking:

➡️ Same Claude model.
➡️ Different agent architecture.
Result:
• 1.7× fewer defects
• 2.74× fewer security vulnerabilities

Architecture matters more than prompting.

[Hemant Satam @hemantsatam]

For AI QA maturity in BFSI, the spending was never the constraint. The architecture was.

What's actually capping your team's coverage?

[Hemant Satam @hemantsatam]

BFSI is the #1 QA-spending vertical globally. And most enterprise teams are still stuck at ~25% automation coverage.

More budget, same ceiling. Something doesn't add up.

[Hemant Satam @hemantsatam]

Self-healing tests. Natural-language test generation. Risk-based prioritisation.

That's a different curve, not a better version of the old one.

[Hemant Satam @hemantsatam]

Sensex wipes off ₹13.5 lakh crore from investor wealth in just 5 days
https://t.co/4dbC1B7CLn
-via inshorts

[Hemant Satam @hemantsatam]

One individual reportedly worked at 141 companies in 7 years - including 10 jobs at once in 2021.

Either he’s the most employable man on Earth, or the real founder of the metaverse.

HR teams and payroll software everywhere: 💀

#Moonlighting #StartupCulture #HR #Payroll #WFH

[Hemant Satam @hemantsatam]

Over 30 yrs’ savings needed to buy house in 10 state capitals - with Mumbai leading the charge requiring 109 years of savings to buy a house - phew 😰

#TOI #NHB #NSSO #RBI #MPCE

[Hemant Satam @hemantsatam]

And after decades of waiting… Spurs finally lift the trophy - A historic win over @ManUtd proves the bottling days are behind them.

#Spurs #THFC #COYS #ManchesterUnited #EPL #FootballTwitter #PremierLeague #GloryGloryTottenham #TrophyLift #SpursVsManU #NorthLondonRising

[Hemant Satam @hemantsatam]

For the first time since 1971, the MHA orders nationwide security drills to boost preparedness against potential attacks. A strong step towards a safer India - vigilance is the key to peace.

#SecurityDrill
#NationalSecurity
#MHA
#IndiaSafetyFirst
#PreparedNotScared

[Hemant Satam @hemantsatam]

Congratulations to all HSC pass-out students! Your hard work has paid off - the future is yours to conquer. Wishing you success, happiness & endless opportunities ahead!

#HSCResults2025
#FutureLeaders
#StudentSuccess
#Congratulations

@EduMinOfIndia @TOIStudentEd

[Hemant Satam @hemantsatam]

BMC confirms NO water cuts - our lakes have enough stock to last till July! Stay hydrated and worry - free this summer.

#MumbaiRains
#WaterUpdate
#BMCHelpline
#NoWaterCut
#MonsoonReady
#MumbaiLife
#UrbanPlanning
#CivicNews

@mybmc

[Hemant Satam @hemantsatam]

2-wheeler registrations up 61%. Great news - if you’re a bike seller, not so much if you’re a pothole or a flyover with trust issues.

Roads are now escape rooms on wheels.

#FestiveRush
#TrafficTales
#UrbanJungle
#2WheelerWave

@MORTHIndia @mybmc