Subhadeep DS

4th year Engineering undergrad student.

[Subhadeep DS @subhadeepds]

@zachpogrob na brother this ain't it. Can't even "finish" after running. The button doesn't work. Need this on Android to work properly dawg!!! 🚨📢
Loved what i saw on internet about it

[Subhadeep DS @subhadeepds]

@LangChain Got practical experience with:
• AI Agents
• MCP
• Multi-agent systems
• Middleware
• Custom & dynamic middleware

The projects really helped me understand how the pieces of agentic AI fit together.

Next: build more. 🚀

[Subhadeep DS @subhadeepds]

🚀 Just completed the Foundation Introduction to @LangChain Python certification from LangChain Academy!

The best part was the hands-on learning through course projects like:
🍳 Personal Chef
💍 Wedding Planner
📧 Email Assistant
#LangChain #AgenticAI #AIEngineering #Python #MCP

[Subhadeep DS @subhadeepds]

Tradeoff: grading every chunk + retries can mean 5-10x the LLM calls per question. Still figuring out when that's worth it.

[Subhadeep DS @subhadeepds]

Basic RAG has a quiet failure mode nobody warns you about.

Ask it something your documents don't cover well, and it won't say "I don't know." It'll confidently answer anyway, using whatever chunks happened to be nearby in the vector space. Nothing breaks. It just sounds right.

[Subhadeep DS @subhadeepds]

Rebuilt it as CRAG this week: after retrieving, the LLM grades each chunk for actual relevance. If nothing passes, it rewrites the query and retries, a few times, before honestly giving up.

The upgrade isn't intelligence. It's knowing when it's wrong.

[Subhadeep DS @subhadeepds]

@boltdotnew

[Subhadeep DS @subhadeepds]

@abhnvx @100xengineers Count me in. Software engineer exploring AI systems and looking to ship my first real AI product. Would love to build with the cohort.

[Subhadeep DS @subhadeepds]

Applied for taatkal passport and did police verification on 19th & 20th feb. It's been 12 days no updates. Toll number says to call passport office and no one picks up the call there . Literally called over 20 times. Helpless rn.
@passportsevamea @CPVIndia @IndianDiplomacy

[Subhadeep DS @subhadeepds]

Anyone else in their early 20s feel like they’re doing everything right but still feel… off?

[Dips @ur_tech_girl]

Dear men,

is it enough?

[Subhadeep DS @subhadeepds]

Got to know more about the pathways that needs to be followed for remote jobs, faster growth, safeguarding yourself from layoffs and more. It was humbling yet motivating experience.

Alongside that Kunal Das provided some equal amount of insights regarding  @cast_ai.

[Subhadeep DS @subhadeepds]

From watching JAVA DSA playlist to attending cloud computing event as a working professional and discussing about i came a long way.
Also Got to know what it truly mean to be a Platform Engineer or a DevOps Engineer, and how challenging it can be to manage largescale systems

[Subhadeep DS @subhadeepds]

Thats exactly where tools like @cast_ai play a major role in simplifying the workload & optimizing cloud operations.
Along with that meeting& talking to @kunalstwt was inspiring as him being just 2 years senior  to me and achieving what he achieved takes a lot more than luck

[Subhadeep DS @subhadeepds]

Now going back to practice

[Subhadeep DS @subhadeepds]

Got placed again 🎉🎉

[Subhadeep DS @subhadeepds]

@askwhykartik Which platform do you use for clients

[Subhadeep DS @subhadeepds]

@tanejagarvit_ @askwhykartik Where do you get those clients

[Subhadeep DS @subhadeepds]

Apart from Ghibli anime images it's crazy what ChatGPT can produce with hyper realism @OpenAI @sama @gdb

[Subhadeep DS @subhadeepds]

Is there no way for placements except DSA?