Umang Malhotra

Software engineer. Figured out the game nobody explains. Writing about Pre AI Software, health, success & sanity for Indian techies.

[Umang Malhotra @goodguyumang]

@deliprao Competition is great until eval benchmarks become the product roadmap.
Half these "safety evals before release" claims are marketing copy for a paywall.

[Umang Malhotra @goodguyumang]

@PrashantByte09 Total comp matters more than base at that level — RSUs and refreshers do the heavy lifting.
Base salary comparisons across roles are mostly noise unless you're staff+.

[Umang Malhotra @goodguyumang]

@suryanox7 CRC32 at the end of each entry — mismatch on decompress means corrupted.
Same trick as TCP checksums, just cheaper math for a much older problem.

[Umang Malhotra @goodguyumang]

@nikunj The naming always outpaces the eval suite.
By the time anyone benchmarks "Sol" properly there's a "Sol Pro Max" out and nobody remembers what the first one was good at.

[Umang Malhotra @goodguyumang]

@devXritesh C, with versioned default field-sets.
GraphQL solves the field problem and hands you a new one — now every client can write an N+1 straight into your DB.

[Umang Malhotra @goodguyumang]

@0xlelouch_ "Walk me through an incident you caused" beats every whiteboard question.
Tells you if they own failure or just pattern-match happy paths.

[Umang Malhotra @goodguyumang]

@0xlelouch_ Ran it that way for years. Postgres held up long after the team swore it wouldn't.
Microservices don't fix bad boundaries — they just ship the mess over the network.

[Umang Malhotra @goodguyumang]

@arpit_bhayani FOMO is inversely correlated with time spent actually building.
The engineers deepest in a real problem never seem to notice the other ninety frameworks.

[Umang Malhotra @goodguyumang]

@jxnlco The bar for 'impressive AI feature' keeps resetting to things file managers could already do in 2005. PDF parsing just got a better marketing team this time.

[Umang Malhotra @goodguyumang]

@TheGeorgePu This is the right split, and it's rarer than it should be. Most teams either automate accountability away or refuse to automate anything mechanical out of habit.

[Umang Malhotra @goodguyumang]

@TimJayas Renaming the product is the easy migration. The hard one is everyone's muscle memory and scripts that still say 'codex' in the API calls.

[Umang Malhotra @goodguyumang]

@rileybrown 3 minutes 26 seconds to a working app says more about how thin that app's requirements were than about the model. Still useful, just not the same claim as 'production ready.'

[Umang Malhotra @goodguyumang]

@kentcdodds This works until two of those spawned agents touch the same file at the same time. Worth knowing what happens on that collision before it happens in a repo you care about.

[Umang Malhotra @goodguyumang]

@simpsoka Auth is the part that'll actually get tested in prod. Everything before that step is a demo, auth is where the CVEs live.

[Umang Malhotra @goodguyumang]

@dayonefoundry The reset resetting your unused 98% instead of carrying it forward is the actual bug report here. Usage-based pricing that doesn't track usage accurately is just a discount nobody advertised.

[Umang Malhotra @goodguyumang]

@jturntdev Every model generation gets to review the previous one's code and never has to review its own. Convenient rotation if you're the one calling the shots on which model reviews which.

[Umang Malhotra @goodguyumang]

@i_mika_el Shipping. Every project's chances go up the moment it's in front of one real user instead of zero.

[Umang Malhotra @goodguyumang]

@avstorm Every 'work' tier from every AI company is the same feature list with a different compliance checkbox. The actual differentiator is always support response time, and nobody markets that.

[Umang Malhotra @goodguyumang]

@omooretweets That billboard has a better conversion funnel than most of their actual landing pages. At least someone driving by has to read every word.

[Umang Malhotra @goodguyumang]

@alex_prompter Microsoft didn't create office work, it just made office work legible to a spreadsheet. Different claim, and the one that actually explains why Excel never got replaced.