Testing ASR for Video Subtitles
A small Korean-language comparison showed why transcript coverage, timestamps, and manual review matter as much as model output.
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Designing a Private Media Processing Workflow
A video-subtitle pipeline that uses Cloudflare for coordination and a local machine for private, CPU-heavy media work.
A Multi-Signal Design for Follow-Cam Tracking
A follow-cam design that combines face recognition with person tracking, appearance, pose, segmentation review, and hybrid framing.
Tracking One Performer Through a Wide Performance Video
I adapted public ideas from an AI-assisted broadcast workflow into a cautious follow-cam experiment for my bias.
How Skills Are Changing the Way I Work with Agents
Reusable skills are helping me give agents clearer working context, spend less time repeating process, and keep the important decisions reviewable.
Moving Two Small Applications to Cloudflare
Field notes on using Workers, Static Assets, D1, R2, Cron Triggers, and Access to move two private applications beyond a local machine.
From NotionNext to Astro: Rebuilding a Personal Website Around Markdown
Why I moved this personal website from a Notion-backed Next.js system to a smaller Astro site with local Markdown content.
From Local RAG Bot to a Cloud-Native Chatbot
How I moved a personal RAG chatbot to Cloud Run with PostgreSQL, session-aware retrieval, and Vertex AI.
From Local Scripts to a Serverless Data Collection Pipeline
How I moved a local Python data collector to Google Cloud so a teammate could trigger it remotely through Telegram.
A Modular Video Translation Pipeline with Whisper
I separated transcription, translation, and subtitle rendering to make a personal video translation pipeline easier to debug.
From Terminal to Browser: Giving My Multi-Agent Chatbot a Face
I wrapped my multi-agent chatbot in Docker and FastAPI so I could use it through a simple browser interface.
Making My Personal AI Assistant Safer and More Reliable
I added safety checks, retrieval ranking, and response editing to make my personal assistant more reliable.
Building a Personal AI Assistant from My Notes
I built a personal assistant around my Obsidian notes to learn how retrieval, agents, and personal knowledge can work together.
A Half-Day Return to Machine Learning with Fraud Detection
A short fraud-detection project helped me revisit class imbalance, Random Forest, SMOTETomek, and precision-recall metrics.
Why I Switched My AI Newsroom from CrewAI to LangGraph
I moved my AI newsroom from CrewAI to LangGraph to gain clearer state, workflow control, and more consistent output.
Building a Weekly AI Digest with an Agentic Workflow
I built a small AI newsroom with CrewAI to collect, filter, and summarize the AI news I actually want to read.
Using Apps Script and Gemini to Triage Gmail
I used Google Apps Script and Gemini to classify incoming Gmail messages and make a crowded inbox easier to scan.
What LLM Agent Frameworks Actually Add
A practical introduction to agent workflows, using a CrewAI newsroom example to explain roles, loops, and trade-offs.