Rijusmit Biswas

I am a web developmer, a CBM fan, a cinema enthusiast.
I write stories, screenplays and I have a blog as well. Read them here

[Rijusmit Biswas @Phantom_Cloak16]

@atikcoder0 Agent

[Rijusmit Biswas @Phantom_Cloak16]

@DevByLakshya Interseted

[Rijusmit Biswas @Phantom_Cloak16]

@iyoushetwt Fortran

[Rijusmit Biswas @Phantom_Cloak16]

@rasmalai Real. I am quitting this now

[Rijusmit Biswas @Phantom_Cloak16]

🚧 Rebuilding #DreamDOT from the ground up!

Coming soon:
🎨 Creator-first profiles
💸 Monetization (PPV, subs, licensing)
🚀 Next.js + Prisma + Mongo + Postgres
A social media marketplace made for creators.
Stay tuned 👀
#BuildInPublic #nextjs #shadcn

[Rijusmit Biswas @Phantom_Cloak16]

Just expanded the https://t.co/58MSB0AoPH literature review!

LegalBench (162 legal tasks for LLMs)

LexFiles (Legal IR in the LLM era)

INDICLegalBERT (Legal BERT for Indian court docs)

All anchored on IndicLegalQA as we build an India-focused RAG system for law!

#LegalLLM

[Rijusmit Biswas @Phantom_Cloak16]

Just started learning GraphQL and slowly refactoring the DreamDot codebase to support a more modular, scalable structure.Working on adding a credential-less exploration mode for casual users too.Early steps, but excited about where it’s headed.#GraphQL #DreamDot #fullstack #Code

[Rijusmit Biswas @Phantom_Cloak16]

Literature review progress for https://t.co/oRzIh8C7iy — our legal LLM initiative!
Just explored:
🔹 LexInstruct (2412.20468v1)
🔹 LegalBench (2505.00039v2)
🔹 LexLM (2502.20364v1)
Key themes: instruction tuning, multilingual legal models, evaluation benchmarks.⚖️🤖

[Rijusmit Biswas @Phantom_Cloak16]

Diffusion Models: A Mini History 🧪🧠

2015 – Score Matching begins it all
2019 – DDPM: noise ↔ image
2021 – Score improvements
2022 – LDM = STABLE DIFFUSION 💥

From theory to tools like MidJourney, SD & DALL·E.
Generative AI was never the same.

[Rijusmit Biswas @Phantom_Cloak16]

AI won’t destroy the world.
Misaligned AI might. 🤖

Top alignment methods:

🔹 RLHF – teach AIs via human feedback
🔹 DPO – skip reward models, go direct
🔹 Constitutional AI – rules, not vibes
🔹 RLAIF – AI teaches AI 🤝

Safety needs innovation, not just power.
#AIAlignment

[Rijusmit Biswas @Phantom_Cloak16]

Day 1 of building LibraAI — our bold new initiative to revolutionize legal research with AI.

Imagine a world where law isn't locked behind complexity — that's what we're building.

#AI #LegalTech #StartupJourney #LibraAI

[Rijusmit Biswas @Phantom_Cloak16]

Today I’m doubling down.

I’ve already been building DreamDOT and Entropy — full-stack platforms rooted in creativity and education.

Now I’m adding two more: Libra AI for legal research, Verdex for climate intelligence.

4 platforms. One vision. Built in public, for real impact.

[Rijusmit Biswas @Phantom_Cloak16]

🌳 OpenForest is a game-changer!

Just explored 🔗https://t.co/cW5oGIQjcU— a must-read for anyone at the intersection of AI and sustainability.

📊 The future of Environmental Data Science is here.
Let’s build smarter, greener models.

[Rijusmit Biswas @Phantom_Cloak16]

I’m Rijusmit, and I’m thrilled to introduce DreamDot, my latest passion project. It’s still in development, but I’m excited about how far it’s come—and even more excited to share it with all of you soon!

Stay tuned for updates, and thanks for following along on this journey!

[Rijusmit Biswas @Phantom_Cloak16]

It's really easy to take a new year's resolution but it takes sheer will of force to keep going despite of past failures and fear of losing.

My message to everyone is not give to up soon, cause it's a long road. and things will soon get better.

#Day1

[Rijusmit Biswas @Phantom_Cloak16]

When you are working on something, something important, something big and you hit a roadblock what do you do?

#computerscience #CodingJourney

[Rijusmit Biswas @Phantom_Cloak16]

🚀 Mastering Data Structures & Algorithms! 🚀

DSA isn’t just code — it’s the secret sauce to problem-solving magic! 🔥✨

#DataStructures #Algorithms #CodingJourney #ProblemSolving #100DaysOfCode

[Rijusmit Biswas @Phantom_Cloak16]

LK-Mattis shared a post on Ko-fi. https://t.co/ayDsa9oK7r

[Rijusmit Biswas @Phantom_Cloak16]

@BatfleckMovie Ben Affleck

[Rijusmit Biswas @Phantom_Cloak16]

@BatfleckMovie The full circle is coming and they can't stop this armada now.