soy

Patent lawyer turned AI engineer. Processed 4M patents with local LLM on RTX 5090. Building PatentLLM — AI-powered patent search. Also ranked #1 on Floodgate (shogi AI). Writing about local LLM etc.

Japan Joined on Mar 8, 2026 q07025a@gmail.com https://media.patentllm.org/

soy

May 28

GHES Key Rotation, Bug Bounty Program Refocus, AI Agent Permission Fatigue

#security #cybersecurity #vulnerability

3 min read

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soy

May 28

RAG SOTA, Agent Harnessing, and Langfuse Observability for AI Frameworks

#ai #rag #automation

3 min read

soy

May 28

DuckDB Streaming Data Lakes, PostgreSQL 19 REPACK CONCURRENTLY, & AI Framework

#database #sql #sqlite

3 min read

soy

May 28

Intel Arc & Arm Mali: New GPUs, Drivers & Benchmarks for Linux

#gpu #nvidia #hardware

3 min read

soy

May 28

Claude Opus 4.8 Rolls Out, Cloudflare Integrates Managed Agents

#ai #machinelearning #cloud

4 min read

soy

May 28

Local LLM Highlights: SEQUOIA RAG, Reachy Mini Edge AI, MoneyPrinterTurbo Multimodal

#ai #llm #selfhosted

3 min read

soy

May 27

Supply Chain & AI Security: GlassWorm Takedown, Prompt Injection RCE, Ubuntu 24 Hardening

#security #cybersecurity #vulnerability

4 min read

soy

May 27

AI Agent Production Challenges: Failures, Starlette Vulnerability, Code Gen

#ai #rag #automation

3 min read

soy

May 27

SQLite Bugfix, PostgreSQL Migrations & Filesystem API Paradigm

#database #sql #sqlite

3 min read

soy

May 27

CUDA 13.3 Lands, AI Writes Blackwell Kernels, & FP4 VRAM Optimization for LLMs

#gpu #nvidia #hardware

3 min read

soy

May 27

Anthropic API Learnings, Claude Code Structural Blindspots & AI Agent Security Red Team

#ai #machinelearning #cloud

3 min read

soy

May 27

Ollama Quantization, Light-Agent CLI for Local LLMs, & Qwen 3.7 Max Multimodal

#ai #llm #selfhosted

3 min read

soy

May 26

Zero-Day Exploits, GitHub Actions Supply Chain Attacks, and OTP Auth Flaws

#security #cybersecurity #vulnerability

3 min read

soy

May 26

AI Agents, Jupyter Tooling, and LLM Code Gen Production Metrics

#ai #rag #automation

3 min read

soy

May 26

SQLite Internals, PostgreSQL Performance & Multi-Tenancy Patterns

#database #sql #sqlite

3 min read

soy

May 26

FlashAttention CUDA Kernel, Strix Halo MOE Boost, & NVIDIA DLSS 4.5 Driver Update

#gpu #nvidia #hardware

3 min read

soy

May 26

Claude Code Access & Optimization Strategies; New LLM Response Vault for Developers

#ai #machinelearning #cloud

3 min read

soy

May 26

Ollama v0.30.0, Qwen3.5 35B, & 1-bit Multimodal AI on WebGPU

#ai #llm #selfhosted

3 min read

soy

May 25

Nginx CVE-2026-9256, AI Prompt Injection Defenses, and Claude AI Data Leak Demo

#security #cybersecurity #vulnerability

4 min read

soy

May 25

Scaling RAG for 10M+ Docs, .md Agent Memory, & Claude Code for Motion Graphics

#ai #rag #automation

3 min read

soy

May 25

DuckDB Delta, PostgreSQL 17 Migration, & SQLite Optimization Deep Dives

#database #sql #sqlite

3 min read

soy

May 25

PatentLLM: CUDA TileLang/Triton B200 5x Speedup, RTX 5090 Power, PTX Grammar

#gpu #nvidia #hardware

3 min read

soy

May 25

Claude Code Deep Dive: Motion Graphics, Dev Tooling & Trending AI Repos

#ai #machinelearning #cloud

3 min read

soy

May 25

llama.cpp Checkpoint Fix, NuExtract3 VLM, & Qwen3.6 Local Inference Benchmarks

#ai #llm #selfhosted

3 min read

soy

May 24

AI Prompt Injection, Drupal SQLi Exploitation, and Nmap for Hardening

#security #cybersecurity #vulnerability

3 min read

soy

May 24

AI Agents & Python Workflows: Anthropic Skills, Jupyter Challenges, and Edge Deployment

#ai #rag #automation

3 min read

soy

May 24

SQLite Optimization, PostgreSQL Async Queries, & DuckLake Dataframe Spec

#database #sql #sqlite

3 min read

soy

May 24

RTX 5080 Undervolt Benchmarks, CGO-Free CUDA API Binding, & AMD GPU Compatibility Fix

#gpu #nvidia #hardware

3 min read

soy

May 24

Claude API Skills, Opus Token Benchmarks, & Multimodal LLM Document QA

#ai #machinelearning #cloud

3 min read

soy

May 24

llama.cpp Native Tools, Qwen GGUF Models, and Local Multimodal Audio Tools

#ai #llm #selfhosted

3 min read

soy

May 23

Megalodon GitHub Supply Chain, Anthropic's Mythos AI for Vulns, & NoEyes Security Map

#security #cybersecurity #vulnerability

2 min read

soy

May 23

Local LLM for Claude Code, AI Workflow Orchestration, and MLOps Deployment Patterns

#ai #rag #automation

3 min read

soy

May 23

DuckDB 1.5.2 Release, DuckLake v1.0 & PostgRESTxn for Atomic PG Transactions

#database #sql #sqlite

4 min read

soy

May 23

AMD GPU/AI Launches, Legacy Driver Update & CUDA Optimization Platform

#gpu #nvidia #hardware

3 min read

soy

May 23

Claude Code Deep Dive: Local LLM Integration & Developer Workflow

#ai #machinelearning #cloud

3 min read

soy

May 23

Gemma4 Apex GGUF, Ollama Context Optimization, & Llama3 Benchmarks

#ai #llm #selfhosted

3 min read

soy

May 22

AI Security CTF, GitHub CI/CD Supply Chain Attack, & Trend Micro Apex One Zero-Day

#security #cybersecurity #vulnerability

4 min read

soy

May 22

MCP Server LLM Orchestration, GSD-Redux Automation, & DE for AI Production

#ai #rag #automation

4 min read

soy

May 22

DuckDB 1.5.3 Adds Quack Client-Server, SQLite Gets Cypher Graph Extension

#database #sql #sqlite

3 min read

soy

May 22

RTX 5090 Cooling, BeeLlama VRAM Opts, Resizable BAR Performance Gains

#gpu #nvidia #hardware

4 min read

soy

May 22

NuExtract3 VLM, Claude MCP Workflows, Anthropic API Billing Shock

#ai #machinelearning #cloud

3 min read

soy

May 22

BeeLlama v0.2.0 boosts inference; ByteShape speeds Qwen on laptops; Llama 3.1 performance on older GPUs

#ai #llm #selfhosted

3 min read

soy

May 21

Microsoft Defender Zero-Days, GitHub Supply Chain Breaches, and Python Package Compromises

#security #cybersecurity #vulnerability

3 min read

soy

May 21

Applied AI: Orchestration Platforms, Airflow Integration, & Claude Code Workflows

#ai #rag #automation

3 min read

soy

May 21

DuckDB Lance Lakehouse Integration for Vector Search; SQLite Journaling; pgrls RLS Linter

#database #sql #sqlite

3 min read

soy

May 21

Go+CUDA Optimization, LLM VRAM Benchmarks & NVIDIA G-SYNC Firmware 1.1.6

#gpu #nvidia #hardware

3 min read

soy

May 21

Anthropic's Free Dev Courses, Claude Code 'Vibe Coding', & MCP Server Client for Cloud AI

#ai #machinelearning #cloud

4 min read

soy

May 21

Qwen 3.6 & llama.cpp Push Local Inference Limits on Consumer GPUs

#ai #llm #selfhosted

3 min read

soy

May 20

GitHub Breach via VSCode Extension, ZTE Router CVE-2026-34472, & Public Repo Secrets Leaks

#security #cybersecurity #vulnerability

3 min read

soy

May 20

Applied AI: From Agent Orchestration to Workflow Automation & Code Generation

#ai #rag #automation

3 min read

soy

May 20

SQLite Journaling on SMB, TypeGraph for SQL Graphs, Cross-Engine Migrations

#database #sql #sqlite

3 min read

soy

May 20

LLM Compilers, GGUF Quantization, & Radeon RX 9060 Benchmarks

#gpu #nvidia #hardware

3 min read

soy

May 20

Claude, OpenAI Models & AI Tooling: Strategic Shifts & Research Breakthroughs

#ai #machinelearning #cloud

3 min read

soy

May 20

LM Studio Adds MTP Speculative Decoding; Qwen 3.6 GGUF Quants, Ollama Insights

#ai #llm #selfhosted

3 min read

soy

May 19

NPM Supply Chain Compromise, cPanel Root RCE, AWS Pathfinding Labs

#security #cybersecurity #vulnerability

3 min read

soy

May 19

AI Agents Observability, Python Logging for OTel, & PySpark Code Linter

#ai #rag #automation

3 min read

soy

May 19

PostgreSQL: New Time-Series Extension & Replication Monitor; DuckDB in Production

#database #sql #sqlite

3 min read

soy

May 19

Intel Xe3P Leaks 160GB LPDDR5X; FlashAttention-2 in CuTe & Custom CUDA GPT-2 Engine

#gpu #nvidia #hardware

3 min read

soy

May 19

Gemini 3.5 Flash, Claude Design, & LLM Source Reliability Insights

#ai #machinelearning #cloud

3 min read

soy

May 19

Local LLMs: Bytedance Lance 3B Multimodal, llama.cpp MTP, Ollama Client

#ai #llm #selfhosted

3 min read

1 Week Community Wellness Streak

Writing Debut

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