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 11

[06] Portfolio Defense Dashboard — One Screen to Rule Your Morning

#python #finance #fire #streamlit

6 min read

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soy

May 10

Ollama Out-of-Bounds Read, Docker UFW Bypass, & EagleSpy RAT Analysis

#security #cybersecurity #vulnerability

4 min read

soy

May 10

Local LLMs on Mobile, Enterprise Code Gen Workflows, & Production AI Cost Management

#ai #rag #automation

3 min read

soy

May 10

SQLite Concurrency Corruption, DuckDB Delta Writes, and DuckLake Data Inlining

#database #sql #sqlite

3 min read

soy

May 10

DeepSeek-V4-Flash Benchmarks, FlashRT CUDA Runtime, & V100 LLM Performance

#gpu #nvidia #hardware

3 min read

soy

May 10

Claude Code Usage Limits, Qwen 3.6 Benchmarks vs. Opus, & Mythos METR Impact

#ai #machinelearning #cloud

3 min read

soy

May 10

DeepSeek V4, `llama.cpp` Q4_K_M, & Ollama Ryzen APU Guide Boost Local LLM

#ai #llm #selfhosted

3 min read

soy

May 9

AI-Driven Kernel LPE Discovery, ChromaDB Memory Poisoning & JDownloader Supply Chain Attack

#security #cybersecurity #vulnerability

3 min read

soy

May 9

Scaling Workflows with Dagster & Mastering LLM Code Generation Prompts

#ai #rag #automation

3 min read

soy

May 9

SQLite `generate_series` Precision Bug, PostgreSQL Pagination Tuning, & Large Table Replication

#database #sql #sqlite

3 min read

soy

May 9

CUDA-Oxide 0.1, RTX 5070 Launch, & BeeLlama.cpp Boost 3090 Inference

#gpu #nvidia #hardware

3 min read

soy

May 9

Claude Code HTML Prompts & GPT-5.5 API Cost Changes Highlight Developer Focus

#ai #machinelearning #cloud

3 min read

soy

May 9

BeeLlama.cpp enhances llama.cpp, Qwen 35B hits 128K context, iOS local LLMs with Ollama

#ai #llm #selfhosted

3 min read

soy

May 8

Linux 'Dirty Frag' Zero-Day, Cilium CI/CD Hardening, and AI-Powered RE with pyghidra-mcp

#security #cybersecurity #vulnerability

3 min read

soy

May 8

Optimizing Python AI Inference, Orchestrating Workflows, & Personalized Podcasts with Claude

#ai #rag #automation

3 min read

soy

May 8

PostgreSQL AI Memory, Perf Tuning; Data Pipeline Orchestration Comparison

#database #sql #sqlite

3 min read

soy

May 8

CUDA-Oxide 0.1 Lands; RTX 5090 Launches with 32GB & Hits 600 Tok/s

#gpu #nvidia #hardware

3 min read

soy

May 8

Claude API Integrations, AMD Local AI Tools & Production Inference Optimization

#ai #machinelearning #cloud

4 min read

soy

May 8

Local AI Updates: llama.cpp MTP, vLLM Gemma 4 Speeds, Ollama Coder Benchmarks

#ai #llm #selfhosted

3 min read

soy

May 7

Bitlocker Bypass, AI Trust Exploits, and FreeBSD RCE Disclosures

#security #cybersecurity #vulnerability

4 min read

soy

May 7

Local LLM-Python Code Integration, Data Agent Gaps, & Multi-AI Creative Workflows

#ai #rag #automation

3 min read

soy

May 7

SQLite Internals & Audit Patterns; New Open-Source PostgreSQL UI

#database #sql #sqlite

4 min read

soy

May 7

AMD MI350P, CUDA WarpReduction, & Adrenalin 26.5.1 Driver Updates

#gpu #nvidia #hardware

3 min read

soy

May 7

Claude API Rate Limits Boost, AI Pinball Dev Workflow, Meta's ProgramBench for Code Gen

#ai #machinelearning #cloud

3 min read

soy

May 7

llama.cpp supports Sparse MoE, new Qwen3.6 GGUF, & WebWorld for local agents

#ai #llm #selfhosted

3 min read

soy

May 6

Maybe SQLite Is Still Better Than DuckDB for My Workloads

#database #sqlite #duckdb #sql

8 min read

soy

May 5

New CVEs in Ollama & DAEMON Tools; Webhooks Lack Signature Checks

#security #cybersecurity #vulnerability

4 min read

soy

May 5

Gen AI Tech Stack Demand, Copilot Workflow, & Claude-Powered Automation

#ai #rag #automation

3 min read

soy

May 5

SQLite CLI Prompts, PostgreSQL Load Balancing with pgkeeper, PgBouncer Tuning

#database #sql #sqlite

3 min read

soy

May 5

RTX 5080 Sighted, ROCm 7.2.3 Released, & AMD RDNA4 Linux Drivers Emerge

#gpu #nvidia #hardware

3 min read

soy

May 5

Claude Code Integration, Token Burn Analysis & Qwen2-VL Fine-tuning Insights

#ai #machinelearning #cloud

3 min read

soy

May 5

Gemma 4 MTP, vibevoice.cpp for Multimodal AI, & Ollama Desktop Layer for Local Deployment

#ai #llm #selfhosted

3 min read

soy

May 4

Linux 'Copy Fail' Exploit, Acoustic Keystroke Recovery, & New Lateral Movement

#security #cybersecurity #vulnerability

3 min read

soy

May 4

Async Embedding Batching, Dev Workflow AI Plugin, & LLM-Powered Game Development

#ai #rag #automation

3 min read

soy

May 4

SQLite Internals & PostgreSQL Multi-Master Replication Updates

#database #sql #sqlite

3 min read

soy

May 4

AMD Ryzen AI Max+ PRO 495 Leak, RTX 5080 Tease, & Interactive CUDA Lessons

#gpu #nvidia #hardware

3 min read

soy

May 4

Claude Code Plugin for Multi-Session Dev, Qwen2.5 QLoRA, & Real-Time Claude-Built Game

#ai #machinelearning #cloud

3 min read

soy

May 4

llama.cpp MTP Beta, Gemma GGUF Fixes, & Sentinel Local-First AI Coding App

#ai #llm #selfhosted

3 min read

soy

May 2

[05] When to Pull the Trigger on FIRE — Monte Carlo Says You're Already Free

#python #finance #fire #datascience

5 min read

soy

May 2

[04] The 90/10 Portfolio — Dividend Core + Growth Satellite with a Live Simulator

#python #finance #fire #javascript

3 min read

soy

May 2

[03] Designing a Personal Commitment Line — Two Loans, One Defense System

#python #finance #optimization #fire

5 min read

soy

May 2

[02] Stress Testing Your Life — What Happens at -30%, -50%, -60%?

#python #finance #simulation #fire

5 min read

soy

May 2

CopyFail Linux Root, cPanel Auth Bypass, & Numeric Data Exfil Techniques

#security #cybersecurity #vulnerability

3 min read

soy

May 2

Code RAG for AI Agents, Practical Vector DB Building, and PyTorch Lightning Security Alert

#ai #rag #automation

4 min read

soy

May 2

RTX 3090 vLLM Local LLM Speeds, NVIDIA NIM Inconsistencies, AMD Mesa Driver Plan

#gpu #nvidia #hardware

3 min read

soy

May 2

Cloud AI Developer Deep Dive: Claude Code Utilities & Gemini 3 Gaming

#ai #machinelearning #cloud

3 min read

soy

May 2

Qwen3.6-27B Local Inference on RTX 3090 with Native vLLM & Ollama Fallback

#ai #llm #selfhosted

3 min read

soy

May 1

CopyFail Linux Root, AI Jailbreak & Emerging AI Security Platforms

#security #cybersecurity #vulnerability

3 min read

soy

May 1

Local LLMs with PandasAI, Claude for Code Security & Jupyter Integration

#ai #rag #automation

3 min read

soy

May 1

DuckDB 1.5.1, MacBook Benchmarks, & Browser-based Postgres Workspace

#database #sql #sqlite

3 min read

soy

May 1

PFlash VRAM Optimization, NVIDIA 5090 NVFP4 Benchmarks, AMD HDMI 2.1 Linux Drivers

#gpu #nvidia #hardware

4 min read

soy

May 1

Claude Security Beta, Opus 4.7 Regression, & LLM Cost-Saving Router for Devs

#ai #machinelearning #cloud

3 min read

soy

May 1

PFlash Boosts llama.cpp Prefill; Ollama Sees Major Speed Gains; Llama 3.2 on Android

#ai #llm #selfhosted

3 min read

soy

Apr 30

Linux Root Exploit (CVE-2026-31431), SAP npm Supply Chain Attack, & Homelab Secrets with Infisical

#security #cybersecurity #vulnerability

2 min read

soy

Apr 30

AI Agent Orchestration & Applied LLMs: Code Search, Workflow Optimization, Document Processing

#ai #rag #automation

3 min read

soy

Apr 30

SQLite Formal Verification, Postgres FTS with ParadeDB, & Multi-DB Schema Diff

#database #sql #sqlite

3 min read

soy

Apr 30

GPU Hardware, VRAM Optimization & Next-Gen Driver Updates

#gpu #nvidia #hardware

3 min read

soy

Apr 30

Claude Connectors Expand, New Open-Source Claude Code MCP, and Real-time AI Pricing Trackers

#ai #machinelearning #cloud

3 min read

soy

Apr 30

Qwen 3.5 SAEs & 3.6 Q6_K Multimodal, DeepSeek's Visual Primitives Framework

#ai #llm #selfhosted

3 min read

soy

Apr 29

CVE-2026-41940, Supply Chain Defense & Linux Root Exploit

#security #cybersecurity #vulnerability

3 min read

1 Week Community Wellness Streak

Writing Debut

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