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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.

SSH Tunnels Hardening Guide, NSA AI Tool Access Loss, Open Source AI Policy

SSH Tunnels Hardening Guide, NSA AI Tool Access Loss, Open Source AI Policy

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3 min read

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RAG vs Agents, DSPy Reliability, and Google OpenRL for LLM Fine-tuning

RAG vs Agents, DSPy Reliability, and Google OpenRL for LLM Fine-tuning

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3 min read
DuckDB Delta Lake Integration, SQLite Concurrency, and pg_clickhouse for Postgres 19

DuckDB Delta Lake Integration, SQLite Concurrency, and pg_clickhouse for Postgres 19

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3 min read
Linux 7.2 MGLRU Boosts Throughput, AMDGPU Adds Gamma Curves; NVIDIA Dominates TOP500

Linux 7.2 MGLRU Boosts Throughput, AMDGPU Adds Gamma Curves; NVIDIA Dominates TOP500

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3 min read
Google OpenRL for LLM Fine-tuning, RubyLLM Multi-AI API, OpenAI's Jalapeño Chip Revealed

Google OpenRL for LLM Fine-tuning, RubyLLM Multi-AI API, OpenAI's Jalapeño Chip Revealed

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3 min read
DSPy Reliability, RAG/Agentic AI Patterns, & Parallel Agent Orchestration

DSPy Reliability, RAG/Agentic AI Patterns, & Parallel Agent Orchestration

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3 min read
Vulnerability Management Evolution, Bot Defenses, and AI Privacy Risks

Vulnerability Management Evolution, Bot Defenses, and AI Privacy Risks

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3 min read
AI Agent Orchestration: AWS Blocks, LLM Drift Detection, and Production AI Assistants

AI Agent Orchestration: AWS Blocks, LLM Drift Detection, and Production AI Assistants

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DuckDB DuckLake Spec, SQLite Busy Recovery, & PostgreSQL Backup Innovations

DuckDB DuckLake Spec, SQLite Busy Recovery, & PostgreSQL Backup Innovations

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GPU Hardware, Drivers, and Cooling Innovations for HPC & AI

GPU Hardware, Drivers, and Cooling Innovations for HPC & AI

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AWS Blocks for AI Agents, Claude API Error Rate, & Unlimited OCR Tool

AWS Blocks for AI Agents, Claude API Error Rate, & Unlimited OCR Tool

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Local AI Triage, Nous Hermes Agents, & Transformers.js Storage for Browser Models

Local AI Triage, Nous Hermes Agents, & Transformers.js Storage for Browser Models

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Securing AI: Codex Operational Bugs, Claude Output Integrity, Copilot Context

Securing AI: Codex Operational Bugs, Claude Output Integrity, Copilot Context

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Moebius AI Inpainting, Model Poisoning Defenses, & GLM vs Opus Benchmarks

Moebius AI Inpainting, Model Poisoning Defenses, & GLM vs Opus Benchmarks

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DuckDB 1.5.2, PostgreSQL Internal Stats, and SQLite Virtual Table xUpdate Deep Dive

DuckDB 1.5.2, PostgreSQL Internal Stats, and SQLite Virtual Table xUpdate Deep Dive

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GPU Drivers & CUDA: Valve's Ray-Tracing Inspector, ROCm WSL, and NVIDIA AI Software Boost

GPU Drivers & CUDA: Valve's Ray-Tracing Inspector, ROCm WSL, and NVIDIA AI Software Boost

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3 min read
Claude Code 'Extended Thinking', OpenAI Codex Bug, & GLM 5.2 vs. Opus Benchmarks

Claude Code 'Extended Thinking', OpenAI Codex Bug, & GLM 5.2 vs. Opus Benchmarks

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4 min read
Hugging Face Unveils New Multimodal Models & AI Agent Coding Template

Hugging Face Unveils New Multimodal Models & AI Agent Coding Template

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3 min read
iOS Privacy Auditing, Web CORS Hardening, and LLM Artwork Poisoning Defenses

iOS Privacy Auditing, Web CORS Hardening, and LLM Artwork Poisoning Defenses

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3 min read
AI Agent Orchestration: Mastra Framework, Bifrost Edge MCP & Real-time Copilots

AI Agent Orchestration: Mastra Framework, Bifrost Edge MCP & Real-time Copilots

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DuckDB Client-Server Protocol, v1.5.3 Release, and pg_timetable Migration

DuckDB Client-Server Protocol, v1.5.3 Release, and pg_timetable Migration

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3 min read
Linux 7.2 Preps for NVIDIA Blackwell-Next; Mesa 26.2 Boosts Vulkan Present Timing

Linux 7.2 Preps for NVIDIA Blackwell-Next; Mesa 26.2 Boosts Vulkan Present Timing

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3 min read
Claude Benchmarks, Identity Verification, and AI Training Data Transparency

Claude Benchmarks, Identity Verification, and AI Training Data Transparency

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Open-Source LLM Agents & Local AI Copilots: DeerFlow, Stock Analysis, Desktop Inference

Open-Source LLM Agents & Local AI Copilots: DeerFlow, Stock Analysis, Desktop Inference

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AI Agent Authentication & Covert Data Channels: Securing the New Attack Surface

AI Agent Authentication & Covert Data Channels: Securing the New Attack Surface

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On-Device GenAI with Apple Core AI, Securing LLM Agents, & Mobile RPA

On-Device GenAI with Apple Core AI, Securing LLM Agents, & Mobile RPA

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4 min read
DuckDB Embraces Lakehouse Vector Search; SQLite Deep Dives into xUpdate & VFS Builds

DuckDB Embraces Lakehouse Vector Search; SQLite Deep Dives into xUpdate & VFS Builds

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Linux 7.2 Gets AMD ACP Driver; NVIDIA Debuts XR AI Framework & GeForce NOW Sync

Linux 7.2 Gets AMD ACP Driver; NVIDIA Debuts XR AI Framework & GeForce NOW Sync

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4 min read
Claude Fable 5 Data Sharing on Bedrock, Apple Core AI, & CircleCI for AI Workflows

Claude Fable 5 Data Sharing on Bedrock, Apple Core AI, & CircleCI for AI Workflows

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Open-source AI Tools: Voicebox, OpenMontage, & Codebase-memory-mcp for Local LLM Dev

Open-source AI Tools: Voicebox, OpenMontage, & Codebase-memory-mcp for Local LLM Dev

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Zero-Touch OAuth Hardening, GitHub Availability, & Chip-Level OS Security Insights

Zero-Touch OAuth Hardening, GitHub Availability, & Chip-Level OS Security Insights

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AI Agent Orchestration: Proxmox Automation, OpenAI Data Agents & Azure Serverless Runtime

AI Agent Orchestration: Proxmox Automation, OpenAI Data Agents & Azure Serverless Runtime

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SQLite VFS Integration, pgsql_tweaks Release, and Production AI with pgvector

SQLite VFS Integration, pgsql_tweaks Release, and Production AI with pgvector

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NVK Vulkan Driver Gains DLSS, AMD Barco MXRT Linux Support, & Apple M3 SoCs Boot Linux 7.2

NVK Vulkan Driver Gains DLSS, AMD Barco MXRT Linux Support, & Apple M3 SoCs Boot Linux 7.2

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Zero-Touch OAuth for MCP, Azure Serverless AI Agents, GitLab 19.0 AI DevSecOps

Zero-Touch OAuth for MCP, Azure Serverless AI Agents, GitLab 19.0 AI DevSecOps

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LLM Token Compression with Headroom, Open Model Benchmarking, & Self-Hosted AI

LLM Token Compression with Headroom, Open Model Benchmarking, & Self-Hosted AI

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Supply Chain Malware, CLI Auth Hardening, & GitHub App Security

Supply Chain Malware, CLI Auth Hardening, & GitHub App Security

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Hermes Agent Desktop App & Handoff Contracts for Production AI

Hermes Agent Desktop App & Handoff Contracts for Production AI

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DuckDB 1.4.5 LTS, pgEdge ColdFront Beta, and SQLite's FCNTL_PDB Internals

DuckDB 1.4.5 LTS, pgEdge ColdFront Beta, and SQLite's FCNTL_PDB Internals

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AMD GPU Linux Drivers Fixed, Instinct Hardware Leaked & Godot 4.7 HDR

AMD GPU Linux Drivers Fixed, Instinct Hardware Leaked & Godot 4.7 HDR

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DeepSeek Vision Expands Multimodal AI; Adobe Creative Cloud & Firefly AI Tools Updated

DeepSeek Vision Expands Multimodal AI; Adobe Creative Cloud & Firefly AI Tools Updated

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GLM-5 Release, SDXL Benchmarks, & Advanced Fine-Tuning Beyond LoRA

GLM-5 Release, SDXL Benchmarks, & Advanced Fine-Tuning Beyond LoRA

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FIFA Hack Authentication Flaw, Chrome Ad Blocker End, AI Supply Chain Security

FIFA Hack Authentication Flaw, Chrome Ad Blocker End, AI Supply Chain Security

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LLM Fallback in Production, Agentic eCommerce, and GitHub Copilot for Parallel Agents

LLM Fallback in Production, Agentic eCommerce, and GitHub Copilot for Parallel Agents

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DuckDB 1.5.4, pg_ducklake 1.0, & Postgres Internals Deep Dive

DuckDB 1.5.4, pg_ducklake 1.0, & Postgres Internals Deep Dive

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Linux GPU Drivers & Performance: AMD HDMI 2.1, Intel Panther Lake, & Open-Source AI Server

Linux GPU Drivers & Performance: AMD HDMI 2.1, Intel Panther Lake, & Open-Source AI Server

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GitHub Copilot App, GLM-5.2 Benchmark, & AI Agent Identity Patterns

GitHub Copilot App, GLM-5.2 Benchmark, & AI Agent Identity Patterns

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4 min read
GLM-5.2 for Long Contexts, TimesFM & Open-Source Coding Agents

GLM-5.2 for Long Contexts, TimesFM & Open-Source Coding Agents

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Memory Safety CVEs: Rust vs C/C++; LinkedIn Backdoor; Apple's Hide My Email

Memory Safety CVEs: Rust vs C/C++; LinkedIn Backdoor; Apple's Hide My Email

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AI Agent Orchestration: Email Agent Pitfalls, Coding Agent Tooling, & Web Automation

AI Agent Orchestration: Email Agent Pitfalls, Coding Agent Tooling, & Web Automation

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SQLite WAL Debug, pgstream v1.1.0, & Postgres Scaling Retrospective

SQLite WAL Debug, pgstream v1.1.0, & Postgres Scaling Retrospective

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Blackwell MLPerf Dominance, Intel Nova Lake Compute Runtime, & Weston 16 Vulkan HDR

Blackwell MLPerf Dominance, Intel Nova Lake Compute Runtime, & Weston 16 Vulkan HDR

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Cloud AI & Dev Updates: Agent APIs, MCP Infra Patterns, and Local Model Strategies

Cloud AI & Dev Updates: Agent APIs, MCP Infra Patterns, and Local Model Strategies

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VoxCPM2 TTS, AI Cost Optimization, and HF Hub CLI for Open Models

VoxCPM2 TTS, AI Cost Optimization, and HF Hub CLI for Open Models

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4 min read
PyPI Supply Chain, OWASP LLM Top 10, & eBPF Cloud-Native Security

PyPI Supply Chain, OWASP LLM Top 10, & eBPF Cloud-Native Security

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Claude LLM Execution Harnesses, RAG Rerank, & Browser-based Edge AI

Claude LLM Execution Harnesses, RAG Rerank, & Browser-based Edge AI

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PostgreSQL HA Risks, Replication Internals, & Rapid Branching

PostgreSQL HA Risks, Replication Internals, & Rapid Branching

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Linux Kernel 7.2 Boosts Performance with Rust Zerocopy & AI Optimizations

Linux Kernel 7.2 Boosts Performance with Rust Zerocopy & AI Optimizations

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Claude Execution Harnesses, Spring AI 2.0, & Claude-Apple Model Integration

Claude Execution Harnesses, Spring AI 2.0, & Claude-Apple Model Integration

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Local Inference Powers Browser Sign Language, Open-Source Agent Infra, & AI Engineering Guides

Local Inference Powers Browser Sign Language, Open-Source Agent Infra, & AI Engineering Guides

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