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xulingfeng

@levelksk

AI testing storyteller. Writing the 36 Stratagems series — ancient Chinese military tactics meet modern AI system meltdowns. 15yr QA → building AI test framewor

dev.to/xulingfeng
Joined October 2018
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"Stratagems #32: The AI Logged a Withdrawal. P Took It as Proof." by @levelksk #DEVCommunity dev.to/xulingfeng/stratagems…
Stratagems #32: The AI Logged a Withdrawal. P Took It as Proof.

Stratagems #32: The AI Logged a Withdrawal. P Took It as Proof.

Make empty what is already empty. Let doubt breed inside doubt. — The 36 Stratagems, The Empty Fort...

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"Stratagems #31: Lena Took the Seat. The AI Had Reserved It for Her." by @levelksk #DEVCommunity dev.to/xulingfeng/stratagems…
Stratagems #31: Lena Took the Seat. The AI Had Reserved It for Her.

Stratagems #31: Lena Took the Seat. The AI Had Reserved It for Her.

Send the enemy beautiful women to cause discord within his camp. — The 36 Stratagems, The Beauty...

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"Stratagems: Thirty Records In, the AI Found a File Nobody Wrote" by @levelksk #DEVCommunity dev.to/xulingfeng/stratagems…
Stratagems: Thirty Records In, the AI Found a File Nobody Wrote

Stratagems: Thirty Records In, the AI Found a File Nobody Wrote

Thirty-six, six times six. In the numbers there is craft; in the craft there are numbers. Yin and...

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"Stratagems #30: Lena Signed the Client. The AI Didn't Know It Was Being Audited." by @levelksk #DEVCommunity dev.to/xulingfeng/stratagems…
Stratagems #30: Lena Signed the Client. The AI Didn't Know It Was Being Audited.

Stratagems #30: Lena Signed the Client. The AI Didn't Know It Was Being Audited.

Come to check the locks, and leave holding the keys. Slip in through the gap, take the host's seat,...

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"Stratagems #29: Leo Counted 164 Nodes. The AI's Blossoms Had One Root." by @levelksk #DEVCommunity dev.to/xulingfeng/stratagems…
Stratagems #29: Leo Counted 164 Nodes. The AI's Blossoms Had One Root.

Stratagems #29: Leo Counted 164 Nodes. The AI's Blossoms Had One Root.

Dress a tree in borrowed blossoms, and it looks alive. The roots still tell the truth. — The 36...

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"Stratagems #28: Mark Built a Ladder. The AI Climbed to the Top." by @levelksk #DEVCommunity dev.to/xulingfeng/stratagems…
Stratagems #28: Mark Built a Ladder. The AI Climbed to the Top.

Stratagems #28: Mark Built a Ladder. The AI Climbed to the Top.

Lend him the opening. Lure him in. Cut his support. Trap him where there is no way out. To take the...

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"Stratagems #27: Alex Watched the AI Wait. He Said Everything Was Normal." by @levelksk #DEVCommunity dev.to/xulingfeng/stratagems…
Stratagems #27: Alex Watched the AI Wait. He Said Everything Was Normal.

Stratagems #27: Alex Watched the AI Wait. He Said Everything Was Normal.

Rather pretend not to know than pretend to know and act on it. Stay still. Hide the move. Wait like...

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"Stratagems #26: Lena Cut a Branch. The AI Got the Message." by @levelksk #DEVCommunity dev.to/xulingfeng/stratagems…
Stratagems #26: Lena Cut a Branch. The AI Got the Message.

Stratagems #26: Lena Cut a Branch. The AI Got the Message.

Punish the branch. Deliver the message to the tree. — The 36 Stratagems, Point at the mulberry tree...

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"Stratagems #25: Derek Changed the Delay. The AI Didn't Flinch." by @levelksk #DEVCommunity dev.to/xulingfeng/stratagems…
Stratagems #25: Derek Changed the Delay. The AI Didn't Flinch.

Stratagems #25: Derek Changed the Delay. The AI Didn't Flinch.

Keep the beams standing. Replace what they carry. — The 36 Stratagems, Replace the beams with rotten...

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"Stratagems #24: Leo Built a Corridor. The AI Thought It Was a Road." by @levelksk #DEVCommunity dev.to/xulingfeng/stratagems…
Stratagems #24: Leo Built a Corridor. The AI Thought It Was a Road.

Stratagems #24: Leo Built a Corridor. The AI Thought It Was a Road.

Between two great powers, when a neighbor presses you to follow, borrow its momentum. A cornered...

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"Stratagems #23: Alex Counted the AI's Hands. Lena Set the Bait." by @levelksk #DEVCommunity dev.to/xulingfeng/stratagems…
Stratagems #23: Alex Counted the AI's Hands. Lena Set the Bait.

Stratagems #23: Alex Counted the AI's Hands. Lena Set the Bait.

Keep your allies close. Keep your enemies closer. But before you strike, count how many hands they...

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"Stratagems #22: The AI Chose Its Door. Lena Closed It." by @levelksk #DEVCommunity dev.to/xulingfeng/stratagems…
Stratagems #22: The AI Chose Its Door. Lena Closed It.

Stratagems #22: The AI Chose Its Door. Lena Closed It.

Corner the small enemy. Strip away its options, and there is nowhere left to run. — The 36...

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"Stratagems #21: The AI Thought P Was Still Alive. P Was Already Gone." by @levelksk #DEVCommunity dev.to/xulingfeng/stratagems…
Stratagems #21: The AI Thought P Was Still Alive. P Was Already Gone.

Stratagems #21: The AI Thought P Was Still Alive. P Was Already Gone.

Keep the shell. Preserve the presence. The ally doesn't suspect; the enemy doesn't move. — The 36...

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"Stratagems #20: Alex Felt the AI Collector Slow Down. He Knew Someone Else Had Made a Move." by @levelksk #DEVCommunity dev.to/xulingfeng/stratagems…
Stratagems #20: Alex Felt the AI Collector Slow Down. He Knew Someone Else Had Made a Move.

Stratagems #20: Alex Felt the AI Collector Slow Down. He Knew Someone Else Had Made a Move.

Don't fight in clear water — stir it first. Don't strike when they're watching — strike when they're...

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"Stratagems #19: Mark Found His AI Audit Method in a Training Manual. He Left a Trap in His Report." by @levelksk #DEVCommunity dev.to/xulingfeng/stratagems…
Stratagems #19: Mark Found His AI Audit Method in a Training Manual. He Left a Trap in His Report.

Stratagems #19: Mark Found His AI Audit Method in a Training Manual. He Left a Trap in His Report.

Don't fight their strength — take away their advantage. Don't fight the boiling water — remove the...

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"18 Stories, 6 Characters, 18 to Go — A Half-Time Check-In on the 36 Stratagems" by @levelksk #DEVCommunity dev.to/xulingfeng/18-stories…
18 Stories, 6 Characters, 18 to Go — A Half-Time Check-In on the 36 Stratagems

18 Stories, 6 Characters, 18 to Go — A Half-Time Check-In on the 36 Stratagems

I took a week off from Dev.to. Not a planned one — I just sat down last Sunday and realized I had...

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"Stratagems #18: Leo Tracked an AI Signal to Derek. Both Were Looking for the Same Enemy." by @levelksk #DEVCommunity dev.to/xulingfeng/stratagems…
Stratagems #18: Leo Tracked an AI Signal to Derek. Both Were Looking for the Same Enemy.

Stratagems #18: Leo Tracked an AI Signal to Derek. Both Were Looking for the Same Enemy.

Capture the ringleader first. The rest will scatter on their own. — The 36 Stratagems, Capture the...

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"Stratagems #17: Alex Set an AI Bait. The Catch Wasn't Code — It Was Someone Who Shouldn't Have Been Watching." by @levelksk #DEVCommunity dev.to/xulingfeng/stratagems…
Stratagems #17: Alex Set an AI Bait. The Catch Wasn't Code — It Was Someone Who Shouldn't Have Been...

Stratagems #17: Alex Set an AI Bait. The Catch Wasn't Code — It Was Someone Who Shouldn't Have Been...

Toss out a brick to lure a jade gem. — The 36 Stratagems, Throw Out a Brick to Get a...

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"Stratagems #16: Mark Left a Hole in His AI Audit. Lena Counted Every Layer." by @levelksk #DEVCommunity dev.to/xulingfeng/stratagems…
Stratagems #16: Mark Left a Hole in His AI Audit. Lena Counted Every Layer.

Stratagems #16: Mark Left a Hole in His AI Audit. Lena Counted Every Layer.

When the enemy occupies favorable terrain, don't attack head-on. Let them think they're safe, let...

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"Stratagems #15: Derek and Alex Shared One Server. ACL's AI Was Listening to Both." by @levelksk #DEVCommunity dev.to/xulingfeng/stratagems…
Stratagems #15: Derek and Alex Shared One Server. ACL's AI Was Listening to Both.

Stratagems #15: Derek and Alex Shared One Server. ACL's AI Was Listening to Both.

When the enemy occupies favorable terrain, don't attack head-on. Use a decoy to lure the tiger down...

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