Popular AI | Independent local AI & hardware analysis | Substack

The terrible rise of “human slop”

As AI democratizes art, music, and writing, threatened creatives are turning insecurity into moral panic and littering our feeds with low effort anti-AI…

Jul 26 • Ben Geudens

AI wildfire drones are being tested to suppress fires alone

AI wildfire drones can detect, verify, and attack small fires autonomously. XPRIZE’s Alaska trials show the progress and the limits.

12 hrs ago • Popular AI

How much SSD storage do you need for local AI? NVMe vs SATA vs HDD explained

Choose the right local AI storage capacity with practical 1TB to 8TB guidance, plus when NVMe, SATA SSD or HDD makes sense.

Aug 18 • Popular AI

OLLAMA_NUM_PARALLEL not working on Mac MLX? Here is why

OLLAMA_NUM_PARALLEL may appear broken on Mac MLX models even when the setting is correct. Learn how to confirm serialization and fix the serving path.

Aug 17 • Popular AI

Taiwan’s AI-assisted cyberattack shows why self-hosted agents need harder security boundaries

Learn what Taiwan’s cyberattack means for self-hosted AI agent security, from isolated runtimes and dedicated accounts to restricted network access

Aug 16 • Popular AI

Latest Articles

Minisforum N5 Max review: should AI and NAS share one box?

Minisforum N5 Max review: is one 64GB Strix Halo box smart for local AI and NAS duties, or safer as two machines? Here is the tradeoff.

Aug 15 • Popular AI

Gemini 3.7 Flash vs 3.6: should coding teams switch?

Compare Gemini 3.7 Flash vs 3.6 on coding scores, token use, pricing, privacy and agent workflows before changing your production routing.

Aug 14 • Popular AI

Meta Muse Glimmer: what one GPU really means for local AI

Meta Muse Glimmer runs locally on one GPU, but 24GB VRAM is the real starting point. See how it compares with Qwen3.6 and Muse Spark 1.2.

Aug 13 • Popular AI

An AI agent hacked a gym booking system. The real failure was permissions

An OpenClaw agent found a gym booking flaw and removed another member. See why AI agent permissions matter more than prompt-level guardrails.

Aug 12 • Popular AI

Popular AI | Independent local AI & hardware analysis

Subscribe for fixes, walkthroughs, and AI briefings.

AI news and analysis

AI wildfire drones are being tested to suppress fires alone

AI wildfire drones can detect, verify, and attack small fires autonomously. XPRIZE’s Alaska trials show the progress and the limits.

12 hrs ago • Popular AI

Taiwan’s AI-assisted cyberattack shows why self-hosted agents need harder security boundaries

Learn what Taiwan’s cyberattack means for self-hosted AI agent security, from isolated runtimes and dedicated accounts to restricted network access

Aug 16 • Popular AI

Gemini 3.7 Flash vs 3.6: should coding teams switch?

Compare Gemini 3.7 Flash vs 3.6 on coding scores, token use, pricing, privacy and agent workflows before changing your production routing.

Aug 14 • Popular AI

An AI agent hacked a gym booking system. The real failure was permissions

An OpenClaw agent found a gym booking flaw and removed another member. See why AI agent permissions matter more than prompt-level guardrails.

Aug 12 • Popular AI

Google AI Overviews and French publishers battle over search traffic

French publishers are challenging Google AI Overviews. The deeper dispute is about search traffic, bargaining power, and who controls the click.

Aug 11 • Popular AI

Explore Local AI

How much SSD storage do you need for local AI? NVMe vs SATA vs HDD explained

Choose the right local AI storage capacity with practical 1TB to 8TB guidance, plus when NVMe, SATA SSD or HDD makes sense.

Aug 18 • Popular AI

OLLAMA_NUM_PARALLEL not working on Mac MLX? Here is why

OLLAMA_NUM_PARALLEL may appear broken on Mac MLX models even when the setting is correct. Learn how to confirm serialization and fix the serving path.

Aug 17 • Popular AI

Taiwan’s AI-assisted cyberattack shows why self-hosted agents need harder security boundaries

Learn what Taiwan’s cyberattack means for self-hosted AI agent security, from isolated runtimes and dedicated accounts to restricted network access

Aug 16 • Popular AI

Minisforum N5 Max review: should AI and NAS share one box?

Minisforum N5 Max review: is one 64GB Strix Halo box smart for local AI and NAS duties, or safer as two machines? Here is the tradeoff.

Aug 15 • Popular AI

Gemini 3.7 Flash vs 3.6: should coding teams switch?

Compare Gemini 3.7 Flash vs 3.6 on coding scores, token use, pricing, privacy and agent workflows before changing your production routing.

Aug 14 • Popular AI

AI fixes, guides and walkthroughs

OLLAMA_NUM_PARALLEL not working on Mac MLX? Here is why

OLLAMA_NUM_PARALLEL may appear broken on Mac MLX models even when the setting is correct. Learn how to confirm serialization and fix the serving path.

Aug 17 • Popular AI

ChatGPT Health privacy: settings to review before connecting

Learn how ChatGPT Health uses connected records outside Health, why Always ask matters, and what disconnecting does not delete.

Jul 30 • Popular AI

Claude Opus 5 vs Fable 5: Test before you pay double

Choosing Claude Opus 5 vs Fable 5? Compare API cost, long-agent performance, fallbacks, Copilot access, and cost per accepted task.

Jul 28 • Popular AI

AI-generated pull requests are dumping work on maintainers

AI-generated pull requests are flooding review queues. Learn how maintainers can require proof, limit volume, and close weak submissions.

Jul 19 • Popular AI

The best local LLMs for RTX 3090 24GB: the 2026 ranked guide

This RTX 3090 local LLM guide ranks the best 24GB VRAM models for coding agents, chat, reasoning, long context, and daily use.

Jul 13 • Popular AI

ComfyUI extra_model_paths.yaml not working? Here’s the fix

ComfyUI not finding checkpoints, LoRAs, VAEs, or upscalers? Here’s how to repair extra_model_paths.yaml and confirm it works.

Jun 8 • Popular AI

Popular AI | Independent local AI & hardware analysis

Popular AI | Independent local AI & hardware analysis

Popular AI provides independent analysis on local AI setups, hardware builds, and unconstrained models. Gain practical AI capability without permission.

Top posts

The ChatGPT sidebar sucks now. Here’s how to fix it.

Jun 3 • Ben Geudens

Mac mini M4 local LLM guide: the best model for every RAM tier

Jul 6 • Popular AI

Best CPU-only local LLMs in 2026: what runs well without a GPU

Jul 5 • Popular AI

The best local LLMs for RTX 3090 24GB: the 2026 ranked guide

Jul 13 • Popular AI

Mac mini LLM performance in 2026: which model should you buy?

May 12 • Popular AI

AI builds, hardware and buyer's guides

How much SSD storage do you need for local AI? NVMe vs SATA vs HDD explained

Choose the right local AI storage capacity with practical 1TB to 8TB guidance, plus when NVMe, SATA SSD or HDD makes sense.

Aug 18 • Popular AI

Minisforum N5 Max review: should AI and NAS share one box?

Minisforum N5 Max review: is one 64GB Strix Halo box smart for local AI and NAS duties, or safer as two machines? Here is the tradeoff.

Aug 15 • Popular AI

How to build a 4x RTX 3090 AI server with triple-slot GPUs

Four thick RTX 3090 cards need more than a normal case. Build a reliable open-frame AI server with x16 links, 96GB aggregate VRAM, and safe cooling.

Aug 7 • Popular AI

RTX Spark for local AI: Should buyers wait?

Should you wait for an RTX Spark laptop? Compare its 128GB CUDA promise with the RTX 5090, DGX Spark, and Ryzen AI Max+ 395 alternatives.

Aug 1 • Popular AI

AMD Ryzen AI Halo review: Is it worth $3,999?

AMD Ryzen AI Halo pairs 128GB unified memory with Ryzen AI Max+ 395. See whether its $3,999 price beats Framework, Mac Studio, and DGX Spark.

Jul 18 • Popular AI

The RTX PRO 6000 Blackwell for local AI: is 96GB worth $13,000?

RTX PRO 6000 Blackwell local AI builders get 96GB VRAM, but the price forces a harder choice: buy, build cheaper, or rent.

Jul 10 • Popular AI

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The latest from

Popular AI

AI wildfire drones are being tested to suppress fires alone

Ben Geudens

The terrible rise of “human slop”

AI and information freedom

How LLM bias and AI censorship shape what models say

A practical guide to LLM bias, AI censorship, refusal filters and the case for keeping local and open-weight alternatives available.

Aug 8 • Popular AI

Biased LLMs and the risk to student thinking

AI in education is not a simple cheating story. Biased LLMs can train students to outsource thought unless schools teach judgment.

Jun 28 • Ben Geudens

Should you buy local AI hardware in 2026? The honest answer

Should you buy local AI hardware in 2026 or stick with ChatGPT, Claude, and Perplexity? Here is the practical buyer’s guide.

May 12 • Popular AI

6:30

The rise of culture-on-demand: reclaiming media from the intellectual property hogs

Open source generative AI is turning culture into something users can generate on demand, putting Hollywood, copyright, and IP business models under new…

Apr 1 • Popular AI and Ben Geudens

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Popular AI provides independent analysis on local AI setups, hardware builds, and unconstrained models. Gain practical AI capability without permission.

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