Krishna

2 years ago I had no real experience. Today my first full-time job is Founding AI/ML Engineer at a US startup. No fancy background. Just consistency and a lot of building. Here’s the real story 👇

My memory engine hits a vector DB each session. Worked great until memories started contradicting each other. The problem? Duplicate memories with slight variations were both getting retrieved and injected into context. Here's how the dedup actually works: Vector search finds similar memories above 0.8 similarity. Those get passed to an LLM alongside the new facts. The LLM acts as judge - it decides: ADD, UPDATE, DELETE or NONE. Returns structured JSON. Then hardcoded logic reads the event field and routes each memory accordingly. AI makes the decision. Code executes it. Clean separation.

@marceguerra Thanks! :)

@KrishXCodes Congrats!

I gained 1300 followers on X in ~15 days just by posting about AI engineering. No growth hacks. Just sharing: > things I build > things I learn Tech Twitter is still the best place to grow as a builder. If you're a builder, let's connect ✨

@devsharmatwt Thanks bruhh 😄

@KrishXCodes man this project figma to react idea is insane ! good luck mate!

My Figma-to-React pipeline converts screenshots section by section. Each section gets its own agent.They all run in parallel. A supervisor validates the output. But here's the tricky part: Screenshots have compression artifacts. Colors don't match the design file exactly. So I had to explicitly tell the model: "convert JSON colors to hex, ignore visual noise." Context engineering isn't just prompts. It's knowing exactly where your pipeline breaks.

@stephen_fr_mx Appreciate it! That mindset works, keep building XArmy 🚀

@KrishXCodes 1300 in 15 days just by sharing what you build is crazy good. Proves you don't need tricks, just real stuff people care about. Building XArmy right now with the same mindset — ship, share, repeat.

@Itstheanurag 🥰🫂

@KrishXCodes Those who celebrate on your behalf are only a few. you are real one bro.

700 verified followers less goo, only 300 to go 🤗

@Shra_va_ni Understanding systems and making the right decisions.

if AI can generate most of your code what actually becomes your core skill?

@droidbuilds 🫠👋

@KrishXCodes hello bhai

I want to complete my 1K verified followers mark, If you're in tech and verified, let's support each other Comment "hi" and let's be mutual

@akramcodez Congo on 6k mate :) Crazy consistency 🫡

Wow… only 2 left

@0Tushar Claude ✨

which one has been giving you best results so far ?

@Samaytwt 🐍

in which language you wrote your first "hello world"?

How me and bro feel after switching from ChatGPT to Claude.

@priyankapudi This is the stuff you only understand after production humbles you 😭

You're building an app from scratch? Before writing a single line of code, understand these: > How your data model shapes everything downstream > Why replication strategy matters before you hit scale > The real cost of choosing eventual consistency > That caching solves speed but creates a whole new class of bugs > Encoding formats decide if your deployments break users or not > Backpressure > crashing under load Most devs learn these after production goes down. Learn them before.

Brutal truth: "Prompt engineering" isn’t the skill. Building systems around models is. No one pays for prompts. They pay for things that ship, scale and work. 🚀

@ram_t3ch 😭😭😭

Reality of IT Jobs Nobody Tells You: - Degree alone is NOT enough - Skills matter more than marks - First job salary is usually LOW 😔 - Freshers feel confused at start - Not all IT jobs are coding - You will Google things daily - Bugs can ruin your whole day - Meetings waste a lot of time - Deadlines give real stress - Long screen time hurts eyes & back - Overtime is common, not rare - Night calls for global clients - Work-life balance depends on company - Your manager decides your peace - Office politics exists everywhere - Learning never stops - Technology changes very fast - Mistakes are part of learning - Pressure builds up slowly - Mental health matters in long run - Experience > certificates (mostly) - Weekends go into upskilling - Hard work ≠ promotion always - Job security is never guaranteed - Layoffs can happen anytime - Switching jobs is normal in IT - Salary growth takes patience - Pressure can kill passion - Consistency beats talent in long run - Skills matter more than degree - First few years are about struggle - Growth depends on choices you make - IT needs self-discipline - Comfort zone kills career growth - Networking matters in long term - Learning outside job is necessary - Comparison kills motivation - Burnout is more common than you think - Discipline beats motivation - Adaptability is the real skill

when you are sharing your screen at work and they say "wait go back"

@kapilansh_twt True if you skip understanding. AI should speed you up, not replace thinking.

vibe coding is just a fancy term for "I have no idea what my codebase does" → AI writes 400 lines → you don't read it → it works → you ship it → 3am production fire → you have no idea where to start → ask AI to fix it → AI breaks 3 other things we're not building faster we're just breaking things at the speed of light and calling it innovation

@koomekelvink for sure!

@KrishXCodes lets connect and continue building

@Aantu41998 sure :)

@KrishXCodes Let's connect