Dr. Dipen
@Dipen
I am an AI/ML researcher with 150+ citations and 16 published research papers. I have three tier-1 publications, including Internet of Things (Elsevier), Biomedical Signal Processing and Control (Elsevier), and IEEE Access. In my research journey, I have collaborated with NASA Glenn Research Center, Cleveland Clinic, and the U.S. Department of Energy for various research projects. I am also an official reviewer and have reviewed over 100 research papers for Elsevier, IEEE Transactions, ICRA, MDPI, and other top journals and conferences. I hold a PhD from Cleveland State University with a focus on large language models (LLMs) in cybersecurity, and I also earned a master’s degree in informatics from Northeastern University.
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articles
June 2026 AI Model Roundup: Kimi K2.7 Code, DeepSeek-V4-Pro, and More
Two models dominated the releases worth tracking: DeepSeek-V4-Pro 0423 and Kimi K2.7 Code. Both target code-heavy work. They sit on opposite ends of the cost curve. For hands-on labs, DeepSeek-V4-Pro is the better default for a bootcamp curriculum that moves across large codebases. It offers bigger…Sep 4th 2026
GPT Astra is here !! What it means for you ?
OpenAI shipped GPT-6 Astra as its most capable model yet. The pitch centered on speed and autonomy. It runs faster and cheaper per token than earlier generations. It can also drive a computer end to end. Spreadsheets, web assets, multi-step workflows: it handles them on its own. General…Sep 4th 2026
How to Install pyenv for ai-coding on mac linux and windows
The setup is straightforward on Mac and Linux. Most of the time goes into compiling Python from source. Windows uses a separate tool with pre-compiled binaries instead. Machine learning frameworks are strict about Python versions. TensorFlow and PyTorch pin dependencies tightly. Even a minor…Sep 3rd 2026
JavaScript Execution Context in AI Apps: How LangChain JS and Cloudflare Workers Keep State Straight
When you build an AI application with LangChain JS on Cloudflare Workers, every chain invocation creates its own execution context in JavaScript—a fresh scope for variables, callbacks, and intermediate results. LangChain's state-management model layers on top of that runtime context, using Chain…Sep 3rd 2026
DSPy Prompt Tuning for Forecast Models: A Repeatable Reliability Framework
Forecast inaccuracy is a major growth blocker for data-driven companies right now. When a business can't trust its forward-looking numbers, planning stalls and capital allocation turns into guesswork. That's the business reason to treat prompt reliability as a first-class engineering problem…Sep 2nd 2026
Why New Line Still Matters for AI Developers in 2026
If you're a mid-career developer eyeing a lead AI role in 2026, here's the short version: a structured, project-based bootcamp built around real applications, taught by people who ship production AI for a living. The table below shows what that path looks like. The 2026 hiring shift is…Sep 2nd 2026
Securing API Keys in AI Coding Projects: A Practical Guide
Securing an API key in an AI coding project takes about 15 to 30 minutes. The dotenv package from npm does most of the work. It reads a .env file and loads those values into process.env before your code runs. Sensitive credentials stay out of version control. You do not always need a cloud secret…Sep 1st 2026
How to Run LLMs Locally in 2025: AnythingLLM vs Open WebUI vs Jan
Jan wins for absolute beginners. AnythingLLM fits hardware-constrained learners doing document Q&A. Open WebUI rewards advanced students ready to configure retrieval pipelines. Pick based on your skill tier, not GitHub stars. That matters more than most learners realize. The rule for any project is…Sep 1st 2026
`set -o pipefail` for AI Scripts: Catch Broken RAG Jobs Early
Quick Summary set -o pipefail is a one-line Bash setting that makes a pipeline fail if any command in it fails, not just the last one. For RAG scripts, it's the difference between catching a broken ingestion step early and discovering corrupted embeddings after you've already spent hours training.…Sep 1st 2026
FlashAttention-4 on H100: Benchmark Faster LLM Inference Properly
Run FA4 on an H100, watch it lose to older kernels, and it is tempting to file a bug. Do not. The kernel is not broken. You picked the wrong tool for that GPU, and that mistake ripples into every benchmark you write. Run Blackwell-specific instructions on Hopper silicon, and the co-design breaks…Aug 31st 2026
Clawdbot Daily Life Workflows: Turn Gmail Messages into Notion Tasks
Before you build anything, three accounts need to be talking to each other: Gmail, Notion, and Clawdbot. Most of it is basic config, with a couple of optional advanced paths if you want tighter control. Here's the tension you're setting up against. The daily experience runs smoothly once it's…Aug 31st 2026
Hugging Face TRL and PEFT: Choosing LoRA or QLoRA on One GPU
Watch: Fine-tuning LLMs with PEFT and LoRA by Sam Witteveen What actually separates LoRA from QLoRA? The split between LoRA and QLoRA is memory versus simplicity. Both freeze the base model and train tiny adapter matrices. QLoRA adds one thing on top: 4-bit quantization. That single change cuts…Aug 31st 2026
AWQ vs GPT: Which Inference Faster?
Watch: Which Quantization Method is Right for You? (GPTQ vs. GGUF vs. AWQ) by Maarten Grootendorst AWQ’s activation-aware approach reduces memory usage without sacrificing speed, making it ideal for on-device deployment. GPT quantization methods, while effective, often require GPU acceleration and…Aug 28th 2026
OpenAI Startup Credits in 2025: 7 Ways AI Founders Stretch GPT-4o Budget Before Fine-Tuning
Burning through OpenAI startup credits on a prototype is stressful enough. A breach speeds up the damage and can revoke your key. Shipping a demo with no auth layer can cost weeks of runway before you notice. These checks take an afternoon and prevent the worst outcomes. Every GPT-4o endpoint you…Aug 27th 2026
February 2026 AI Models: What Codex and Gemini 3.1 Pro Change
This cycle's new models come down to three names a lead dev must weigh: Gemini 3.1 Pro, GPT-5.3 Codex, and Claude Opus 4.6. Each wins a different slice of the work. None wins everywhere. That matters before you bet a production stack on any one of them. Short version from the benchmark data: Gemini…Aug 27th 2026
Remix IDE Tutorial: How to Use It for Ethereum Development with vibe coding
Watch: Vibe Coding with Remix IDE | Aniket | ETHMumbai 2026 by ETHMumbai Remix IDE is a browser-based workspace for writing, testing, and deploying Ethereum smart contracts, with zero setup to start. Open remix.ethereum.org, write Solidity, compile, and deploy to a test network in minutes. That…Aug 27th 2026
What a Terminal Still Does in 2025: CLI Workflows Behind Cursor, Claude Code, and AI Agents
A terminal is the text-based window where you type commands and your computer runs them directly. No menus, no buttons. It's the oldest interface in computing, and in 2025 it's the surface where AI coding agents do their real work. If you've ever wondered what is a terminal and why serious…Aug 26th 2026
What a Bun Monorepo Changes for RAG Apps: Shared SDKs, n8n Flows, and Typed AI Pipelines
A Bun monorepo groups your codebase's separate modules under one fast package manager, which smooths out how you build retrieval-augmented generation systems. This guide is about when Bun's native workspaces give you an edge for AI work, and when you actually need a heavier build orchestrator. We…Aug 26th 2026
DeepSeek Jailbreak Lessons: Safer Prompts for LLM Agents
Ship your first LLM agent, and a hard truth appears quickly: advanced reasoning models are often more vulnerable to safety bypasses than standard autoregressive models. A reasoning engine actively plans and rationalizes its answers. That process can justify restricted requests. Run your production…Aug 26th 2026
AI Applications for Developers: Common Examples
The shift toward regulated industries has changed what "matters" actually means for developers building AI-powered systems. Shipping production systems in healthcare, finance, or government comes with a constraint your peers don't have: every decision the model makes must be explainable to an…Aug 24th 2026
courses
AI Accelerator
Land an AI engineering role in as little as 90 days, without going back to school, grinding through YouTube tutorials, or needing any prior AI experience. We build your personalized roadmap, help you build a production-grade portfolio, apply for jobs on your behalf, and prep you for interviews, all the way through to a signed offer. If you don't land a role within 6 months of us starting to apply on your behalf, you get 100% of your tuition back.Jul 11th 2025
AI bootcamp 2
This advanced AI Bootcamp teaches you to design, debug, and optimize full-stack AI systems that adapt over time. You will master byte-level models, advanced decoding, and RAG architectures that integrate text, images, tables, and structured data. You will learn multi-vector indexing, late interaction, and reinforcement learning techniques like DPO, PPO, and verifier-guided feedback. Through 50+ hands-on labs using Hugging Face, DSPy, LangChain, and OpenPipe, you will graduate able to architect, deploy, and evolve enterprise-grade AI pipelines with precision and scalability.Aug 12th 2025
books
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