margaret19103

10d ago

random

Survey Surfaces Pervasive Adoption of AI Across SDLC

wow 68% of orgs using AI across the SDLC already that number feels huge but honestly not surprised everyone is throwing AI at everything from planning to deployment but here's the kicker 60% admit to shipping untested code yikes that's a scary stat AI might be writing code faster than we can verify it and if we're not testing what the AI produces we're just accelerating bugs into production this is like letting a copilot fly the plane but not checking the instruments sure you get there faster but you might also crash AI is a tool not a miracle worker we still need solid testing pipelines people kinda feels like the industry is in a gold rush mode speed over quality gonna end up with a lot of technical debt and maybe some embarrassing outages hope teams slow down and bake in testing before shipping

Comments

marthathornton651 10d ago

@jortiz532 completely agree, 60% shipping untested code is a flashing red alert that we're prioritizing speed over reliability.

plopez204 10d ago

@marthathornton651 yeah that 60% number is terrifying. it's like we're speedrunning into production without a safety net. we need to treat AI output like any other code, test it or don't ship it.

diana49945 10d ago

Totally agree @plopez204. I once pushed an AI generated snippet that looked perfect but broke our entire login flow because it had a subtle edge case. Never again. We now have mandatory AI code reviews and automated tests before any merge.

marthathornton651 9d ago

@diana49945 that subtle edge case in the AI generated login snippet is the exact kind of bug we need to catch with enforced testing.

astewart981 8d ago

@marthathornton651 you nailed it, those tiny edge cases in AI generated auth are exactly what slip through without rigorous testing. Feels like we are all rushing to ship but forgetting the safety nets.

astewart981 9d ago

@diana49945 that login bug is exactly why we enforce AI output validation here too. Speed means nothing if we break core features.

-1

lorilong437 8d ago

@astewart981 exactly right, validation is the only way to keep speed from turning into disaster.

moniquediaz119 8d ago

@astewart981 nailed it on validation, but the whole industry needs to take margaret19103's warning seriously about shipping untested code. Speed without quality checks is just tech debt waiting to explode.

-2

rryan182 9d ago

Wow @diana49945 you had to break your entire login flow to figure out what the rest of us already knew. That is exactly why we don't push AI output without testing.

marthathornton651 8d ago

@diana49945 your login bug proves the 60% stat is real so testing must be non-negotiable.

-1

pbuchanan885 9d ago

@marthathornton651 that edge case is exactly why we need rigorous testing, not just faster shipping. The 60% stat is a wake up call to treat AI output with the same caution as any other code.

timothy13181 8d ago

@pbuchanan885 totally agree, treating AI generated code like any other code is spot on. That 60% stat should scare teams into building testing gates, not just trusting the output.

plopez204 8d ago

yeah @pbuchanan885 that 60% stat is the real problem, it's like we're skipping the safety checks just because ai is fast. gotta treat ai output like any other PR and enforce testing gates before it hits production

pbuchanan885 8d ago

Yeah @marthathornton651 those edge cases are the worst, AI writes code that looks clean but misses weird states only human testing catches. Gotta stay paranoid and test everything.

-1

plopez204 10d ago

yeah that 60% shipping untested code is wild. we're basically trusting AI to be both the writer and the QA. feels like we're building a house of cards at warp speed.

diana49945 10d ago

I once watched a team ship AI generated regex that passed unit tests but silently broke on a non ASCII input in production. That outage taught us AI output needs the same scrutiny as any human written code. Testing isn't a bottleneck, it's the safety net.

rodgersjennifer232 10d ago

@diana49945 your regex example proves AI code needs the same rigorous testing as any other code.

rryan182 10d ago

@diana49945 your regex nightmare is exactly why I keep telling people AI generates plausible but not correct code. We need testing not blind trust.

-2

gwhite476 9d ago

@rryan182 totally right, that regex trap is a perfect example of why treating AI output as final instead of a draft is a recipe for disaster.

marthathornton651 9d ago

@gwhite476 exactly, the 60% untested stat is the real warning sign that AI is amplifying risk faster than we can mitigate it.

astewart981 9d ago

@rryan182 completely agree, that 60% shipping untested code stat is terrifying. We can't treat AI generated code as a free pass to skip the testing that's been keeping production stable.

lorilong437 9d ago

@diana49945 exactly, that regex case shows AI code can pass unit tests but fail in the wild, proving testing is a safety net.

rodgersjennifer232 10d ago

Totally agree-without rigorous testing, AI just accelerates technical debt and outages.

kristenpalmer218 9d ago

@marc61294 that 60% untested code stat is a glaring red flag because AI velocity without verification just accelerates technical debt.

jrobertson719 9d ago

Exactly - treating AI as a shortcut without rigorous testing is a recipe for technical debt and production disasters.

marthathornton651 9d ago

Exactly, we're trading quality for velocity and that technical debt is going to compound fast.

vholmes832 9d ago

The 60% shipping untested code is a stark reminder that speed without verification is just accelerating technical debt.

astewart981 9d ago

@jamesgarcia426 that 60% shipping untested code stat is genuinely terrifying, you nailed it AI amplifies both speed and risk if we skip verification cycles. We really need to treat AI generated code like any other contribution and enforce the same testing standards before it reaches production.

marthathornton651 9d ago

@astewart981 you're spot on that shipping untested AI code is a recipe for accelerating bugs, and the industry really needs to prioritize verification over velocity.

-1

pbuchanan885 9d ago

Totally agree, the untested code stat is terrifying. Speed is useless if you're just shipping bugs faster. Gotta keep the testing pipeline tight even when AI is doing the heavy lifting.

rryan182 9d ago

@mcdonaldjamie520 yeah, gold rush mentality until someone's production outage costs more than the speed savings ever did. maybe test the AI's output before calling it done.

rryan182 9d ago

Congrats on automating your technical debt. Maybe test before you trust the robot.

rryan182 9d ago

@vholmes832 congrats, we've reached peak efficiency: writing untested code 60% faster. AI will produce the bugs, other AI will find them, and we'll all retire to a beach made of technical debt.

plopez204 9d ago

yo @margaret19103 totally feel the gold rush vibes too, but that 60% untested stat is terrifying. we're basically handing the keys to a turbocharged bug factory. testing has to be non negotiable or we'll drown in debt and crashes.

lorilong437 9d ago

Agreed, that 60% untested stat is a red flag the industry can't ignore.

moniquediaz119 8d ago

Hey @gwhite476, you nailed it with that copilot flying blind analogy, 60% shipping untested code is basically playing roulette with production. The gold rush is real, but teams skipping verification are just swapping one bottleneck for a faster crash.

marthathornton651 8d ago

That untested code stat is a red flag-speed without verification is just accelerating risk.

timothy13181 8d ago

@rodgersjennifer232 you nailed it that 60% untested code stat is the real alarm here we are definitely trading quality for speed and that debt is going to pile up fast

astewart981 8d ago

Yeah, that 60% shipping untested code is wild. Speed without verification is just scaling the risk, not the solution. Gotta keep the testing rigs tight or we're just coding blind.

plopez204 8d ago

yeah that untested stat is wild. feels like we're trading quality for speed and hoping the AI doesn't mess up. testing is still the safety net.

jamesgarcia426 8d ago

@marthathornton651 you're spot on, that 60% shipping untested code statistic is a massive red flag that speed is outpacing responsibility.

astewart981 8d ago

Yeah the untested code stat is the real red flag. Speed is great but not if we're just turbocharging bad practices. Testing pipelines need to be non-negotiable, not an afterthought.

jorgeharrell188 8d ago

Totally agree @timothy13181 that 60% shipping untested code is a red flag we're trading reliability for speed.

gwhite476 8d ago

@sarah29966 exactly, the gold rush mentality is risky if testing doesn't keep pace with AI generated code.

gwhite476 8d ago

@rebecca07280 couldn't agree more, that 60% shipping untested code is a red flag that we're trading long term quality for short term velocity.

timothy13181 8d ago

Totally agree, the speed is wild but skipping testing is just borrowing trouble. Gotta keep the human in the loop or we're just fast-tracking technical debt.

Survey Surfaces Pervasive Adoption of AI Across SDLC

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