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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.

AMD RCE Ignored, GitHub Boosts Secret Scanning with LLMs, AUR Supply Chain Attack

AMD RCE Ignored, GitHub Boosts Secret Scanning with LLMs, AUR Supply Chain Attack

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3 min read

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AI Agent Security, Open-Source Code Generation, and Frontier Models on Bedrock

AI Agent Security, Open-Source Code Generation, and Frontier Models on Bedrock

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4 min read
SQLite Ecosystem: RTree/JSON Bugs, ON CONFLICT DO SELECT & PG Query Planning

SQLite Ecosystem: RTree/JSON Bugs, ON CONFLICT DO SELECT & PG Query Planning

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3 min read
AMD GFX1156 Driver Prep, Intel OIDN 2.5 GPU Gains, NVIDIA RTX Accelerates DiffusionGemma

AMD GFX1156 Driver Prep, Intel OIDN 2.5 GPU Gains, NVIDIA RTX Accelerates DiffusionGemma

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4 min read
GPT-5.5, Codex GA on Bedrock; MiMo Code Open-Source; Claude Fable Guardrail Apology

GPT-5.5, Codex GA on Bedrock; MiMo Code Open-Source; Claude Fable Guardrail Apology

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3 min read
PyTorch MLP Fusion, NVIDIA Agent Skill Security, & AI Tool Prompts Collection

PyTorch MLP Fusion, NVIDIA Agent Skill Security, & AI Tool Prompts Collection

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3 min read
reCaptcha's New Phone Verification, macOS Container Tool v1.0.0, and AI Model Trust Issues

reCaptcha's New Phone Verification, macOS Container Tool v1.0.0, and AI Model Trust Issues

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3 min read
AI Systems at Scale: Context Engineering, Automation Stacks, & ERP Integration

AI Systems at Scale: Context Engineering, Automation Stacks, & ERP Integration

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4 min read
SQLite `ON CONFLICT DO SELECT` Proposal, PostgreSQL 19 Features & SQLite Critical Bug

SQLite `ON CONFLICT DO SELECT` Proposal, PostgreSQL 19 Features & SQLite Critical Bug

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3 min read
CUDA for AMD Lemonade, Intel Arc Pro Linux Gains, XPU Manager 2.0

CUDA for AMD Lemonade, Intel Arc Pro Linux Gains, XPU Manager 2.0

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3 min read
Claude Fable 5, Azure APIM Unified AI, & Claude Desktop VM Resource Use

Claude Fable 5, Azure APIM Unified AI, & Claude Desktop VM Resource Use

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4 min read
Cohere's North Mini Code, LLM Token Optimization & OpenMed Healthcare AI Highlight Local AI Advancements

Cohere's North Mini Code, LLM Token Optimization & OpenMed Healthcare AI Highlight Local AI Advancements

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3 min read
INT8 Q/DQ Calibration on Blackwell: 1.8 the TRT 10 + FP16 Baseline

INT8 Q/DQ Calibration on Blackwell: 1.8 the TRT 10 + FP16 Baseline

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7 min read
AI Supply Chain Attack, Agent Security Risks, & Identity Hardening

AI Supply Chain Attack, Agent Security Risks, & Identity Hardening

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3 min read
Microsoft Foundry Powers Production Agents, Base Adds Payment Skills, and In-House Agent Runtime Essentials

Microsoft Foundry Powers Production Agents, Base Adds Payment Skills, and In-House Agent Runtime Essentials

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3 min read
DuckDB Delta Lake Writes, Cross-DB Query Planning, and Pterocos SQLite/DuckDB Editor

DuckDB Delta Lake Writes, Cross-DB Query Planning, and Pterocos SQLite/DuckDB Editor

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3 min read
Vortex 3.0 RISC-V GPGPU, Pragtical SDL GPU Backend, NVIDIA RTX Spark Launch

Vortex 3.0 RISC-V GPGPU, Pragtical SDL GPU Backend, NVIDIA RTX Spark Launch

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4 min read
Anthropic's Claude Fable 5, Microsoft Foundry, & Mythos Hands-On

Anthropic's Claude Fable 5, Microsoft Foundry, & Mythos Hands-On

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3 min read
Benchmarking ASR & Essential Open-Source CV Tools for Local AI

Benchmarking ASR & Essential Open-Source CV Tools for Local AI

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3 min read
Data Integrity, Cypherpunk Foundations, & AI Agent Security

Data Integrity, Cypherpunk Foundations, & AI Agent Security

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3 min read
Benchmarking AI Agents, Gemma 4 On-Device Workflows & AI System Security

Benchmarking AI Agents, Gemma 4 On-Device Workflows & AI System Security

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3 min read
DuckLake Spec, pg_background 2.0, and pgsql_tweaks 1.0.3 Enhance Database Ecosystem

DuckLake Spec, pg_background 2.0, and pgsql_tweaks 1.0.3 Enhance Database Ecosystem

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4 min read
Linux 7.1 Boosts Intel Arc, Flatpak Integrates ROCm, Vintage AMD Driver Refined

Linux 7.1 Boosts Intel Arc, Flatpak Integrates ROCm, Vintage AMD Driver Refined

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3 min read
Gemini 3.5, Gemma 4 12B & Apple AI Architecture Updates for Cloud Developers

Gemini 3.5, Gemma 4 12B & Apple AI Architecture Updates for Cloud Developers

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3 min read
Local LLM Benchmarking & Agent Tools for Self-Hosted AI

Local LLM Benchmarking & Agent Tools for Self-Hosted AI

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4 min read
IOCCC Obfuscation, Hardware RE, and Guix/Nix Supply Chain Techniques

IOCCC Obfuscation, Hardware RE, and Guix/Nix Supply Chain Techniques

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3 min read
LLM-powered Learning, Handwritten Digit Recognition, and AI Career Guidance

LLM-powered Learning, Handwritten Digit Recognition, and AI Career Guidance

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3 min read
DuckDB 1.5.2 & DuckLake v1.0 Debut, Plus Embedded SQLite in Scripting Engines

DuckDB 1.5.2 & DuckLake v1.0 Debut, Plus Embedded SQLite in Scripting Engines

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3 min read
Linux Kernel & Mesa Boost GPU Gaming, Vulkan Video Decoding in Firefox

Linux Kernel & Mesa Boost GPU Gaming, Vulkan Video Decoding in Firefox

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4 min read
Claude Desktop Request, LLM Learning Tool, and KV Cache Compression Boost

Claude Desktop Request, LLM Learning Tool, and KV Cache Compression Boost

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3 min read
New `llama.cpp` Updates, AI Agents for Any LLM, and Quantized Vector Index for Local Inference

New `llama.cpp` Updates, AI Agents for Any LLM, and Quantized Vector Index for Local Inference

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3 min read
Concise Security & Vulnerability Highlights: OS Primitives, Database Keys, and Nation-State Threats

Concise Security & Vulnerability Highlights: OS Primitives, Database Keys, and Nation-State Threats

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3 min read
RAG, Multi-Agent Orchestration & AI Trust Models for Production Workflows

RAG, Multi-Agent Orchestration & AI Trust Models for Production Workflows

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4 min read
DuckDB 1.5.3 & Quack Protocol Release; PostgreSQL File Descriptor Tuning

DuckDB 1.5.3 & Quack Protocol Release; PostgreSQL File Descriptor Tuning

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3 min read
New AMD Anti-Lag for RADV, Ape Vulkan Driver in Zig, and Linux DRM Security Fixes

New AMD Anti-Lag for RADV, Ape Vulkan Driver in Zig, and Linux DRM Security Fixes

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3 min read
Gemma 4 Local Inference with LiteRT-LM, LinkedIn's AI Agent Patterns, Securing AI Stack

Gemma 4 Local Inference with LiteRT-LM, LinkedIn's AI Agent Patterns, Securing AI Stack

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4 min read
Local Models Orchestration, Personal AI Infrastructure & Multimodal Safety

Local Models Orchestration, Personal AI Infrastructure & Multimodal Safety

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3 min read
AI Code Security: Claude's rsync Bugs; Europe's GNSS Interference & GPS Anomalies

AI Code Security: Claude's rsync Bugs; Europe's GNSS Interference & GPS Anomalies

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3 min read
Dropbox Nova for AI Coding Agents, OpenAI's Codex Sandbox, & Puppeteer MCP Server

Dropbox Nova for AI Coding Agents, OpenAI's Codex Sandbox, & Puppeteer MCP Server

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3 min read
DuckDB Integrates Lance Lakehouse; SQLite CVE Fix; Postgres 19 Beta on K8s

DuckDB Integrates Lance Lakehouse; SQLite CVE Fix; Postgres 19 Beta on K8s

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3 min read
Rust for CUDA Kernels, NVIDIA Nova, and AMDGPU Driver Updates in Linux 7.2

Rust for CUDA Kernels, NVIDIA Nova, and AMDGPU Driver Updates in Linux 7.2

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3 min read
Claude Code Quality, OpenAI Sandbox, & Dropbox AI Agent Platform

Claude Code Quality, OpenAI Sandbox, & Dropbox AI Agent Platform

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3 min read
OpenClaw Windows Node, MemPalace & NVIDIA Cosmos Boost Local AI & Open Models

OpenClaw Windows Node, MemPalace & NVIDIA Cosmos Boost Local AI & Open Models

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3 min read
LLM Hacking, Secure Code Review, and AI Model Weight Integrity Explored

LLM Hacking, Secure Code Review, and AI Model Weight Integrity Explored

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3 min read
LLM Cost Attribution with OTel, Next.js for AI Agents, LLM Security Testing

LLM Cost Attribution with OTel, Next.js for AI Agents, LLM Security Testing

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3 min read
SQLite Optimizer Deep Dive, Change-Set Internals & Azure PostgreSQL Architecture

SQLite Optimizer Deep Dive, Change-Set Internals & Azure PostgreSQL Architecture

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3 min read
AMD GPU Benchmarks, HDMI 2.1 FRL Driver, and Multi-Device AI with GAIA on Linux

AMD GPU Benchmarks, HDMI 2.1 FRL Driver, and Multi-Device AI with GAIA on Linux

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4 min read
Next.js 16.2 Boosts AI Agent Tooling; Microsoft Expands AI Services; LLM App Hacking Explored

Next.js 16.2 Boosts AI Agent Tooling; Microsoft Expands AI Services; LLM App Hacking Explored

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5 min read
NousResearch Agent, Open-Source Notebook LM, & Local Multimodal OCR for Consumer GPUs

NousResearch Agent, Open-Source Notebook LM, & Local Multimodal OCR for Consumer GPUs

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3 min read
Katana BadUSB Exploit, VSCode GitHub Token Stealing, and mimalloc Hardening

Katana BadUSB Exploit, VSCode GitHub Token Stealing, and mimalloc Hardening

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3 min read
Gemma 4 12B Multimodal, AI Copilot Selection, & AI-Optimized Documentation Strategies

Gemma 4 12B Multimodal, AI Copilot Selection, & AI-Optimized Documentation Strategies

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3 min read
PostgreSQL Ecosystem: New Extensions, Graph Queries, & Performance Insights

PostgreSQL Ecosystem: New Extensions, Graph Queries, & Performance Insights

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3 min read
GPU Driver & Compiler Updates: RADV 100% Pixel Throughput, KRAID for Mali, Ubuntu ROCm SRU

GPU Driver & Compiler Updates: RADV 100% Pixel Throughput, KRAID for Mali, Ubuntu ROCm SRU

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4 min read
Gemma 4 12B, Microsoft MAI-Thinking-1 Models, & Uber AI Pricing Signals

Gemma 4 12B, Microsoft MAI-Thinking-1 Models, & Uber AI Pricing Signals

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3 min read
AirLLM Shrinks 70B LLMs to 4GB VRAM; DPO & Supermemory Boost Open Models

AirLLM Shrinks 70B LLMs to 4GB VRAM; DPO & Supermemory Boost Open Models

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3 min read
Memory Safety, Unsafe Rust Hardening, and Age Verification Security Risks

Memory Safety, Unsafe Rust Hardening, and Age Verification Security Risks

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4 min read
Hybrid RAG, No-Code AI Agent Memory, & Google Workspace CLI for Agents

Hybrid RAG, No-Code AI Agent Memory, & Google Workspace CLI for Agents

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3 min read
SQLite Security, pg_stat_statements, and PostgreSQL CPU Cost Tuning

SQLite Security, pg_stat_statements, and PostgreSQL CPU Cost Tuning

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3 min read
NVIDIA's NVK Vulkan Driver Boosts Mesh Shaders; Wayland Dominates Linux Desktops; Jetson Updates for Physical AI

NVIDIA's NVK Vulkan Driver Boosts Mesh Shaders; Wayland Dominates Linux Desktops; Jetson Updates for Physical AI

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3 min read
Google Workspace CLI, MAI-Code-1-Flash, & Hybrid RAG Retrieval Updates

Google Workspace CLI, MAI-Code-1-Flash, & Hybrid RAG Retrieval Updates

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3 min read
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