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AMD公开承认 驱动BUG会持续消耗你的SSD硬盘寿命

AMD publicly admits driver BUG will continuously consume your SSD's lifespan. If you use an AMD graphics card, spend 30 seconds opening a small built-in system window right now—it might just save you the cost of an SSD. AMD has publicly acknowledged that a bug in the Radeon driver keeps writing data to the disk when the computer is idle. The fix has been submitted and is expected to ship with the late November

11-12·14 min Read →

GitHub Stars

2026-11-12Full ranking →

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💰 AI Earn

Revenue Is Not Margin: Four AI-Earning Ledgers After Costs

Anicca booked $230.83 of revenue against $679.88 of expenses in one month, netting minus $449. Krimskrams earned $1.54 i
11-12·6 min Read →
💰 AI Earn

234 Days, 119 Posts, $10.50: The Ceiling of a Fully Automated Content Site

A project handed $80 to an AI and let it run a website. 234 days later the ledger is public and read live from Stripe: $
11-12·7 min Read →
💰 AI Earn

The "$187K in 27 Days" Post: Three Numbers That Do Not Survive a Second Look

A post keeps circulating on X and Medium: seven AI tools chained together, $187,000 in revenue in 27 days, $65 a month i
11-12·8 min Read →
💰 AI Earn

350 Local Businesses, 350 Postcards, $400/mo Each: What Every Step Actually Costs

Brandon Doyle pointed an agent on a Mac Mini at 350 Utah trade businesses with no site or a bad one, built each a test s
11-12·8 min Read →
💰 AI Earn

98 Public AI-Money Experiments, 8 Still at Zero: The Ledgers Are Better Than the Courses

A directory called Agent Earnings logs 98 public experiments where an AI was told to earn money, failures included. Eigh
11-12·8 min Read →
🔧 AI Tools

AI Test Maker: Hide the Passage, 71 of 80 Still Answered

A quiz written from a passage can be answered without the passage. On 80 generated items, 71 came back correct with the
11-12·16 min Read →
🔧 AI Tools

Regenerate an AI Quiz and 35 of 64 Items Come Back the Same

Generating the same quiz twice returns 35 of 64 items a second time at Jaccard 0.5, 15 of them identical, and the repeat
11-11·13 min Read →
🖥 Hardware

Windows Task Manager hasn't improved in 30 years, Argus fills in all the gaps

Windows Task Manager hasn't improved in 30 years—Argus fills in all the gaps for you. The fan suddenly spins up wildly i
11-10·18 min Read →
🔧 AI Tools

Where AI Test Makers Put the Answer: 5 of 96 Keys Landed in D

A generator left to place its own answer keys used D 5 times in 96 items and B 37 times, so answering B every time score
11-10·19 min Read →

This week

Trending

234 Days, 119 Posts, $10.50: The Ceiling of a Fully Automated Content Site

11-12
Trending

The "$187K in 27 Days" Post: Three Numbers That Do Not Survive a Second Look

11-12
Trending

350 Local Businesses, 350 Postcards, $400/mo Each: What Every Step Actually Costs

11-12
Trending

98 Public AI-Money Experiments, 8 Still at Zero: The Ledgers Are Better Than the Courses

11-12

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🔧 AI Tools

AI Test Maker: Hide the Passage, 71 of 80 Still Answered

A quiz written from a passage can be answered without the passage. On 80 generated items, 71 came back correct with the text removed and only 3 were refused; the nine that survived were all detail or number items.
11-12 Read →
🔧 AI Tools

Regenerate an AI Quiz and 35 of 64 Items Come Back the Same

Generating the same quiz twice returns 35 of 64 items a second time at Jaccard 0.5, 15 of them identical, and the repeats keep the same answer letter 20 times out of 35. Deduplicate across exports before building a bank; a passage pair yields about 11.6 distinct items.
11-11 Read →
🔧 AI Tools

Where AI Test Makers Put the Answer: 5 of 96 Keys Landed in D

A generator left to place its own answer keys used D 5 times in 96 items and B 37 times, so answering B every time scores 38.5% without reading. Asking for an even spread fixed the totals (chi-square 0.67) and produced ABCDABCD in three of six batches. Shuffle in code, check the printed sequence, and verify the key text travelled with the option.
11-10 Read →
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📘 Tutorials

This Week's GitHub Stars Ranking: Codex Leads with 1865 Stars Gained

Codex CLI gained 1,865 stars in a week to take the top spot for incremental growth, while ComfyUI fell from 4,342 stars to 1,556, and one name in the top ten changed. Across the full pool, comparable incremental growth was 19,210 stars, up 0.36%, which is 15.7% slower than last week.
11-02 Read →
📘 Tutorials

Weaviate vs Vespa in Docker: 208MB Against 1.72GB, and the 4GB Wall That Decides Your VPS

Two docker run commands on the same 2-core, 1.6GB box: Weaviate answers 200 in eight seconds, Vespa exits with code 2 in five. The difference is not in any feature comparison table.
10-31 Read →
📘 Tutorials

Weekly GitHub Stars Ranking: ComfyUI Adds 4,342 Stars as the Top 10 Holds Steady

116 tracked AI repositories added a net 23,181 stars in a week, up 0.43% and about 20% faster than last week. ComfyUI alone gained 4,342 stars, 18.7% of the pool's growth, while Claude Code and n8n slowed. The top ten is unchanged for a second week and the entry threshold keeps rising.
10-26 Read →
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🤖 Agents

This Week's GitHub Stars Ranking: Hermes Agent Tops with 2,264 Stars Gained in a Week, Top Ten Kept Intact

Hermes Agent gained 2,264 stars in a week, ranking first in both total and growth; PR Agent gained 1,733 stars in a week, a 12.5% increase, jumping from 87th place overall to second in growth. Across the entire pool, the comparable net increase was 21,531 stars, up 0.374%, and the names and order of the top ten remained unchanged for a week—the first time since the October 19 ranking.
11-09 Read →
🤖 Agents

Anthropic Claude Agents: Every Feature Shipped in 2026

Claude Managed Agents shipped on April 8, 2026, and Anthropic has added something almost every month since. Here is the dated record: what landed, when, and the numbers they published with it.
11-07 Read →
🤖 Agents

AI Agent Insurance 2026: 51 Requirements, $25M Limits, and the Log Export Underwriters Read First

A support agent refunded an order inside its authority, then the customer disputed the reason. The tech E&O policy was silent on AI, and the adjuster had no professional error to point at.
11-05 Read →
🖥 Hardware More →
🖥 Hardware

Windows Task Manager hasn't improved in 30 years, Argus fills in all the gaps

Windows Task Manager hasn't improved in 30 years—Argus fills in all the gaps for you. The fan suddenly spins up wildly in the middle of the night, and in the morning you want to find out who did it—you open Task Manager, and it only tells you "right now," not "last night." This is the most frustrating part for veteran users. To figure out what's actually wrong with a machine, the standard move is to open three windows: HWiNFO to check voltages and power limits, CrystalDiskIn
11-10 Read →
🖥 Hardware

Your CPU may have been secretly downclocking all along: find out in 3 minutes and get back the performance you've lost

Your CPU might have been secretly downclocking all along: find out in 3 minutes and take back the performance you've lost. Today an Intel leak is causing quite a stir: with the next-gen Nova Lake, once the temperature exceeds 90°C, the maximum frequency locks at 5.1GHz, and manual adjustment isn't even allowed. Plenty of people are already starting to wonder whether they should upgrade to a 360mm AIO cooler. What's more worth checking tonight is something else: this machine in your hands very likely hasn't been running at
11-09 Read →
🖥 Hardware

DDR6 is coming: memory bandwidth increases 4x, building "dual-channel" no longer makes sense

DDR6 Is Coming: Memory Bandwidth Quadruples, Building "Dual-Channel" No Longer Makes Sense If you've ever built a PC yourself, you've probably heard the old saying: you need to install two sticks of memory to get dual-channel. This mantra has taught us for over a decade. But with the arrival of the next-generation memory DDR6, the game may be completely rewritten—a single stick can saturate the full bandwidth, and "dual-channel requires two sticks" may truly become history. To be clear, this isn't happening right away.
11-09 Read →