BUYER DECISION SYSTEM · EVIDENCE LEDGER

BUY ON PROOF. NOT HYPE.

Start with the decision in front of you, or browse every guide directly. LocalRig keeps the path open either way.

LocalRig helps you choose local-AI hardware by starting with your model, workload, and constraints—not a product pitch. Inspect dated evidence and practical alternatives before deciding what to buy, rent, keep, or skip.

OPTIONAL DECISION CONSOLE

WHAT ARE YOU TRYING TO RUN?

Choose a starting point if you want one. Every guide remains open to browse below.

Choose the decision you want to make
Open the relevant guide

BUYER GUARDRAILS

A decision before a recommendation.

  • FIT

    Use your workload and constraints to narrow the next guide.

  • EVIDENCE

    Read each guide’s description and publication date before acting.

  • PATH

    Keep browsing, compare tools, or take the next decision when ready.

EVIDENCE BOARD Browse dated benchmark guides and their recorded details. TOOLS Use the local versus cloud comparison tool for the economics question.

MANUAL BROWSING STAYS OPEN

BROWSE THE EVIDENCE

Follow the stages in order or enter any collection directly. Every published guide is listed below.

Start with model fit

Begin with the workload and runtime questions that shape every later hardware choice.

Can I run it?

Browse collection

Runtimes

Browse collection

Choose hardware

Compare the hardware paths after you know what the workload needs.

GPUs

Browse collection

Apple Silicon

Browse collection

Homelab

Browse collection

Check the economics

Consider local and cloud options before committing to a purchase.

Local vs cloud

Browse collection

BUYER QUESTIONS

Frequently Asked Questions

How do I choose hardware for a local AI model?

Start with the model, runtime, and workload you intend to use, then compare the memory, system constraints, and trade-offs that apply to that use. LocalRig’s decision console and guides are designed to make those constraints inspectable before a purchase.

Should I buy a GPU, use Apple Silicon, or rent cloud compute?

Those paths solve different constraints. Compare the model fit, runtime support, operating preferences, and how often you expect to use the system; LocalRig presents local, Apple Silicon, and cloud paths as options to inspect rather than a universal winner.

Can used hardware be a sensible local-AI option?

Used hardware can be a sensible option when its configuration, condition, compatibility, and operating requirements fit the workload. Check the guide’s stated evidence and constraints, then verify the specific hardware before committing.

How does LocalRig handle retailer links and recommendations?

Some LocalRig links may earn an affiliate commission, but recommendations are ranked by fit rather than payout. A guide may point to used hardware, cloud compute, keeping current hardware, waiting, or another non-affiliate path when that better fits the decision.

EDITORIAL FRESHNESS

What changed, and what needs a human look

Feed generated Aug 6, 2026

These records come from published guides, approved evidence, promoted benchmark observations, and generated hardware profiles. A research candidate is not a recommendation until a human reviews and publishes it.

RESEARCH LEDGER

What changed

92 records

Recent verified evidence and published guide updates, with provenance and dates attached.

  1. Verified release/runtime

    ghi-github-issue-0cf5fb6ebf0f52d377a64b41-1

    Observed
    Aug 6, 2026
    Verified through
    Aug 6, 2026
    Provenance
    community
    Sources
    1
  2. Verified article

    TensorDock Review 2026: The $0.37/hr RTX 4090 Marketplace, Honestly Assessed

    Observed
    Aug 5, 2026
    Verified through
    Jun 29, 2026
    Provenance
    unknown
    Sources
    4
  3. Verified article

    Why VRAM (and Memory Bandwidth) Matters More Than Compute for Local LLMs

    Observed
    Aug 5, 2026
    Verified through
    Aug 5, 2026
    Provenance
    unknown
    Sources
    5
  4. Verified article

    Strix Halo vs Mac Studio for Local LLMs: The Unified-Memory Showdown

    Observed
    Aug 4, 2026
    Verified through
    Aug 4, 2026
    Provenance
    unknown
    Sources
    5
  5. Verified article

    Why GPU Prices Spiked Again in 2026: The DRAM Shortage, Explained

    Observed
    Aug 4, 2026
    Verified through
    Jun 29, 2026
    Provenance
    unknown
    Sources
    5
  6. Verified article

    Quiet Cooling for a Home GPU Server: Taming Blower Cards and 24/7 Noise

    Observed
    Aug 3, 2026
    Verified through
    Aug 3, 2026
    Provenance
    unknown
    Sources
    4
  7. Verified article

    PSU Sizing for Multi-GPU AI Rigs: The Wattage Math That Keeps Your House Safe

    Observed
    Aug 2, 2026
    Verified through
    Aug 2, 2026
    Provenance
    unknown
    Sources
    4
  8. Verified article

    Used RTX A6000 48GB for Local AI: The Single-Card Ceiling for 32B Models

    Observed
    Aug 2, 2026
    Verified through
    Aug 2, 2026
    Provenance
    unknown
    Sources
    4
  9. Verified release/runtime

    gh-42-1

    Observed
    Aug 2, 2026
    Verified through
    Aug 2, 2026
    Provenance
    first-party
    Sources
    1
  10. Verified article

    Modal Review 2026: 12-Second Cold Starts, and the Pricing Multipliers Nobody Reads

    Observed
    Aug 1, 2026
    Verified through
    Jul 9, 2026
    Provenance
    unknown
    Sources
    3
  11. Verified article

    Tesla P40 in 2026: 24GB of VRAM for $150 — Legit Bargain or Trap?

    Observed
    Aug 1, 2026
    Verified through
    Aug 1, 2026
    Provenance
    unknown
    Sources
    4
  12. Verified release/runtime

    hf-acme-local-7b-1485e9906a75e3084592df94

    Observed
    Aug 1, 2026
    Verified through
    Aug 1, 2026
    Provenance
    first-party
    Sources
    1
  13. Verified release/runtime

    hf-acme-local-7b-157ca754ca2d8b7ca81e3a55

    Observed
    Aug 1, 2026
    Verified through
    Aug 1, 2026
    Provenance
    first-party
    Sources
    1
  14. Verified article

    NAS for AI Model Storage: Sizing a Library of GGUFs, Checkpoints, and Datasets

    Observed
    Jul 31, 2026
    Verified through
    Jul 31, 2026
    Provenance
    unknown
    Sources
    5
  15. Verified article

    RTX 4090 for Local LLMs in 2026: Great Card, Broken Price

    Observed
    Jul 31, 2026
    Verified through
    Jul 31, 2026
    Provenance
    unknown
    Sources
    5
  16. Verified article

    Minisforum vs Beelink vs GMKtec: Which Mini-PC Brand Can You Actually Trust?

    Observed
    Jul 30, 2026
    Verified through
    Jul 30, 2026
    Provenance
    unknown
    Sources
    4
  17. Verified article

    RTX 4060 Ti 16GB vs 5060 Ti 16GB: The Budget Pick That Changed in Months

    Observed
    Jul 30, 2026
    Verified through
    Jul 30, 2026
    Provenance
    unknown
    Sources
    4
  18. Verified article

    How to Avoid Losing Your RunPod Data When Your Balance Runs Low

    Observed
    Jul 29, 2026
    Verified through
    Jul 29, 2026
    Provenance
    unknown
    Sources
    2
  19. Verified article

    Why Prompt Processing Is Slow on Apple Silicon (and What Actually Helps)

    Observed
    Jul 29, 2026
    Verified through
    Jul 29, 2026
    Provenance
    unknown
    Sources
    5
  20. Verified product

    1000W 80 Plus Gold modular PSU

    Observed
    Jul 29, 2026
    Verified through
    Jun 27, 2026
    Provenance
    manufacturer
    Sources
    1
  21. Verified product

    1600W ATX power supply

    Observed
    Jul 29, 2026
    Verified through
    Jun 27, 2026
    Provenance
    manufacturer
    Sources
    1
  22. Verified product

    25GbE SFP28 network adapter

    Observed
    Jul 29, 2026
    Verified through
    Jun 27, 2026
    Provenance
    manufacturer
    Sources
    1
  23. Verified product

    2TB NVMe PCIe 4.0 SSD

    Observed
    Jul 29, 2026
    Verified through
    Jun 27, 2026
    Provenance
    manufacturer
    Sources
    1
  24. Verified product

    360mm CPU liquid cooler

    Observed
    Jul 29, 2026
    Verified through
    Jun 27, 2026
    Provenance
    manufacturer
    Sources
    1
  25. Verified product

    AM5 workstation motherboard, dual PCIe x16

    Observed
    Jul 29, 2026
    Verified through
    Jun 27, 2026
    Provenance
    manufacturer
    Sources
    1
  26. Verified product

    AMD Radeon RX 7900 XTX

    Observed
    Jul 29, 2026
    Verified through
    Jun 27, 2026
    Provenance
    manufacturer
    Sources
    1
  27. Verified product

    AMD Ryzen 9 7950X

    Observed
    Jul 29, 2026
    Verified through
    Jun 27, 2026
    Provenance
    manufacturer
    Sources
    1
  28. Verified product

    AMD Threadripper PRO 7995WX

    Observed
    Jul 29, 2026
    Verified through
    Jun 27, 2026
    Provenance
    manufacturer
    Sources
    1
  29. Verified product

    DDR5 128GB desktop memory kit

    Observed
    Jul 29, 2026
    Verified through
    Jun 27, 2026
    Provenance
    manufacturer
    Sources
    1
  30. Verified product

    DDR5 64GB desktop memory kit

    Observed
    Jul 29, 2026
    Verified through
    Jun 27, 2026
    Provenance
    manufacturer
    Sources
    1
  31. Verified product

    DDR5 RDIMM 128GB workstation memory

    Observed
    Jul 29, 2026
    Verified through
    Jun 27, 2026
    Provenance
    manufacturer
    Sources
    1
  32. Verified product

    Full tower dual-GPU ATX case

    Observed
    Jul 29, 2026
    Verified through
    Jun 27, 2026
    Provenance
    manufacturer
    Sources
    1
  33. Verified product

    NVIDIA RTX 3090

    Observed
    Jul 29, 2026
    Verified through
    Jun 27, 2026
    Provenance
    manufacturer
    Sources
    1
  34. Verified product

    NVIDIA RTX 4090

    Observed
    Jul 29, 2026
    Verified through
    Jun 27, 2026
    Provenance
    manufacturer
    Sources
    1
  35. Verified product

    NVIDIA RTX 6000 Ada Generation

    Observed
    Jul 29, 2026
    Verified through
    Jun 27, 2026
    Provenance
    manufacturer
    Sources
    1
  36. Verified product

    WRX90 workstation motherboard

    Observed
    Jul 29, 2026
    Verified through
    Jun 27, 2026
    Provenance
    manufacturer
    Sources
    1
  37. Verified article

    GPU Passthrough on Proxmox for Local AI: IOMMU, VFIO, and the Gotchas

    Observed
    Jul 28, 2026
    Verified through
    Jul 28, 2026
    Provenance
    unknown
    Sources
    4
  38. Verified article

    RTX 3060 12GB for Local LLMs: The Honest Entry Point Under $300

    Observed
    Jul 28, 2026
    Verified through
    Jul 28, 2026
    Provenance
    unknown
    Sources
    4
  39. Verified article

    Which Quant Should You Download? Q4_K_M vs Q8_0 vs F16, Decided by Your Hardware

    Observed
    Jul 27, 2026
    Verified through
    Jul 27, 2026
    Provenance
    unknown
    Sources
    4
  40. Verified article

    vLLM Multi-GPU Setup: Tensor Parallelism Without the Idle-GPU Mistake

    Observed
    Jul 26, 2026
    Verified through
    Jul 26, 2026
    Provenance
    unknown
    Sources
    4
  41. Verified article

    Framework Desktop as a Local AI Server: Strix Halo, ROCm, and the 128GB Question

    Observed
    Jul 25, 2026
    Verified through
    Jul 25, 2026
    Provenance
    unknown
    Sources
    5
  42. Verified article

    Is NVLink Worth It in 2026? The Dual-3090 Bridge Question, Answered

    Observed
    Jul 25, 2026
    Verified through
    Jul 25, 2026
    Provenance
    unknown
    Sources
    4
  43. Verified article

    GGUF vs GPTQ vs AWQ: Which Model Format for Your Setup?

    Observed
    Jul 24, 2026
    Verified through
    Jul 24, 2026
    Provenance
    unknown
    Sources
    5
  44. Verified article

    Mac Studio M3 Ultra for Local LLMs: 800GB/s, 256GB, and the Prefill Problem

    Observed
    Jul 24, 2026
    Verified through
    Jul 24, 2026
    Provenance
    unknown
    Sources
    4
  45. Verified article

    Do NPUs Actually Matter for Local AI? The TOPS Marketing vs Reality Gap

    Observed
    Jul 23, 2026
    Verified through
    Jul 23, 2026
    Provenance
    unknown
    Sources
    6
  46. Verified article

    Ollama vs llama.cpp vs vLLM in 2026: Which Runtime Fits Your Hardware and Workload

    Observed
    Jul 23, 2026
    Verified through
    Jul 23, 2026
    Provenance
    unknown
    Sources
    5
  47. Verified article

    Can I Run Qwen3.5 Locally? Picking Your Size from 3B to 235B

    Observed
    Jul 22, 2026
    Verified through
    Jul 22, 2026
    Provenance
    unknown
    Sources
    4
  48. Verified article

    How to Buy a Used GPU Without Getting Burned: Vetting, Testing, and Red Flags

    Observed
    Jul 22, 2026
    Verified through
    Jul 22, 2026
    Provenance
    unknown
    Sources
    4
  49. Verified article

    Mac Studio Clusters over Thunderbolt 5: Trillion-Parameter Models at Home?

    Observed
    Jul 21, 2026
    Verified through
    Jun 29, 2026
    Provenance
    unknown
    Sources
    4
  50. Verified article

    Best UPS for a Home AI Server: Sizing for GPU Loads, Not Just Runtime

    Observed
    Jul 20, 2026
    Verified through
    Jul 20, 2026
    Provenance
    unknown
    Sources
    4
  51. Verified article

    Can I Run MiniMax M3 Locally? Requirements for the Multimodal 1M-Context Challenger

    Observed
    Jul 19, 2026
    Verified through
    Jul 19, 2026
    Provenance
    unknown
    Sources
    4
  52. Verified article

    Mac Mini vs Mac Studio for Local LLMs: Which Should You Actually Buy?

    Observed
    Jul 19, 2026
    Verified through
    Jul 19, 2026
    Provenance
    unknown
    Sources
    4
  53. Verified article

    The Hidden Costs of Cloud GPUs: Bandwidth Fees, Preemption Multipliers, and Silent Throttling

    Observed
    Jul 18, 2026
    Verified through
    Jul 18, 2026
    Provenance
    unknown
    Sources
    5
  54. Verified article

    Best GPU Under $500 for Local LLMs in 2026, Ranked by Constraint

    Observed
    Jul 17, 2026
    Verified through
    Jun 29, 2026
    Provenance
    unknown
    Sources
    5
  55. Verified article

    Best Server Racks and Rack Accessories for a Home AI Lab

    Observed
    Jul 17, 2026
    Verified through
    Jul 17, 2026
    Provenance
    unknown
    Sources
    3
  56. Verified article

    Can I Run Kimi K2.6 Locally? Hardware for the Top Open Coding Model

    Observed
    Jul 16, 2026
    Verified through
    Jul 16, 2026
    Provenance
    unknown
    Sources
    3
  57. Verified article

    Mac Mini M4 Pro for Local LLMs: The Quiet Entry Point to Apple Inference

    Observed
    Jul 16, 2026
    Verified through
    Jul 16, 2026
    Provenance
    unknown
    Sources
    4
  58. Verified article

    Cheapest RTX 5090 Cloud Rental in 2026: Prices, Availability, and Why Supply Is the Story

    Observed
    Jul 15, 2026
    Verified through
    Jun 29, 2026
    Provenance
    unknown
    Sources
    4
  59. Verified article

    AMD MI50 32GB: The $150 HBM2 Wildcard for Local LLMs

    Observed
    Jul 14, 2026
    Verified through
    Jul 14, 2026
    Provenance
    unknown
    Sources
    4
  60. Verified article

    Beelink GTR9 Pro for Local LLMs: 128GB Unified Memory Under $2,000, Examined

    Observed
    Jul 14, 2026
    Verified through
    Jun 29, 2026
    Provenance
    unknown
    Sources
    5
  61. Verified article

    Can I Run GLM-5.2 Locally? Hardware Requirements for the 1M-Context Flagship

    Observed
    Jul 13, 2026
    Verified through
    Jun 29, 2026
    Provenance
    unknown
    Sources
    4
  62. Verified article

    M5 Ultra Mac Studio: Wait for It, or Buy M3 Ultra/M4 Max Now?

    Observed
    Jul 13, 2026
    Verified through
    Jun 29, 2026
    Provenance
    unknown
    Sources
    4
  63. Verified article

    Best GPU Cloud for Fine-Tuning vs Inference: Two Different Problems, Two Different Providers

    Observed
    Jul 12, 2026
    Verified through
    Jul 12, 2026
    Provenance
    unknown
    Sources
    4
  64. Verified article

    10GbE vs 2.5GbE for an AI Homelab: When Model Loading Justifies the Upgrade

    Observed
    Jul 11, 2026
    Verified through
    Jun 29, 2026
    Provenance
    unknown
    Sources
    3
  65. Verified article

    Can I Run DeepSeek V4 Flash Locally? VRAM Requirements by Quant

    Observed
    Jul 10, 2026
    Verified through
    Jul 10, 2026
    Provenance
    unknown
    Sources
    4
  66. Verified article

    Hardware to Run a 70B Model Locally: VRAM, the 48GB Wall, and Your Real Options

    Observed
    Jul 10, 2026
    Verified through
    Jul 10, 2026
    Provenance
    unknown
    Sources
    5
  67. Verified article

    How Much Unified Memory Do You Need for Local LLMs? 48GB to 256GB, Mapped to Models

    Observed
    Jul 10, 2026
    Verified through
    Jul 10, 2026
    Provenance
    unknown
    Sources
    4
  68. Verified article

    The Local-AI Hardware Buying Framework

    Observed
    Jul 10, 2026
    Verified through
    Jul 10, 2026
    Provenance
    unknown
    Sources
    9
  69. Verified product

    NVIDIA DGX Spark

    Observed
    Jul 10, 2026
    Verified through
    Jul 10, 2026
    Provenance
    manufacturer
    Sources
    1
  70. Verified article

    Best GPU for Local LLM Inference (2026): VRAM-per-Dollar Guide

    Observed
    Jul 9, 2026
    Verified through
    Jun 28, 2026
    Provenance
    unknown
    Sources
    5
  71. Verified article

    GPUMart Review 2026: Bare-Metal GPU Servers and the Real Rent-a-4090-Monthly Math

    Observed
    Jul 9, 2026
    Verified through
    Jul 9, 2026
    Provenance
    unknown
    Sources
    5
  72. Verified article

    H100 Rental Price Comparison 2026: $1.38 to $12+ an Hour for the Same Chip

    Observed
    Jul 9, 2026
    Verified through
    Jul 9, 2026
    Provenance
    unknown
    Sources
    8
  73. Verified article

    Hardware to Run a 32B Model Locally: The Sweet Spot Tier

    Observed
    Jul 9, 2026
    Verified through
    Jul 9, 2026
    Provenance
    unknown
    Sources
    5
  74. Verified article

    Salad Cloud Review 2026: $0.20/hr 4090s on Gaming PCs — Too Cheap to Be True?

    Observed
    Jul 9, 2026
    Verified through
    Jul 9, 2026
    Provenance
    unknown
    Sources
    5
  75. Verified article

    Dual RTX 3090 Build Guide 2026: 48GB of VRAM for the Price of One New Card

    Observed
    Jul 8, 2026
    Verified through
    Jul 8, 2026
    Provenance
    unknown
    Sources
    5
  76. Verified article

    Best Mini PC for Local LLMs in 2026: Unified Memory Changed the Game

    Observed
    Jul 7, 2026
    Verified through
    Jul 7, 2026
    Provenance
    unknown
    Sources
    4
  77. Verified article

    RunPod vs Vast.ai in 2026: Which Is Actually Cheaper (and When Cheap Isn't the Point)

    Observed
    Jul 7, 2026
    Verified through
    Jul 7, 2026
    Provenance
    unknown
    Sources
    5
  78. Verified article

    Cheapest Place to Rent an RTX 4090 in 2026, Ranked by What You Actually Pay

    Observed
    Jul 6, 2026
    Verified through
    Jul 6, 2026
    Provenance
    unknown
    Sources
    4
  79. Verified article

    Rent vs Buy a GPU for Local AI: The Break-Even Math Nobody Shows You

    Observed
    Jul 5, 2026
    Verified through
    Jul 5, 2026
    Provenance
    unknown
    Sources
    4
  80. Verified article

    Used RTX 3090 Buying Guide 2026: Still the Best $/VRAM in Local AI — If You Vet It Right

    Observed
    Jul 5, 2026
    Verified through
    Jul 5, 2026
    Provenance
    unknown
    Sources
    6
  81. Verified article

    AMD 7900 XTX for Local LLMs in 2026: ROCm Finally Grew Up

    Observed
    Jun 29, 2026
    Verified through
    Jun 29, 2026
    Provenance
    unknown
    Sources
    5
  82. Verified article

    Cudo Compute Review 2026: Distributed GPU Cloud Without the Marketplace Roulette

    Observed
    Jun 29, 2026
    Verified through
    Jul 9, 2026
    Provenance
    unknown
    Sources
    5
  83. Verified article

    DigitalOcean GPU Droplets Review 2026: Beginner-Friendly, Not the Cheapest

    Observed
    Jun 29, 2026
    Verified through
    Jul 9, 2026
    Provenance
    unknown
    Sources
    4
  84. Verified article

    Is Vast.ai Safe? An Honest 2026 Review of the Cheapest GPU Marketplace

    Observed
    Jun 29, 2026
    Verified through
    Jul 9, 2026
    Provenance
    unknown
    Sources
    6
  85. Verified article

    Is the RTX 5090 Worth It for Local AI in 2026? $2,000 MSRP, $3,700+ Reality

    Observed
    Jun 29, 2026
    Verified through
    Jun 29, 2026
    Provenance
    unknown
    Sources
    5
  86. Verified article

    Lambda Cloud Review 2026: The $4.29 H100 Standard-Bearer for Serious Training

    Observed
    Jun 29, 2026
    Verified through
    Jul 9, 2026
    Provenance
    unknown
    Sources
    4
  87. Verified article

    Mac Studio vs RTX 5090 for Local AI: Unified Memory vs Raw Speed

    Observed
    Jun 29, 2026
    Verified through
    Jun 29, 2026
    Provenance
    unknown
    Sources
    5
  88. Verified article

    RunPod Review 2026: Secure Cloud vs Community Cloud, Pricing, and the Data-Loss Gotcha

    Observed
    Jun 29, 2026
    Verified through
    Jul 9, 2026
    Provenance
    unknown
    Sources
    5
  89. Verified article

    Two Used RTX 3090s vs One RTX 4090: The 48GB Question

    Observed
    Jun 29, 2026
    Verified through
    Jun 29, 2026
    Provenance
    unknown
    Sources
    4
  90. Verified article

    Best Mac for Local LLM Inference (2026): The Unified-Memory Buying Guide

    Observed
    Jun 28, 2026
    Verified through
    Jun 28, 2026
    Provenance
    unknown
    Sources
    4
  91. Verified article

    Hardware to Run a 7B/8B Model Locally: RTX 3090, Apple M3 Max, and Budget Options

    Observed
    Jun 27, 2026
    Verified through
    Jun 27, 2026
    Provenance
    first-party
    Sources
    13
  92. Verified article

    Quantization: What It Means for Local AI and Why It Matters

    Observed
    Jun 27, 2026
    Verified through
    Jun 27, 2026
    Provenance
    unknown
    Sources
    3

RESEARCH LEDGER

Needs review

12 records

Stale or incomplete records stay visible here for editorial correction; they are not silently rewritten.

  1. Needs review product

    NVIDIA DGX Ascent GX10

    Observed
    Jul 29, 2026
    Verified through
    Jul 29, 2026
    Provenance
    manufacturer
    Sources
    1
  2. Stale build-path

    Budget 7B local inference

    Observed
    Jun 27, 2026
    Verified through
    Jun 27, 2026
    Provenance
    catalog
    Sources
    8
  3. Stale build-path

    Dual GPU 70B workstation

    Observed
    Jun 27, 2026
    Verified through
    Jun 27, 2026
    Provenance
    catalog
    Sources
    9
  4. Stale build-path

    Single-card 48GB prosumer workstation

    Observed
    Jun 27, 2026
    Verified through
    Jun 27, 2026
    Provenance
    catalog
    Sources
    8
  5. Stale article

    How to Run LLMs Locally: Which Inference Engine for Your Rig (2026)

    Observed
    Jun 28, 2026
    Verified through
    Jun 28, 2026
    Provenance
    unknown
    Sources
    6
  6. Stale article

    How to Run llama.cpp on an RTX 3090 (CUDA, Step by Step)

    Observed
    Jun 28, 2026
    Verified through
    Jun 28, 2026
    Provenance
    unknown
    Sources
    5
  7. Stale article

    GPU VRAM Tiers for Local AI: What 8, 12, 16, 24, 48GB Actually Buy You

    Observed
    Jul 20, 2026
    Verified through
    Jun 29, 2026
    Provenance
    unknown
    Sources
    4
  8. Stale article

    Tesla V100 Budget AI Homelab: Datacenter Cast-Offs as the Value Multi-GPU Path

    Observed
    Aug 6, 2026
    Verified through
    Jun 29, 2026
    Provenance
    unknown
    Sources
    4
  9. Stale article

    ExLlamaV3 vs GGUF in 2026: Speed, Quality, and Which Stack Deserves Your VRAM

    Observed
    Jul 12, 2026
    Verified through
    Jul 12, 2026
    Provenance
    unknown
    Sources
    4
  10. Stale article

    Fixing Ollama's 'CUDA Error: Out of Memory' — Even When You Have Free VRAM

    Observed
    Jul 15, 2026
    Verified through
    Jul 15, 2026
    Provenance
    unknown
    Sources
    3
  11. Stale article

    LM Studio vs Ollama: GUI Comfort vs CLI Control for Local AI

    Observed
    Jul 18, 2026
    Verified through
    Jul 18, 2026
    Provenance
    unknown
    Sources
    4
  12. Stale article

    Ollama's MLX Backend on Apple Silicon: What Changes for Mac Users

    Observed
    Jul 21, 2026
    Verified through
    Jul 21, 2026
    Provenance
    unknown
    Sources
    4

GENERATED HARDWARE PROFILES

Current build paths

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Profiles are generated from the compatibility resolver and carry their own verification dates. Prices and fit still need checking before a purchase.

Freshness is a review signal, not a guarantee or a buying prompt. Affiliate routes, when present in a guide, never determine fit or ordering.