
Writer
Priya Raman
Senior Analyst
Priya Raman is the senior analyst. She follows compute markets, inference prices, and the statutes that try to catch both. Analysis here is for the mechanism — the cluster, the contract, the second-order effect — when the mechanism is the story.
Stories


Analysis
The drive a local model maps is not the portable disk a cable feeds
A buyer guide to internal M.2 NVMe SSDs, PCIe 4.0, in the 2 TB class, for a desktop or mini PC that loads GGUF weights, a Hugging Face cache, and ComfyUI checkpoints from the slot. The shop cards are a Samsung 990 PRO, a Samsung 990 EVO Plus, a WD_BLACK SN850X, a Crucial T500, and a Kingston NV3. Saturday's portable shelf is a different drive. Artificial Examiner has not bench-tested these modules. The links are affiliate.
ByPriya RamanSenior Analyst·

Analysis
The supply a local model draws is not the wattage a sticker prints
A buyer guide to ATX power supplies for a home box that leaves llama.cpp, Ollama, LM Studio, or ComfyUI running for hours on one or two graphics cards. The shop cards are a Corsair RM1000x, a Seasonic Focus GX-1000, an MSI MAG A1000GL, and a Thermaltake Toughpower GF3. The sticker is the sustained rating. Artificial Examiner has not bench-tested these supplies. The links are affiliate.
ByPriya RamanSenior Analyst·

Analysis
The microphone a local transcript hears is not the model a size chart picks
A buyer guide to USB microphones for whisper.cpp, faster-whisper, and a local voice note. The shop cards are a Shure MV7+, a RØDE PodMic USB, a Samson Q2U, an Audio-Technica AT2020USB-X, and a Blue Yeti Blackout. The capsule and the gain are the ceiling. Artificial Examiner has not bench-tested these microphones. The links are affiliate.
ByPriya RamanSenior Analyst·

Analysis
The processor a local model falls back on is not the clock a frame chart picks
A buyer guide to desktop processors for llama.cpp, Ollama, and LM Studio when layers fall off the graphics card. The shop cards are a Ryzen 9 9950X, a Ryzen 9 9900X, a Ryzen 7 9700X, a Core Ultra 9 285K, and a Core Ultra 7 265K. Two memory channels are the ceiling. Artificial Examiner has not bench-tested these chips. The links are affiliate.
ByPriya RamanSenior Analyst·

Analysis
The brownout a local model dies in is not the spike a power strip stops
A buyer guide to sine-wave UPS battery backups for a desk that leaves llama.cpp, Ollama, LM Studio, or ComfyUI running overnight. The shop cards are an APC BR1500MS2, a CyberPower CP1500PFCLCD, a CyberPower CP1000PFCLCD, and an APC BR1000MS. The watt rating is the ceiling. Artificial Examiner has not bench-tested these units. The links are affiliate.
ByPriya RamanSenior Analyst·

Analysis
The card a local model fits on is not the card a game chart picks
A buyer guide to 16 GB desktop graphics cards for GGUF weights in llama.cpp, Ollama, LM Studio, and ComfyUI. The shop cards are an ASUS Dual RTX 5060 Ti, an MSI Ventus 2X OC Plus, a Gigabyte RTX 5070 Ti, and a Gigabyte Radeon RX 9060 XT. Video memory is the ceiling. Artificial Examiner has not bench-tested these cards. The links are affiliate.
ByPriya RamanSenior Analyst·

Analysis
The box a local model runs in is not the lid on the laptop
A buyer guide to AMD mini PCs with Radeon 780M graphics for GGUF weights in llama.cpp and Ollama. The shop cards are a Beelink SER8, a Beelink SER7, and a MINISFORUM UM790 Pro. The working set is still system DDR5. Artificial Examiner has not bench-tested these machines. The links are affiliate.
ByPriya RamanSenior Analyst·

Analysis
The screen a local model needs is not the lid on the laptop
A buyer guide to 27-inch 4K USB-C monitors for a desk that is watching a local-model run, a log, and a prompt at the same time. The shop cards are an LG 27UN850-W and a Dell S2722QC. Artificial Examiner has not bench-tested either monitor. The links are affiliate.
ByPriya RamanSenior Analyst·

Analysis
The memory a local model runs in is not the memory on a graphics card
A buyer guide to system RAM for GGUF weights in llama.cpp, Ollama, and Hugging Face. The shop cards are three DDR5 SODIMM listings, two Crucial and one Kingston FURY Impact. Artificial Examiner has not bench-tested these modules. The links are affiliate.
ByPriya RamanSenior Analyst·

Analysis
The disk you buy for local models is not the disk that runs them
A buyer guide to portable SSDs for GGUF weights, Hugging Face caches, and the overflow a laptop boot drive cannot hold. The shop cards are two SanDisk Extreme listings. Artificial Examiner has not bench-tested either drive. The links are affiliate.
ByPriya RamanSenior Analyst·

News
British Columbia sued OpenAI for the school. The warning never left the building.
San Francisco complaint: the safety team flagged a credible gun-violence risk in June 2025; leadership did not call RCMP; a new account replaced the deactivated one. Damages for demolition, counseling, and policing. Sharma: no AI exemption.
ByPriya RamanSenior Analyst·

