#edge deployment AI
2786 related articles
·3 min
Running the 1.56TB Kimi K3 Model on 8GB RAM with Pure C
A developer built a pure C99 inference engine that runs the 1.56TB Kimi K3 model on 8GB RAM using MoE sparsity and NVMe on-demand loading—no GPU, 176KB binary.
Read more →
·3 min
Building a Local AI Agent Architecture: From Scattered Scripts to Your Personal Jarvis
A practical guide to consolidating scattered automation scripts into a local AI Agent hub. Covers Function Calling, Ollama+Qwen2.5 deployment, tool orchestration architecture, and a complete implementation roadmap.
Read more →
·2 min
OpenAI Open-Sources Codex Security CLI: An AI-Powered Code Security Scanning Tool
OpenAI quietly open-sources Codex Security CLI, supporting repo security scanning, vulnerability tracking, fix verification, and CI/CD integration — extending AI from code generation into security.
Read more →
·2 min
ComfyUI Subgraphs Update Goes Wrong: Broken Image Upload and Sampler Preview Sparks Community Outrage
ComfyUI's Subgraphs update breaks image upload and sampler preview, paralyzing user workflows. Analysis of the community backlash and lessons for open-source AI tools.
Read more →
·4 min
Guide to Securely Exposing Self-Hosted Services: From Tailscale to Defense in Depth
Complete guide to securely exposing self-hosted services: Tailscale zero-exposure, reverse proxy setup, Cloudflare Tunnel, Authelia auth gateway, server hardening, and 3-2-1 backup strategy.
Read more →
·3 min
MI355X Running Kimi K3 Benchmark: The Logic Behind Outperforming B300 in Performance per Dollar
Deep analysis of AMD MI355X running Kimi K3 with superior cost-efficiency vs NVIDIA B300, and its implications for the AI inference hardware market.
Read more →
·3 min
Persistent State Machines: How INT4 Memory Cells Reshape LLM Attention Mechanisms
Exploring how persistent state machines with INT4-quantized memory cells reshape LLM attention, breaking KV Cache memory bottlenecks for long-context inference on edge devices and high-concurrency scenarios.
Read more →
·4 min
Walsh Multi-Agent Trading System: How Risk Management Veto Power Ensures AI Autonomous Decision-Making Safety
Deep dive into the Walsh multi-agent trading system architecture, exploring how its risk management agent with veto power establishes safety boundaries for AI autonomous decision-making.
Read more →
·3 min
Symbio: Technical Analysis and Challenges of the AI Self Fine-Tuning Loop
In-depth analysis of Symbio's AI self fine-tuning loop mechanism, exploring the technical logic of self fine-tuning loops, personalization value, and challenges like catastrophic forgetting and model drift.
Read more →
·3 min
PDFtrack: Minimalist Multi-Camera Tracking via Geometric Voting
PDFtrack is an open-source multi-camera tracking project using cylinder projection and geometric voting, achieving 96.6 3D MOTA on MMPTrack without cross-camera association or appearance features.
Read more →
·3 min
RearAware: A Local AI That Blurs Cat Butts Reveals the Dataset Dilemma
RearAware is a local AI Chrome extension that detects and blurs cat butts in video calls. This article analyzes its niche dataset challenges and explores solutions like augmentation, synthetic data, and transfer learning.
Read more →
·2 min
Is Being a Computer Vision Engineer Worth It? A Deep Dive into Salary and Career Paths
In-depth analysis comparing CV engineer vs. standard SDE salaries, career growth, and satisfaction. Explore the advantages and market limitations of specializing in computer vision.
Read more →
·2 min
MIT Research Finds: AI Financial Advice Quality Exceeds Expectations
MIT research shows AI financial advice is surprisingly reliable, excelling in basic financial planning. This article analyzes the findings, community skepticism, and practical boundaries for AI financial tools.
Read more →
·3 min
Dual RTX 3060 Running DeepSeek V4 Flash: IQ2_M Quantized Inference Benchmarked at 3.5 tok/s
Benchmarking DeepSeek V4 Flash on dual RTX 3060 GPUs with 96GB RAM at IQ2_M quantization achieving 3.5 tokens/sec. Covers hardware choices, 2-bit quantization techniques, and local LLM deployment optimization.
Read more →
·3 min
Self-Hosted Access Log Analysis: A Selection Guide for Loki vs ELK vs GoAccess
Compare Grafana Loki, ELK/OpenSearch, and GoAccess for self-hosted access log analysis. Get selection guidance based on resource usage, features, and integration.
Read more →
·3 min
Deep Dive into Gemini Robotics ER 2: Breakthroughs in Video Understanding and Multi-Robot Collaboration
Deep analysis of Google Gemini Robotics ER 2's three core breakthroughs: video understanding, tool orchestration, and multi-robot collaboration, exploring how embodied reasoning drives robots from passive execution to autonomous intelligence.
Read more →
·2 min
AI Model Evaluation Pitfalls: Why Focusing Only on Median Tasks Misleads Your Selection Decisions
When evaluating AI LLMs, focusing only on median task performance creates serious misjudgments. Learn why long-tail tasks are the key to model selection and how shifting to collaboration mode unlocks true AI value.
Read more →
·2 min
Google Releases Gemini 3.6 Flash and Two Other New Models: Comprehensive Expansion of the Flash Family
Google launches Gemini 3.6 Flash, 3.5 Flash-Lite, and 3.5 Flash Cyber, further expanding its lightweight AI product line. Analysis of positioning, differentiation strategy, and developer impact.
Read more →
·3 min
GPT-5.6 Dominates Math but Stumbles on Puzzle Games? Two API Settings Unlock 3x Performance
GPT-5.6 Sol conquers frontier math but struggles on ARC-AGI-3 puzzles. The fix? Not a smarter model, but two API settings that tripled scores and cut token costs 6x.
Read more →
·3 min
AI Risk Signals Are Here: Are We Hearing the Fire Alarm?
Examining AI's classic "fire alarm" metaphor alongside current risk signals: accelerating capabilities, rising agent autonomy, and lagging governance frameworks—and how humanity can break collective silence.
Read more →