Local Ai
25 articles about local ai.
Open Source LLM Releases in 2026: What Has Shipped and What to Expect
A practical guide to every major open source LLM release in 2026 so far, from Llama 4 to Qwen 3, with benchmarks, licensing, and what they mean for local AI agents.
Agentic AI Only Works If It Runs Locally
Cloud-hosted AI agents face censorship filters, limited system access, and higher latency. Local agents avoid all three - here is why that matters for real
Another CLI? What Makes It Different from Ollama's Built-In
Why a dedicated AI agent CLI differs from ollama's built-in commands - tool calling, desktop integration, and persistent memory make the difference.
Apple Foundation Models in SwiftUI - The Hybrid Local and Cloud Approach
Playing with Apple Foundation Models in SwiftUI reveals the power of on-device models combined with cloud fallback. Hybrid local/cloud is the right
Codex-Like Functionality with Local Ollama - Qwen 3 32B Is the Sweet Spot
Running Qwen 3 32B locally on M-series Macs for Codex-like coding agent capabilities. Why 32B is the sweet spot for Apple Silicon.
GPU Selection for Local AI Agent Workloads
Concrete benchmark data comparing Apple Silicon M4, NVIDIA RTX 5090, and AMD for local LLM inference. What tokens-per-second numbers actually mean for agent responsiveness.
Solving the Hallucination vs Documentation Gap for Local AI Agents
How CLI introspection and skills that tell agents to check docs first can reduce hallucinations in local AI agents.
A Generally Adopted Benchmark for Local AI Inference Speed
llama-bench provides tokens-per-second metrics for local inference. Having a standard benchmark makes hardware and model comparisons meaningful instead of
Built a Local AI Coding Agent with Qwen 3.5 9B
How to build a local AI coding agent using Qwen 3.5 9B for desktop automation, and why tool calling format matters more than model size.
macOS Dictation with Local Whisper - Sub-Second Latency on Apple Silicon
How local Whisper models on M-series chips deliver sub-second voice input latency for AI agents, eliminating cloud roundtrips and enabling real-time
Building a macOS Tray App with Ollama as Your Knowledge Base
How to build a macOS menu bar app that uses Ollama for a personal AI knowledge base - global shortcut UX, local model inference, and keeping everything on
Built an Open Source LLM Agent for Personal Finance
Using structured outputs from local LLMs to categorize financial transactions, track spending, and generate reports without sending data to the cloud.
DSM and Provable Memory for AI Agents - Why Relevance Beats Proof
Why provable memory systems like DSM are less useful than locally relevant AI profiles - agents need contextual memory, not cryptographically verified memories.
What to Do with Your Idle Custom PC - Convert It to an AI Agent Server
Repurpose your gaming PC as an AI agent homelab with Proxmox. Run local models, host always-on agents, and put that idle GPU to work.
First Speculative Decoding Across GPU and Neural Engine on Apple Silicon
Running two models on the same Apple Silicon chip - a 1B draft model on the Neural Engine and a larger model on GPU for faster local inference.
Tiny AI Models for Game NPCs - What Works Under 1B Parameters
Using small language models (500M-1.1B parameters) for game NPC dialogue in survival games. Benchmark data, what tiny models handle well, where they break, and why this matters for desktop agents.
Your AI Agent Needs Persistent Memory That Grows with You
Chat history is not memory. Real AI agent memory means a local knowledge graph that learns your contacts, habits, and preferences over time - not just what
Dedicated AI Hardware vs Your Existing Mac - Why a Separate Device Is Premature
Your Mac already has everything needed to run a full AI agent locally. Dedicated AI hardware adds cost and complexity without solving real problems.
Local AI Agents Work Without Cloud Restrictions
Cloud-based agents inherit platform content policies. Local agents running on your Mac use local models or direct API access - no intermediary filtering
385ms Tool Selection Running Fully Local - No Pixel Parsing Needed
Local agents using macOS accessibility APIs skip the screenshot-parse-click cycle. Structured app data means instant element targeting and sub-second tool
Once You Go Local with AI Agents, There's No Going Back
After using a truly local AI agent - with instant response, full privacy, and persistent memory - cloud-based tools feel like using a remote desktop.
Local AI Knowledge Bases Should Go Beyond Bookmarks
Bookmarks are one data source. A comprehensive local knowledge base indexes your contacts, email patterns, file usage, app habits, and workflow traces into
Local Voice Synthesis for Desktop Agents - Why Latency Matters More Than Quality
System TTS is robotic. Cloud TTS has 2+ second latency. For conversational AI agents on Mac, local synthesis on Apple Silicon hits the sweet spot - under 2
Self-Hosting an AI Agent on macOS - What You Need to Know
Self-hosted agents run on your Mac with no cloud dependency. Native Swift, local processing, your data stays on your machine. The trade-off is you manage
Running whisper.cpp on Apple Silicon for Local Voice Recognition
The best setup for local voice recognition on Mac: whisper.cpp with large-v3-turbo on Apple Silicon. Here is the model choice, pipeline architecture, and