Local Ai

12 articles about local ai.

llama.cpp Releases in April 2026: Tensor Parallelism, 1-Bit Quantization, and More

·10 min read

Every major llama.cpp release in April 2026, from b8607 to b8779. Covers tensor parallelism, Q1_0 quantization, Gemma 4 audio support, and AMD MI350X.

llama-cpplocal-aiapril-2026tensor-parallelismquantizationinference

Open Source Large Language Model Release April 2026: Every Model, Ranked

·12 min read

A complete guide to every open source large language model release in April 2026, with benchmarks, hardware needs, licensing, and which one to pick for your use case.

open-sourcelarge-language-modelreleaseapril-2026llama-4qwen-3gemma-3nlocal-ai

Open Source LLM Releases in April 2026: Every Model Worth Running

·12 min read

All the open source LLM releases in April 2026 ranked by real-world performance, from Llama 4 and Qwen 3 to smaller models you can run on a laptop.

open-sourcellmapril-2026llama-4qwen-3gemmalocal-ai

Solving the Hallucination vs Documentation Gap for Local AI Agents

·2 min read

How CLI introspection and skills that tell agents to check docs first can reduce hallucinations in local AI agents.

hallucinationdocumentationlocal-aiagent-skillsreliability

DSM and Provable Memory for AI Agents - Why Relevance Beats Proof

·2 min read

Why provable memory systems like DSM are less useful than locally relevant AI profiles - agents need contextual memory, not cryptographically verified memories.

ai-memorydsmprovable-memorylocal-aiagent-profile

What to Do with Your Idle Custom PC - Convert It to an AI Agent Server

·3 min read

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.

homelabproxmoxgaming-pcself-hostedlocal-aiselfhosted

First Speculative Decoding Across GPU and Neural Engine on Apple Silicon

·2 min read

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.

speculative-decodingapple-siliconneural-enginelocal-aiperformance

Tiny AI Models for Game NPCs - What Works Under 1B Parameters

·5 min read

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.

tiny-modelsgamingnpcslocal-aiexperiments

Dedicated AI Hardware vs Your Existing Mac - Why a Separate Device Is Premature

·2 min read

Your Mac already has everything needed to run a full AI agent locally. Dedicated AI hardware adds cost and complexity without solving real problems.

ai-hardwaremacapple-siliconlocal-aipragmatism

385ms Tool Selection Running Fully Local - No Pixel Parsing Needed

·2 min read

Local agents using macOS accessibility APIs skip the screenshot-parse-click cycle. Structured app data means instant element targeting and sub-second tool

speedlocal-aiaccessibility-apiapple-siliconperformance

Local Voice Synthesis for Desktop Agents - Why Latency Matters More Than Quality

·2 min read

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

voice-synthesisttslocal-aiapple-siliconlatency

Self-Hosting an AI Agent on macOS - What You Need to Know

·2 min read

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

self-hostingmacoslocal-aiprivacyopen-source

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