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Albert Lee Written by Albert Lee, CEO of DeepEdge AI
The DeepEdge Blog

Thinking out loud on
edge AI, models & products.

Technical deep dives, practical AI workflows, and thoughts on where on-device intelligence is headed. Published on Medium, shared on LinkedIn.

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Deepseek Janus Pro
Edge AI Models Feb 2, 2025
Deepseek Janus Pro: The Game-Changing Multi-Modal Model You Can Run Almost Anywhere
Janus Pro is a new multi-modal marvel from DeepSeek — a unified setup that handles both understanding and generation. This deep dive covers what makes it special, how to run it, and why it matters for edge deployment.
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GraphRAG
Models Nov 30, 2024
Coding Deep Dive into Microsoft GraphRAG: Journey to the West e-book
Retrieval-Augmented Generation has proven excellent for enabling LLMs to infer from private data. Here's a hands-on coding walkthrough using a classic Chinese text as the knowledge base.
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AI Coding Platforms
AI Tools Nov 24, 2024
Comparing AI Coding Platforms: Cursor, V0, Bolt.new, and Windsurf
A practical comparison of the leading AI coding environments for building key visual generation systems — evaluating speed, output quality, and developer experience across four platforms.
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AI in Marketing
AI × Marketing Nov 12, 2024
Embracing AI in Marketing: A Self-Evaluation Framework for 2025
A practical framework for brand marketing teams to assess their AI readiness and identify where AI can drive the most impact — from content creation to campaign optimization.
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OpenAI Swarm
Models Nov 4, 2024
Decoding OpenAI's Swarm Multi-Agent Framework Using an Ad Agency as Example
Using an advertising agency team structure as the mental model, this post decodes how OpenAI's Swarm framework enables multi-agent coordination — practical and surprisingly intuitive.
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Agency workflow with Phidata
AI Tools Jan 1, 2025
Simulate Agency Workflow from Strategy to Creative Using Phidata
A multi-agent system that simulates a full creative agency workflow — from brief to strategy to concept visuals — built with Phidata and multimodal LLMs.
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Craw4AI
AI Tools Dec 8, 2024
Webscraping in the AI Era: Craw4AI Framework Coding Examination
An in-depth look at Craw4AI — a modern web scraping framework designed for AI workflows. Covers installation, architecture, and practical use cases for data collection at scale.
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Vision Models
Models Nov 9, 2024
Exploring Vision Models for Chinese Social Platform Data Extraction with Microsoft Omniparse
Vision-based foundation models are on track to become mainstream by 2025. This post explores their application to Chinese social platform data extraction using Microsoft's Omniparse framework.
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Coming Up

Topics on the horizon.

⚡

Model Quantization on ARM

How we get LLM-class reasoning into a 1W power budget

🧠

On-Device Memory Architecture

The design decisions behind persistent relationship memory without forced cloud sync

🔒

Privacy-First AI Design

Why structural privacy is different from privacy as a setting

🛠️

Edge AI Stack in Practice

Hardware co-design, software abstraction, and the lessons from building Looomyn

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