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GPU fan not spinning? Learn when it's normal zero-RPM mode vs a real fault. Fix fan curves in MSI Afterburner, reseat headers, replace dead fans, and know when… From the article "GPU Fan Not Spinning: Causes and Fixes (2026)" by Synor, published on Misar.Blog.
In this episode:
0:00 A GPU Fan That Isn’t Spinning Is Often Normal
1:49 It Becomes a Real Fault When the Fans Stay Off Under Gaming Load
3:30 The First Check Is to Confirm Whether the Card Is Simply in Zero-RPM Mode
4:37 Roughly Half of Apparent Dead-Fan Cases Are Caused by Software
6:11 If a Direct Manual Fan-Speed Command Is Obeyed
7:01 The Difference Between All Fans Dead and One Fan Dead Helps Pinpoint Whether
8:32 A Fan That Wobbles
9:49 Physical Reseating and Cleaning Can Fix a Fan That Has Lost Contact
11:27 A Temporary Oiling Trick Can Revive a Sleeve-Bearing Fan
11:54 Replacing a GPU Fan Is Usually Cheap and Straightforward
This episode is narrated by an AI voice from a written article.
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Legal strategies to minimize crypto capital gains tax in 2026. Tax-loss harvesting, long-term holding, crypto donations, and Form 1099-DA compliance explained. From the article "How to Avoid Capital Gains Tax on Crypto (Legal Guide 2026)" by Synor, published on Misar.Blog.
In this episode:
0:00 You Cannot Completely Avoid Capital Gains Tax on Crypto in 2026
0:47 The Most Effective Deduction Strategies Are Holding for Over One Year
1:26 Short-Term Gains Are Taxed at the Ordinary Income Rate up to 37%
1:50 Form 1099-DA Requires Brokers to Report Gross Proceeds
2:23 Tax-Loss Harvesting Can Lower Net Taxable Gains
2:44 Crypto-To-Crypto Swaps Are Taxable Events
3:14 Donating Appreciated Crypto to a 501(c)(3) Eliminates Capital Gains Tax
3:34 Using a Tax-Advantaged Account Such as a Self-Directed IRA
This episode is narrated by an AI voice from a written article.
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Learn what Real World Asset (RWA) tokenization is, how it works, types of tokenized assets (real estate, treasuries, commodities), top protocols like Ondo and… From the article "What Is RWA Tokenization? A Beginner's Guide 2026" by Synor, published on Misar.Blog.
In this episode:
0:00 RWA Tokenization Turns Physical or Traditional Financial Assets
0:54 Tokenization Makes Previously Illiquid Assets Tradeable 24/7
1:17 The RWA Market Surpassed $50 Billion in Total Value Locked (TVL) Early in 2026
1:51 Tokenization Converts Ownership Rights of a Real-World Asset
2:21 Tokenized Treasuries Are the Largest and Fastest-Growing RWA Segment
3:31 Tokenized Real Estate
4:33 The 2026 GENIUS Act Provides Regulatory Clarity for Tokenized Treasuries
4:44 Major Risks of RWA Tokenization Include Legal Challenges to SPV Structures
5:47 Tax Treatment of Tokenized RWAs Varies by Jurisdiction
This episode is narrated by an AI voice from a written article.
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GPU sag explained: when drooping is cosmetic vs dangerous, how to measure it, the best anti-sag brackets and support sticks in 2026, vertical mounting pros and… From the article "GPU Sag: Is It Dangerous? How to Prevent and Fix It" by Synor, published on Misar.Blog.
In this episode:
0:00 Mild GPU Sag Is Usually Cosmetic
2:00 GPU Sag Happens Because a Horizontally Mounted Card Is Only Supported
4:30 Sag Has Gotten Worse Over Time Because Coolers Got Much Heavier
6:26 The Amount of Droop Can Be Used to Judge Severity
8:02 Long-Term Sag Can Damage the PCIe Slot
10:15 Sag Can Be Measured with a Phone Photo or a Simple Physical Test
11:47 Anti-Sag Supports Work
14:09 Vertical Mounting Removes Sag but Brings Extra Costs
16:04 For 2026-Heavy Cards
16:49 Recap: the Key Points of This Episode
This episode is narrated by an AI voice from a written article.
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Read the article: https://www.misar.blog/@synor/articles/gpu-sag-prevent-fix.
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What causes GPU coil whine, does it damage your card, and how to fix it. Software fixes (FPS cap, undervolt), hardware fixes, and when to RMA. From the article "GPU Coil Whine: What It Is and How to Fix It" by Synor, published on Misar.Blog.
In this episode:
0:00 GPU Coil Whine Is an Electrical Vibration
0:36 Coil Whine Occurs When Inductors in the VRM Physically Vibrate
1:39 Lower-Quality VRMs and Power Supplies Exacerbate Whine
2:30 Software Fixes That Limit GPU Workload
3:19 Hardware Adjustments That Improve Power Delivery and Reduce Vibration
3:45 RMA Is Only Worthwhile if the Whine Is Audible in a Closed Case
This episode is narrated by an AI voice from a written article.
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Compare RunPod, Vast.ai, and Lambda Labs GPU cloud pricing, H100/A100 availability, ease of use, spot instances, storage, and networking. Find the best… From the article "RunPod vs Vast.ai vs Lambda Labs: Best GPU Cloud for LLMS" by Synor, published on Misar.Blog.
In this episode:
0:00 For Most LLM Workloads in 2026
1:27 Lambda Labs Is the Best Choice When Raw Performance
2:03 Vast.ai Is the Cheapest Option
3:08 For H100s, Vast.ai Spot Pricing Is Lowest and Lambda Labs On-Demand Pricing
4:30 RunPod’s H100 Spot Pricing Is Competitive
5:35 Lambda Labs Has the Smoothest Onboarding
6:47 Lambda Labs Has the Best Storage System Because
7:54 RunPod’s Network Volumes Are Nearly as Good as Lambda Labs’ Storage
9:33 Vast.ai’s Storage Is Less Reliable Because It Depends
10:32 RunPod Stands Out for Spot Reliability Because
This episode is narrated by an AI voice from a written article.
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GPU artifacting explained: identify texture glitches, checkerboards, and flashing polygons, map each symptom to VRAM, core, driver, or heat, run… From the article "GPU Artifacting: Signs, Causes, and Fixes (2026)" by Synor, published on Misar.Blog.
In this episode:
0:00 Introduction
0:13 GPU Artifacting Is Caused by the Card Rendering Wrong Data
0:47 Artifacts That Appear in Screenshots Confirm GPU-Side Corruption
1:04 The First 30-Minute Diagnostic Ladder Addresses All Software-Side Causes
1:24 Heat Is the Most Common Fixable Hardware Cause of GPU Artifacting
2:07 OCCT's 30-Minute VRAM Test and Memtest_vulkan’s 1-Hour Test Provide Objective
2:51 If a Card Shows VRAM Errors at Stock Clocks
3:35 Persistent Hardware Artifacting at Stock Clocks with Good Temperatures
4:02 Artifacting Is the Primary Risk Factor in Second-Hand GPU Transactions
This episode is narrated by an AI voice from a written article.
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Full comparison of RTX 5090 vs H100 for AI workloads: specs, price, power, performance per dollar, and break-even calculator for inference vs training. From the article "RTX 5090 vs H100 for AI: 2026 Break-Even Analysis" by Synor, published on Misar.Blog.
In this episode:
0:00 The RTX 5090 Is the Best Consumer AI Card Ever Made
0:55 The RTX 5090 Outperforms the H100 for Inference
1:32 The H100 Outperforms the RTX 5090 for Large-Scale Training
2:19 At a ~300M Tokens/Day Workload the RTX 5090 Breaks Even
2:44 The RTX 5090 Provides 32GB GDDR7 VRAM
3:17 For Inference
4:02 For Fine-Tuning with QLoRA/DeepSpeed
4:43 A Local RTX 5090 Setup Costs $2
This episode is narrated by an AI voice from a written article.
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Compare vLLM, SGLang, and TensorRT-LLM for production LLM serving: throughput, latency, features (PagedAttention, RadixAttention, prefix caching), deployment… From the article "vLLM vs SGLang vs TensorRT-LLM: Production Comparison 2026" by Synor, published on Misar.Blog.
In this episode:
0:00 vLLM Is the Best Default Choice for Most Teams in 2026
1:31 SGLang Is the Best Fit for RAG and Chat Workloads with Shared Prefixes
2:43 TensorRT-LLM Offers the Highest Raw Throughput on NVIDIA Hardware
4:25 vLLM’s Main Architectural Advantage Is PagedAttention
6:07 SGLang’s Main Architectural Advantage Is RadixAttention
7:14 TensorRT-LLM’s Main Architectural Advantage Is TensorRT Graph Optimization
8:38 In Single-GPU Throughput Benchmarks
10:33 SGLang Has a Large Advantage on RAG Workloads Because It Reuses Shared Prefixes
12:03 TensorRT-LLM Has the Lowest End-To-End Latency
13:56 vLLM Is the Easiest Framework to Deploy
This episode is narrated by an AI voice from a written article.
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Learn how to choose the best GPU for AI and machine learning in 2026. VRAM requirements by model size, Tensor Cores, FP8/BF16 support, consumer vs pro, budget… From the article "How to Choose a GPU for AI and Machine Learning (2026)" by Synor, published on Misar.Blog.
In this episode:
0:00 The Most Important Spec for an AI GPU Is VRAM
0:36 All Modern NVIDIA GPUs Equipped with Tensor Cores Are Essential
1:09 Memory Bandwidth Directly Affects Inference Speed
1:22 Tensor Core Generation and Precision Support Influence Training Efficiency
1:52 For 7B-13B LLM Inference
2:37 Pricing Tiers for GPUs Can Be Matched to Workload Needs
3:19 When Training Large Models
This episode is narrated by an AI voice from a written article.
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