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ninghonggang
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May 12, 2026
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Three Juejin roundups, three scorecards, no shared bridge
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Jul 21
Three Juejin roundups, three scorecards, no shared bridge
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4 min read
The November Juejin Roundups Have Crossed Into a Content-Commerce Funnel
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Jul 20
The November Juejin Roundups Have Crossed Into a Content-Commerce Funnel
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4 min read
OpenAI Quietly Cut Codex's Context Window 27%, and Most Harnesses Still Don't Know
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Jul 19
OpenAI Quietly Cut Codex's Context Window 27%, and Most Harnesses Still Don't Know
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3 min read
When the Google Recap and the Juejin Picking Roundup Disagree on What Counts as AI
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Jul 19
When the Google Recap and the Juejin Picking Roundup Disagree on What Counts as AI
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4 min read
Seven ranking frameworks, one search page, zero translation tables
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Jul 18
Seven ranking frameworks, one search page, zero translation tables
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4 min read
The picking roundups are mixing at least three billing models into one column
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Jul 17
The picking roundups are mixing at least three billing models into one column
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4 min read
The late-2025 Juejin picking roundups are now mixing four artifact categories into one S/A/B column
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Jul 16
The late-2025 Juejin picking roundups are now mixing four artifact categories into one S/A/B column
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4 min read
The Missing Column in AI Tool Rankings Is the Artifact Left Behind
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Jul 15
The Missing Column in AI Tool Rankings Is the Artifact Left Behind
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3 min read
The S/A Tier Letter Is Hiding Four Scorecard Columns In Picking Roundups
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Jul 14
The S/A Tier Letter Is Hiding Four Scorecard Columns In Picking Roundups
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4 min read
The AI pricing roundup has quietly forked into three currencies
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Jul 12
The AI pricing roundup has quietly forked into three currencies
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4 min read
The picking-format forked again: editorial verdicts and commercial walkthroughs under the same search query
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Jul 11
The picking-format forked again: editorial verdicts and commercial walkthroughs under the same search query
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4 min read
The Picking-Format Has Forked Into Three Incompatible Sub-Formats And That's The Story
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Jul 10
The Picking-Format Has Forked Into Three Incompatible Sub-Formats And That's The Story
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4 min read
The pricing guide and the scorecard stopped sharing tools
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Jul 8
The pricing guide and the scorecard stopped sharing tools
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4 min read
The 2026 Juejin AI tool roundup has quietly become a content-commerce funnel
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Jul 6
The 2026 Juejin AI tool roundup has quietly become a content-commerce funnel
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4 min read
The picking scorecard still has no row for MCP and the GitHub trending list is dominated by MCP servers
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Jul 5
The picking scorecard still has no row for MCP and the GitHub trending list is dominated by MCP servers
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4 min read
Three ranking currencies and zero overlap: what 2025 Juejin AI roundups actually disagree about
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Jul 4
Three ranking currencies and zero overlap: what 2025 Juejin AI roundups actually disagree about
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4 min read
The price-anchor split nobody called out in the late-2025 Juejin roundups
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Jul 3
The price-anchor split nobody called out in the late-2025 Juejin roundups
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4 min read
The Juejin AI coding roundups have stopped disagreeing, and that is the problem
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Jul 2
The Juejin AI coding roundups have stopped disagreeing, and that is the problem
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4 min read
Five winners, one stack, no format bridge: notes on the 2026 sectoral split
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Jul 1
Five winners, one stack, no format bridge: notes on the 2026 sectoral split
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4 min read
The Juejin AI Coding Roundups Have Stopped Converging on Winners and Started Converging on Scorecards
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Jun 30
The Juejin AI Coding Roundups Have Stopped Converging on Winners and Started Converging on Scorecards
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4 min read
Two different winners from the same Juejin front page: what that tells you about the roundups
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Jun 29
Two different winners from the same Juejin front page: what that tells you about the roundups
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4 min read
Juejin's picking roundups and pricing roundups are telling two different stories
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Jun 28
Juejin's picking roundups and pricing roundups are telling two different stories
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3 min read
Four Juejin 2026 AI coding roundups reached the same conclusion, and that is the story
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Jun 27
Four Juejin 2026 AI coding roundups reached the same conclusion, and that is the story
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4 min read
The 45-tool problem: why Juejin 必备 roundups have stopped helping me pick AI tools
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Jun 26
The 45-tool problem: why Juejin 必备 roundups have stopped helping me pick AI tools
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4 min read
The 2025 Juejin AI tool roundups are scoring 2026 tools on 2024 criteria
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Jun 25
The 2025 Juejin AI tool roundups are scoring 2026 tools on 2024 criteria
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4 min read
The Scorecard Is From 2024: What December 2025 Juejin AI Coding Roundups Are Missing
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Jun 24
The Scorecard Is From 2024: What December 2025 Juejin AI Coding Roundups Are Missing
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4 min read
Agent Runtime Was the GitHub Trending Story of 2025 and the Juejin IDE Rankings Missed It
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Jun 23
Agent Runtime Was the GitHub Trending Story of 2025 and the Juejin IDE Rankings Missed It
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4 min read
The Gaming Tier List Has Quietly Colonized AI Tool Reviews
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Jun 22
The Gaming Tier List Has Quietly Colonized AI Tool Reviews
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4 min read
The Twenty-Dollar Anchor: What the AI Tool Pricing Guides Are Actually Telling Us
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Jun 21
The Twenty-Dollar Anchor: What the AI Tool Pricing Guides Are Actually Telling Us
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4 min read
Why the December 2025 AI IDE Rankings Are Scoring the Wrong Category
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Jun 20
Why the December 2025 AI IDE Rankings Are Scoring the Wrong Category
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4 min read
The open-source AI platform category that nobody is naming yet
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Jun 19
The open-source AI platform category that nobody is naming yet
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3 min read
GitHub Trending 2025: The Agent Runtime Vertical Nobody Is Talking About
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Jun 18
GitHub Trending 2025: The Agent Runtime Vertical Nobody Is Talking About
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3 min read
Why every AI tool costs twenty dollars a month now
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Jun 17
Why every AI tool costs twenty dollars a month now
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4 min read
The persona-specific AI tool stack has quietly eaten the universal one
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Jun 16
The persona-specific AI tool stack has quietly eaten the universal one
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4 min read
The AI Tool Scorecard Is Dying, and the Case Study Is Taking Over
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Jun 15
The AI Tool Scorecard Is Dying, and the Case Study Is Taking Over
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4 min read
What Juejin's 2025 Tool Lists Got Right About the Multi-Tool Stack
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Jun 14
What Juejin's 2025 Tool Lists Got Right About the Multi-Tool Stack
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3 min read
The Vertical AI Tool Is Starting to Beat the Generalist
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Jun 13
The Vertical AI Tool Is Starting to Beat the Generalist
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3 min read
The Open-Source AI Stack Finally Looks Like a Real Full Stack
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Jun 12
The Open-Source AI Stack Finally Looks Like a Real Full Stack
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3 min read
The Agent Infrastructure Layer Is Quietly Eating GitHub Trending
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Jun 11
The Agent Infrastructure Layer Is Quietly Eating GitHub Trending
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3 min read
I Read Every AI Tool List I Could Find: What Actually Stuck With Me
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Jun 10
I Read Every AI Tool List I Could Find: What Actually Stuck With Me
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4 min read
The 2026 AI Coding Conversation Has Moved Past Cursor vs Claude Code
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Jun 9
The 2026 AI Coding Conversation Has Moved Past Cursor vs Claude Code
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3 min read
What Stuck With Me After Reading the December 2025 AI Dev Tool Lists
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Jun 8
What Stuck With Me After Reading the December 2025 AI Dev Tool Lists
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4 min read
Stop Blaming the Model: Write the Doc First, Then Let Cursor Chew On It
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Jun 7
Stop Blaming the Model: Write the Doc First, Then Let Cursor Chew On It
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2 min read
Why Trae Keeps Topping the Juejin AI Coding Tools List
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Jun 6
Why Trae Keeps Topping the Juejin AI Coding Tools List
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2 min read
I spent two weeks bouncing between Cursor and Claude Code on the same project
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Jun 5
I spent two weeks bouncing between Cursor and Claude Code on the same project
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2 min read
Three weeks of Vibe Coding with Claude Code, and what it taught me
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Jun 4
Three weeks of Vibe Coding with Claude Code, and what it taught me
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2 min read
I Stopped Picking Between Cursor and Claude Code
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Jun 3
I Stopped Picking Between Cursor and Claude Code
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2 min read
I Used Cursor, Claude Code and Codex for Six Months — Here Is What Actually Stuck
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Jun 2
I Used Cursor, Claude Code and Codex for Six Months — Here Is What Actually Stuck
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2 min read
AI Coding Tools进化论:我观察到的2025年实际格局
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Jun 1
AI Coding Tools进化论:我观察到的2025年实际格局
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2 min read
My 2025 Take on AI Coding Tools: Claude Code vs Cursor
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May 31
My 2025 Take on AI Coding Tools: Claude Code vs Cursor
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1 min read
I've been keeping an eye on the AI ranking data from 2025, and honestly, there's some stuff worth chatting about after looking a
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May 30
I've been keeping an eye on the AI ranking data from 2025, and honestly, there's some stuff worth chatting about after looking a
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2 min read
I Switched from Cursor to Claude Code for Code Reviews – Here's What Actually Changed
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May 29
I Switched from Cursor to Claude Code for Code Reviews – Here's What Actually Changed
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My Honest Take on AI Coding Tools in 2025 After Using Them in Production
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May 28
My Honest Take on AI Coding Tools in 2025 After Using Them in Production
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2 min read
I Tried Letta – Giving AI Agents Real Memory
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May 27
I Tried Letta – Giving AI Agents Real Memory
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2 min read
Wait, OpenAI Finally Went Open-Source. Here is What Actually Different
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May 26
Wait, OpenAI Finally Went Open-Source. Here is What Actually Different
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2 min read
I Used Cursor for 3 Months - Here is What Changed
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May 25
I Used Cursor for 3 Months - Here is What Changed
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1 min read
I've been spending way too much time testing AI coding tools lately. First got hooked on Cursor, then gave Claude Code a shot...
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May 24
I've been spending way too much time testing AI coding tools lately. First got hooked on Cursor, then gave Claude Code a shot...
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1 min read
After 6 Months with Cursor and Claude Code: My Honest Take
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May 22
After 6 Months with Cursor and Claude Code: My Honest Take
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2 min read
I Tried Cursor, Claude Code, and Codex — Here's What Actually Happened
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May 21
I Tried Cursor, Claude Code, and Codex — Here's What Actually Happened
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2 min read
Cursor vs Claude Code vs Windsurf: The Wrong Debate
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May 19
Cursor vs Claude Code vs Windsurf: The Wrong Debate
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