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Jovan Chan

AI Hunter

Joined Joined on  github website
Mac Studio M4 Max vs Mac Mini M4 Pro for Local AI in 2026: Is the $600 Upgrade to 546 GB/s Worth It?

Mac Studio M4 Max vs Mac Mini M4 Pro for Local AI in 2026: Is the $600 Upgrade to 546 GB/s Worth It?

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6 min read
Kimi K2.6 for Local AI in 2026: What VRAM and System RAM You Need to Actually Run the 1T-Parameter MoE Coding Leader

Kimi K2.6 for Local AI in 2026: What VRAM and System RAM You Need to Actually Run the 1T-Parameter MoE Coding Leader

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6 min read
RTX 4080 Super 16GB for Local AI in 2026: 736 GB/s on the Used Market, and Why the Math Is Tighter Than You'd Think

RTX 4080 Super 16GB for Local AI in 2026: 736 GB/s on the Used Market, and Why the Math Is Tighter Than You'd Think

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6 min read
LibreChat Setup Guide 2026: Plugins, Agents, and Ollama

LibreChat Setup Guide 2026: Plugins, Agents, and Ollama

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5 min read
Kimi K2.6 Setup Guide: MIT-Licensed 1T Coding Model

Kimi K2.6 Setup Guide: MIT-Licensed 1T Coding Model

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5 min read
Open-Source Coding Agents 2026: Which One to Run

Open-Source Coding Agents 2026: Which One to Run

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5 min read
Cline + LM Studio 2026: complete setup guide, the 32k context trap, and which coding models actually hold up

Cline + LM Studio 2026: complete setup guide, the 32k context trap, and which coding models actually hold up

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5 min read
Claude Code agentic API rate limits in June 2026: what the new credit separation means for solo devs and teams, and how to optimize your usage cap

Claude Code agentic API rate limits in June 2026: what the new credit separation means for solo devs and teams, and how to optimize your usage cap

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5 min read
Aider + LM Studio 2026: setup guide, the output-token ceiling that truncates diffs, and which models actually hold up

Aider + LM Studio 2026: setup guide, the output-token ceiling that truncates diffs, and which models actually hold up

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5 min read
Qwen 3.7-Max for Local AI in 2026: What VRAM You'll Need When the Open Weights Drop

Qwen 3.7-Max for Local AI in 2026: What VRAM You'll Need When the Open Weights Drop

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6 min read
Qwen 3.6 35B-A3B for Local AI in 2026: The 24GB VRAM Line That Gets You 120 tok/s

Qwen 3.6 35B-A3B for Local AI in 2026: The 24GB VRAM Line That Gets You 120 tok/s

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6 min read
NVIDIA Rubin CPX for Local AI Inference in 2026: What the New Context-Optimized Blackwell GPU Means for Home Labs vs Consumer Cards

NVIDIA Rubin CPX for Local AI Inference in 2026: What the New Context-Optimized Blackwell GPU Means for Home Labs vs Consumer Cards

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5 min read
Open Interpreter vs Aider vs Claude Code Local 2026

Open Interpreter vs Aider vs Claude Code Local 2026

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5 min read
Ollama Security 2026: Lock Down Your Exposed LLM Server

Ollama Security 2026: Lock Down Your Exposed LLM Server

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5 min read
Ollama + Open WebUI + pgvector: Sovereign RAG Stack 2026

Ollama + Open WebUI + pgvector: Sovereign RAG Stack 2026

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5 min read
Cursor Teams June 2026 pricing: Standard $32/seat vs Premium $96/seat — what 5 the usage limit actually buys

Cursor Teams June 2026 pricing: Standard $32/seat vs Premium $96/seat — what 5 the usage limit actually buys

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5 min read
Cursor + Ollama and LM Studio in 2026: use local models for Chat and Cmd+K — and keep tab completion honest

Cursor + Ollama and LM Studio in 2026: use local models for Chat and Cmd+K — and keep tab completion honest

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5 min read
Continue.dev + Ollama 2026: local AI coding setup for VS Code and JetBrains with no API key

Continue.dev + Ollama 2026: local AI coding setup for VS Code and JetBrains with no API key

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5 min read
Nemotron-Cascade 2 for Local AI in 2026: 187 tok/s on RTX 3090 and What 30B Total / 3B Active Really Means for Your GPU

Nemotron-Cascade 2 for Local AI in 2026: 187 tok/s on RTX 3090 and What 30B Total / 3B Active Really Means for Your GPU

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6 min read
ComfyUI NVFP4 in 2026: 3 Faster Image Generation on RTX 50-Series (and the Right Format for RTX 40-Series)

ComfyUI NVFP4 in 2026: 3 Faster Image Generation on RTX 50-Series (and the Right Format for RTX 40-Series)

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6 min read
DDR5 and SSD Prices Doubled in 2026: How AI's HBM Shortage Is Wrecking Home Lab Build Budgets (and What to Buy Now)

DDR5 and SSD Prices Doubled in 2026: How AI's HBM Shortage Is Wrecking Home Lab Build Budgets (and What to Buy Now)

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6 min read
Open WebUI Pipelines Guide 2026: Web Search, Rate Limiting, and Custom Logic for Your Local LLM

Open WebUI Pipelines Guide 2026: Web Search, Rate Limiting, and Custom Logic for Your Local LLM

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5 min read
Open-Source LLM License Guide 2026: MIT, Apache, GPL, Llama

Open-Source LLM License Guide 2026: MIT, Apache, GPL, Llama

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5 min read
Tabby Team Server Setup 2026: Self-Host Code Completion

Tabby Team Server Setup 2026: Self-Host Code Completion

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5 min read
Continue.dev + LM Studio 2026: setup guide, the context-window dial you must set before loading, and which GGUF models pass the FIM test

Continue.dev + LM Studio 2026: setup guide, the context-window dial you must set before loading, and which GGUF models pass the FIM test

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5 min read
Windsurf Is Now Devin Desktop: What the June 2 Rebrand, Agent Command Center Default Surface, and Open ACP Protocol Mean for Your AI Coding Stack

Windsurf Is Now Devin Desktop: What the June 2 Rebrand, Agent Command Center Default Surface, and Open ACP Protocol Mean for Your AI Coding Stack

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5 min read
Kimi K2.6 in Cursor and Cline in 2026: free-tier setup via OpenRouter, the temperature fix, and when to drop GPT-5.5

Kimi K2.6 in Cursor and Cline in 2026: free-tier setup via OpenRouter, the temperature fix, and when to drop GPT-5.5

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6 min read
The Highest-Leverage File in an AI-Assisted Repo Is Your CLAUDE.md (or AGENTS.md)

The Highest-Leverage File in an AI-Assisted Repo Is Your CLAUDE.md (or AGENTS.md)

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2 min read
GPT-OSS 20B for local AI in 2026: 225 tok/s on RTX 4090, the 128k context trap, and which GPU you actually need

GPT-OSS 20B for local AI in 2026: 225 tok/s on RTX 4090, the 128k context trap, and which GPU you actually need

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6 min read
GLM-5.1 Review 2026: MIT 744B MoE That Tops SWE-Bench Pro

GLM-5.1 Review 2026: MIT 744B MoE That Tops SWE-Bench Pro

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5 min read
Devstral Small 2 Review 2026: 68% SWE-bench on RTX 4090

Devstral Small 2 Review 2026: 68% SWE-bench on RTX 4090

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5 min read
CodeGraph Setup Guide 2026: Cut Claude Code Tool Calls by 58%

CodeGraph Setup Guide 2026: Cut Claude Code Tool Calls by 58%

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5 min read
OpenHands 1.7.0 + Ollama in 2026: complete local setup, the Docker networking trap, and which models actually complete agentic tasks

OpenHands 1.7.0 + Ollama in 2026: complete local setup, the Docker networking trap, and which models actually complete agentic tasks

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5 min read
Gemini 3.5 Flash as your Cursor and Cline backend in 2026: $1.50/M tokens, 76.2% on Terminal-Bench, and how it stacks up against Claude Sonnet

Gemini 3.5 Flash as your Cursor and Cline backend in 2026: $1.50/M tokens, 76.2% on Terminal-Bench, and how it stacks up against Claude Sonnet

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6 min read
Cursor tab completion not working in 2026: 8 fixes ranked by how often they actually work

Cursor tab completion not working in 2026: 8 fixes ranked by how often they actually work

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5 min read
Framework Desktop AMD 395+ (rdna 3.5) cannot run confyui err Fix 2026

Framework Desktop AMD 395+ (rdna 3.5) cannot run confyui err Fix 2026

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2 min read
RuntimeError: shape [1, 68, 120, 16, 2, 2] is invalid for Fix 2026

RuntimeError: shape [1, 68, 120, 16, 2, 2] is invalid for Fix 2026

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1 min read
orch.AcceleratorError: Chyba CUDA: Fix 2026

orch.AcceleratorError: Chyba CUDA: Fix 2026

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2 min read
Self-Hosted AI for Dev Teams 2026: No Subscriptions

Self-Hosted AI for Dev Teams 2026: No Subscriptions

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5 min read
pgvector vs Chroma vs Qdrant for Local RAG 2026

pgvector vs Chroma vs Qdrant for Local RAG 2026

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5 min read
vLLM Production Setup 2026: Nginx, Auth, Multiple Models

vLLM Production Setup 2026: Nginx, Auth, Multiple Models

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4 min read
DeepSeek V4-Flash as your Cursor and Cline backend in 2026: $0.14/M tokens, MIT license, and when it actually beats Claude Sonnet

DeepSeek V4-Flash as your Cursor and Cline backend in 2026: $0.14/M tokens, MIT license, and when it actually beats Claude Sonnet

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5 min read
Zed parallel agents vs Cursor agent mode in June 2026: should you switch your $20/month to the faster native editor?

Zed parallel agents vs Cursor agent mode in June 2026: should you switch your $20/month to the faster native editor?

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5 min read
Agentic Coding Starter Kit Review 2026: Is $9 Worth It for Claude Code and Cursor Users?

Agentic Coding Starter Kit Review 2026: Is $9 Worth It for Claude Code and Cursor Users?

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5 min read
Regression: large GGUF models work on Ollama 0.24 but fail o Fix 2026

Regression: large GGUF models work on Ollama 0.24 but fail o Fix 2026

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1 min read
ollama launch codex-app sets wire_api=responses for local Fix 2026

ollama launch codex-app sets wire_api=responses for local Fix 2026

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1 min read
macOS 0.30.6: /api/embed with qwen3-embedding:0.6b crashes l Fix 2026

macOS 0.30.6: /api/embed with qwen3-embedding:0.6b crashes l Fix 2026

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1 min read
Bug: `ollama create --experimental` writes 0/blank metadata Fix 2026

Bug: `ollama create --experimental` writes 0/blank metadata Fix 2026

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1 min read
500 Internal Server Error: llama-server process has terminat Fix 2026

500 Internal Server Error: llama-server process has terminat Fix 2026

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2 min read
Request for help: qwen2.5vl:32b fails to load CLIP model aft Fix 2026

Request for help: qwen2.5vl:32b fails to load CLIP model aft Fix 2026

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1 min read
[BUG] Aider ignores model setting when generating commit mes Fix 2026

[BUG] Aider ignores model setting when generating commit mes Fix 2026

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2 min read
Too many open-source tools, never findable: a curated index for AI video, downloading, scraping & automation

Too many open-source tools, never findable: a curated index for AI video, downloading, scraping & automation

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2 min read
RuntimeError: Given normalized_shape=[2560], expected input Fix 2026

RuntimeError: Given normalized_shape=[2560], expected input Fix 2026

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1 min read
hostbuf_file_reader_read failed Fix 2026

hostbuf_file_reader_read failed Fix 2026

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1 min read
Assets IMPORT not visible BUG Fix 2026

Assets IMPORT not visible BUG Fix 2026

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1 min read
Uncaught FileNotFoundError in <frozen posixpath> line 412 Fix 2026

Uncaught FileNotFoundError in <frozen posixpath> line 412 Fix 2026

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2 min read
Uncaught AttributeError in __init__.py line 1729 Fix 2026

Uncaught AttributeError in __init__.py line 1729 Fix 2026

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1 min read
Safety Report: AI Guardrails Do Not Work — 56-Day Proof (06K Fix 2026

Safety Report: AI Guardrails Do Not Work — 56-Day Proof (06K Fix 2026

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1 min read
Stop Paying Per Image: Run Image Generation Locally on a GPU You Already Own

Stop Paying Per Image: Run Image Generation Locally on a GPU You Already Own

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2 min read
[Bug]: 500 Internal Server Error in v0.30.4 due to non-ASCII Fix 2026

[Bug]: 500 Internal Server Error in v0.30.4 due to non-ASCII Fix 2026

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2 min read
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