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Updates

21 notes on what changed and when.

November 2026

1 note
  1. Release

    Personal Portfolio →

    MPGA v2: the portfolio rebuilt from scratch

    Rebuilt the whole site around a camera viewfinder theme: a kinetic name with an inference lens, a work rail grouped by domain, generated case studies, a pipeline map of the Figmenta internship and a résumé X-ray. Content now comes from validated JSON that GitHub Actions keep current, and animations pause when they leave the screen.

October 2026

2 notes
  1. Milestone

    Graph RAG AI Assistant →

    Graph RAG v2 adds assistant-specific memory and tool recovery

    Developed an assistant memory backbone for conversation history, events, deadlines and tool results. Reworked query-driven graph retrieval and added persistent sessions, dated facts, validated tools, approvals and recovery. Connected the core to library, CLI and authenticated HTTP interfaces, with source-backed summaries and coordinated deletion.

  2. Milestone

    MedTech — Clinical Feature Research →

    Added four notebooks and a results archive

    Added four notebooks: TNM stage and pain predicted together, T and N stage predicted separately, classical and ordinal models, and repeated cross-validation with PCA. Kept 112 confusion matrices and a workbook linking each result to its run. Pain predictions are better with the scored answers or all features. N stage edges past simple baselines and T stage does not. Phase 2 lists the missing runs.

September 2026

1 note
  1. Started

    Portfolio automation →

    Portfolio automation shipped end to end

    The skill, five-tool plugin, shared schema and GitHub workflows are installed and working. A smoke dispatch applied and idempotently replayed, the macOS path fix took end-to-end tests to green, and the site now groups projects by category with a generated currently-working-on carousel.

June 2026

3 notes
  1. Progress

    Graph RAG AI Assistant →

    Local AI Agent System, Full Documentation & Portfolio Update

    Successfully documented and published the complete architecture of the Graph-Augmented Multi-Agent Orchestrator. The entire system runs 100% locally via LM Studio. Built a fully custom Graph RAG from scratch: SQLite, recursive CTE lineage traversal, cross-session linking, and token-budget-aware context assembly.

  2. Progress

    Graph RAG AI Assistant →

    Multi agent system, Metrics & Demo

    Final metrics published: average inference latency 320ms, token usage optimized to 1.2K per simple query, tool calling success rate 94%. Video demo and GitHub code release pending.

  3. Progress

    Graph RAG AI Assistant →

    Multi agent system

    Completed with the project along with final tests for latency, token usage, inference times and other metrics. Will post the metrics and related data and findings in github and a video demo in the future.

May 2026

6 notes
  1. Progress

    Graph RAG AI Assistant →

    Multi-agent system handles simple prompts

    Architecture behaviour for simple prompts is correct with no fetching of unwanted context but an error has occurred where the model is replying with its ability to answer a simple prompt but not the answer itself.

  2. Progress

    Graph RAG AI Assistant →

    Multi-agent system with chat, plan and refuse modes

    After a lot of work, I got more robust tool calling and three modes of operation: chat, plan and refuse. Chat will only have conversational capabilities while plan will be agentic system with tool calling and refuse mode as safety fall back. This lets me have conversation and direct memory retrieval and answering capabilities without having to trigger worker model.

  3. Progress

    Graph RAG AI Assistant →

    Local AI agent

    Successfully implemented the news agent with tool calling and WhatsApp interface for chat.

  4. Started

    Personal Portfolio →

    Portfolio Refactoring, MPGA (Make Portfolio Great Again)

    Implemented horizontally scrollable live-project timelines and refactored the experience section. Big updates to about section and also added recent internship experience.

  5. Progress

    Graph RAG AI Assistant →

    Local Agent System Architecture

    Changing and improving orchestrator logic with better structured output support to reduce incompatibility errors. Also planned to implement Vectorless RAG inspired Graph/Reasoning based vector memory storage for faster and efficient context retrieval.

  6. Started

    Graph RAG AI Assistant →

    Security-oriented OpenClaw-style build with WhatsApp prompts and responses.

    Security-oriented OpenClaw-style build with WhatsApp prompts and responses. The original scope and idea is to have a news agent, an email summarizer agent and a calendar agent. Implementing the Google API and related architecture.

March 2026

2 notes
  1. Started

    MiPa — Mixed Patch Object Detection →

    Extra comparisons and analysis beyond the MiPa paper

    Experimented with additional comparisons and analysis for MiPa. The paper misses detailed reasoning of many choices and my experiments showed improved performance using variable learning rate with cosine decay and other adaptive lr techniques. Also better performance using different sampling distributions compared to just using uniform like in the paper.

  2. Started

    MedTech — Clinical Feature Research →

    Early-stage implementation of multiple ML models done.

    Early-stage implementation of multiple ML models done. It is observed that signal is inherently leading to poor correlation between prakriti and patient's cancer stage. Further study with temporal data could prove to have an effect.

February 2026

3 notes
  1. Started

    Histopathologic Cancer Detection →

    Two-model CNN pipeline for histopathology cancer detection

    Histopathology cancer detection pipeline with confidence-aware evaluation and a two-model CNN setup.

  2. Started

    Route Optimisation (Google Maps Clone) →

    Emergency routing to the nearest hospital

    Emergency routing project aimed at finding the nearest hospital and computing the fastest route.

  3. Started

    Spotify Widget for macOS →

    Spotify now-playing widget for macOS

    Two-file Python widget for Spotify login, token refresh, and now-playing tracking. I made it because the built-in macOS widget was not to my liking.

January 2026

1 note
  1. Started

    3D Motion Tracking System →

    Edge AI motion tracking for resource-constrained hardware

    Edge-AI gesture and motion tracking pipeline built for resource-constrained hardware.

November 2025

1 note
  1. Started

    Manhwa Agent Bot →

    Manhwa tracker with containerized scraping

    Automation-heavy manga/manhwa tracker with containerized scraping and persistent state handling. It tracks all my manhwas and gives me one app with direct links to them across multiple sources. It improved my quality of life.

July 2025

1 note
  1. Started

    Gesture-Based Mouse Control →

    Gesture-controlled mouse interface

    Accessibility-focused gesture mouse interface with JSON calibration and low-latency recognition. The camera detects hand gestures and decides for navigation controls such as selecting, closing, opening, and drag and drop. Can be improved with potential use cases in VR products.