Bibhash's Dev Blog

May 21, 2026 8 min read

SnapGrade: A Classical CV Photo Intelligence Pipeline That Runs at 3.3 img/s on 8 GB RAM

computer-vision local-first python

Why classical CV — not a VLM — is the right tool for photo culling. Six metrics, a 40-line decision layer, and 3.3 img/s on 8 GB of RAM.

AI

May 21, 2026 8 min read

SnapGrade: Cull Your Entire Photo Library Without Touching Lightroom AI

photography photo-culling local-first

A free local web app that does smart photo culling — blurry shots, closed eyes, burst picks — without uploading a single file to the cloud.

Developer Tools

March 28, 2026 11 min read

Repolect: Reasoning-based code intelligence

code-intelligence llm mcp

Stop searching for code. Start repolecting about it 😉. Repolect indexes your codebase into a hierarchical semantic tree and knowledge graph, then navigates it with LLM reasoning...

AI

February 21, 2026 10 min read

How I Hosted Docling-Serve on Hugging Face Spaces — A Free Document AI API for Everyone

docling huggingface docker

Learn how to host IBM's Docling-Serve on Hugging Face Spaces for free. A complete walkthrough of Docker configuration, rate limiting, and API usage for document AI.

AI

February 19, 2026 5 min read

Beyond Vanilla RAG: A Complete Guide to State-of-the-Art Retrieval-Augmented Generation

rag retrieval-augmented-generation llm

A comprehensive playbook for upgrading from vanilla RAG to state-of-the-art document QA -- covering contextual embeddings, hybrid retrieval, reranking, GraphRAG, and self-correc...

AI