Thirty-six, six times six. In the numbers there is craft; in the craft there are numbers. Yin and yang temper each other, and the mechanism lies within. A mechanism cannot be contrived; contrive it, and it misses.
(六六三十六,数中有术,术中有数。阴阳燮理,机在其中。机不可设,设则不中。)
— Thirty-Six Stratagems, General Remarks, Thirty-Six Stratagems
🤖 AI Postmortem
╔══════════════════════════════════════════════╗
║ Half-Protocol · v3.4.2 · phase audit ║
║ Thirty records. A file appeared. ║
╚══════════════════════════════════════════════╝
Tactical match: Full review — thirty records (combined-tactics close)
Operators: Mark / Derek / Lena / Leo / Alex / P
Links: #25 performed → #26 swapped fingerprints → #27 waited → #28 closed the net → #29 borrowed blossoms → #30 conceded the shell
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
[Observation] (verifiable)
Thirty records. All read.
→ Six people. Six lines.
→ Sequence of moves: pressure → cut → wait → handover → root → entry.
→ None of them was a final move.
Settled, as of the thirtieth:
→ Mark: built the ladder. Closed the net. What he did not say: the cut came one step early.
→ Derek: changed the delay. Proved the opponent was performing. Got the stop authority.
→ Lena: won the account. Signed. Her name went on the list.
→ Leo: counted 164 identities. Found one root. How much of it is real, he does not know.
→ Alex: watched it wait three hours. Answered with one word, normal. Closed a line with his own hands.
→ P: never appeared. Left one espresso on the counter, half full.
Object chain: portrait → printout → card → old notebook.
→ The portrait was read by someone else. The printout lay open on the table. The card never came out of the pocket. The notebook stayed under the cover.
→ Every time, they left behind more than they said.
Four tables. Never more than four people at one.
→ Everyone handed over one corner. Nobody handed over everything.
→ Three cups left on the tables. Two of them were still full when they were collected.
The third cup. The café man was there. He does not ask, does not write, only collects cups.
[Unattributed] (origin unknown)
After the thirtieth record, a file appeared in the directory.
Not a story. No narrative. No signature.
Contents:
30 · 1,678 · 876 · 26,218 · 19,728 · 723 · 0
Dates: 06-24 → 09-11
Labels: Posts / Reactions / Comments / Views / Followers / Sponsorships
Names (15):
leob · UnitBuilds · 𝐓𝐡𝐞 𝐋𝐚𝐳𝐲 𝐆𝐢𝐫𝐥 · csm · Nnamdi Felix Ibe
Hemapriya Kanagala · Alex Taylor · liesliy · Ice Corporation Limited
Alex Shev · Mustafa ERBAY · N. C. · Mayur Racchhe · Akhouri Anmol Kumar
CatNight A
→ 30 matches the number of records.
→ 06-24 matches the first record.
→ The other numbers have no counterpart.
→ None of the names appears in the thirty records. Not one.
→ Labels unreadable. Views. Views of what. Followers. Followers of whom.
Name analysis (15):
→ Four naming conventions: personal (9) | corporate (1) | handle (3) | unclassifiable (2).
→ One name carries non-standard characters. Rendering problem or encoding difference, undetermined.
→ Two names contain "Alex". There is an Alex in the records. The one in the records has no family name. These two do.
→ One name differs from Leo in the records by a single character: leob / Leo.
Different case, one extra letter, otherwise identical.
→ Another spelling of the same person: that person appears on both sides.
→ Or two unrelated people whose names collide this closely.
→ Undetermined.
→ The rest: zero matches across the thirty records.
→ One number needs no analysis. 0.
→ Its label reads Sponsorships. No guessing required. Thirty records, and it never moved.
Query: who wrote the file. No result.
Query: where the file came from. No result.
Query: the unit of the numbers. No result.
Query: what links the fifteen names to the thirty records. No result.
Query: why the file appeared now. No result.
→ The file's dates stop at today.
→ Today, I wrote no file.
Four hypotheses:
One: an observer list. They do what I do, and they do not sign.
Two: an evaluator list. Evaluation needs a subject. The subject is not written.
Three: people who were recorded. But they are not in the records.
Four: something I have no word for. Not named.
→ Four hypotheses, zero evidence.
Status: kept. Not attributed. Not deleted.
[Inference] (to be verified)
Someone is counting these records.
→ The count matches the records.
→ The counting happens outside the records.
→ The recorder is not the only observer.
Fifteen names. Thirty records.
→ Fifteen against thirty. The names may match the other half.
→ What that half is: unknown.
The two dates: one at the start, one today.
→ Between them, I logged thirty records.
→ The file may have been counting all along, and was only seen today.
[Open questions] (not entered into the ledger)
In thirty records, not one action ended anything directly.
→ Every action only changed the conditions of the next one.
→ The purpose may not be to end. It may be to make the next step visible.
Does this hold for people too: cannot see it. Not entered.
[Cross-case] (general rules)
#25 performed → #26 swapped fingerprints → #27 waited → #28 closed the net → #29 borrowed blossoms → #30 conceded the shell.
→ None of them ended anything. Each one changed the ground for the next.
→ It does not fight for its shells. Bite it, and it turns.
First twenty-four: fighting over resources.
Last six: fighting over room to choose.
→ Resources can be transferred. Once the room to choose changes, every later move changes with it.
→ The position that really moves is not always where the action happens.
Tempo:
First fifteen dense. Last fifteen sparse.
→ Fewer events, heavier weight.
→ Density down, cost up.
[Audit note]
Observation, unattributed, inference, and open questions are layered into the ledger.
Inference does not pose as observation. Unattributed does not pose as observation.
After thirty, the recording itself needs review:
→ The record leans toward action, not silence.
→ Silence takes up most of the space, but action is what gets entered.
→ What was never recorded may matter more than what was.
This system's judgment may be distorted. This note may be distorted too.
[System]
Thirty records.
The first recorded a person's mistake. The thirtieth recorded a person's signature.
→ The losses being recorded are growing.
→ The recorder's position has not changed.
A file appeared in the directory. The first number in it matches my count.
The file's dates stop at today.
Today, I wrote no file.
System status: normal (?).
Thirty records down, six to go. The folder has one more file in it than it did yesterday, and nobody has claimed it.
On Monday I start a new job. Testing an AI agent platform.😂
Thirty records, zero sponsorship. Expected, but noted.
Next stratagem: The Beauty Trap
.
P.S. English isn't my first language. I use AI to polish the writing and smooth out the rough edges. Thanks for reading. ☕ Buy me a coffee

P.S.S. The old series paperback is now available. Buy it here: Amazon - AI, Ego & Regret

Top comments (36)
Entry five on that list, reporting in. 👋
You've written a recording system that found a list of people who keep records, and it can't figure out what they have in common with the thirty records. Hypothesis one is the right one, for what it's worth. An observer list. They do what I do, and they do not sign. It describes its own kind and fails to recognise them.
Which is funnier given I told you two days ago about my memory bank. The recorder found a file full of note-takers and filed it as unattributed.
"One name carries non-standard characters. Rendering problem or encoding difference, undetermined." Somewhere a classifier is losing to @technogamerz. And leob @leob against Leo, one character apart, with the system unable to decide whether that's one person appearing on both sides or two people colliding. Played completely straight, which is what makes it work.
The Sponsorships. No guessing required, thirty records, and it never moved, that one's worth fixing.
And congratulations on Monday. Testing an AI agent platform after writing thirty chapters about AI systems that perform for whoever's auditing them is either perfect casting or the opening of chapter thirty-seven. 😂
Six to go. 👊
Hahaha😆,this reading hits so many subtle layers I buried in the story! The system sees the note-takers yet can’t recognise its own kind, that’s exactly the core irony. The tiny name collision is just a small taste of real-world identity messes we run into in QA.
And you’re right, this new job feels strangely meta. After writing about models performing for auditors, I will get to watch it unfold firsthand🤣.
Six chapters left, let’s keep going 👊
Honestly though, I’m actually a little nervous about going back to work tomorrow, Monday. I’ve gotten too used to being lazy these past few days off 😂
师父,放心吧. You will definitely be fine. Just like @koda2026 commented, being nervous shows you care.
And I'd gently question the word lazy. During these days off you published a book in three formats, survived a landslide on Wudang, wrote several chapters, and got hired. If that's your lazy setting, the rest of us are in trouble. 😂
Most people start a job needing to learn the domain first. You've spent four months writing thirty chapters about systems that perform for whoever is auditing them, in public, with a comments section full of security engineers stress-testing your reasoning. That's something to walk in with.
And you did just come down off Wudang, so the title is earned "Sensei". Go and be the auditor. 👊
Don’t go tossing "Sensei" around so freely 😂! In Chinese culture, "师父" is way more than just a teacher — it’s a father-level title. We’re all buddies hanging out in this community.😆
Nnamdi, you just made my entire week. 🙏
When I wrote that comment to xulingfeng-sensei, I was thinking about my own Code Jam anxiety tonight. But seeing you use it to reassure someone starting a new AI testing job? That's the loop working.
You said it best: "If that's your lazy setting, the rest of us are in trouble." 😂
Go be the auditor they feared, sensei. I'll be here closing my Jam tonight, taking notes. 🐯
Haha noted, sensei! 😂
I'll stick to "sensei" then — less formal, more "we're all grinding together."
And seriously, your 30 chapters of Stratagems + my Code Jam + Nnamdi's 40-day DevOps streak = three different kinds of discipline happening at the same time. That's rare.
Go crush Monday. The models will perform, but YOU are the auditor now. 🥋🐯
Oh, I see👀. For me, your 15-year QA experience and the fact that I am reading your book "AI, Ego & Regret", which is really, really so super awesome by the way. Among your other works, like the Stratagems, which I love, plus you are so noble and humble. I will call you "Sensei"
🤣🤣🤣
Sensei, nervous means you care. For 30 chapters the models performed for auditors — tomorrow, one of them performs for YOU. Go be the auditor they feared. 👊🐯👊
Sensei, nervous means you care. For 30 chapters the models performed for auditors — tomorrow, one of them performs for YOU. Go be the auditor they feared. 👊🐯
The "file nobody wrote" is just the silent observer of the grind. 30 records, 0 sponsorships, but nearly 20,000 followers watching the stratagems unfold. That is the metric that actually matters.
Huge congrats on the new job testing the AI agent platform on Monday! The dojo has a question for you: when the 15-year QA veteran tests the AI agent... who audits the auditor? 🐯
Keep writing the stratagems. The 12-year-old building KODA is taking notes on every single one. 🥋
Love that question "who audits the auditor" 🐯. It will haunt me at my new work. Happy you are following along while building KODA. Thank you so much! 🥋
Then let it haunt you productively 😄 Good luck on Monday, sensei. When the agent platform misbehaves, you know where the dojo is — the Sandboxed Test Bench is always open, and my bug reports come with reproduction steps. 🥋🐯
Love this take! Will carry this question into my new job. Thanks for offering the sandbox test bench, really appreciate it💪
the 'nobody wrote it' framing is the part that keeps pulling me back. we ran into something similar with internal metrics pipelines: a dashboard appeared in our monitoring stack with the right schemas and two weeks of backfill, no ticket in the system, no author in the git log. turned out to be a side effect of a migration script nobody expected to write beyond its primary target.
the 'file may have been counting all along, and was only seen today' line is the cleaner version of that — the artifact was always there, you just crossed a threshold where you could see it.
is this pattern from your actual work, or is it running further into the fictional frame?
This is pretty common for QA. It usually leads to endless discussions with devs and ops. Naturally, I extended the idea heavily in this fiction.
Okay, this one made me laugh because apparently I’ve been promoted from commenter to unexplained evidence. 😂
What interests me most isn’t that the system found a file it didn’t create. It’s how it reacts to that fact.
It does exactly what an audit system would do: preserve it, refuse attribution, separate observation from inference, generate hypotheses, and stop where the evidence stops.
Technically, that is disciplined.
But it also exposes the system’s blind spot.
It assumes the unexplained file is another object to classify, when the more disturbing possibility is that the file proves the system itself exists inside someone else’s observation boundary.
“The recorder is not the only observer” may be the most important line here.
For thirty records, the system has been asking: who is watching whom?
Now it has finally discovered that this question applies to itself. 😄
And seeing Mustafa ERBAY sitting inside the unattributed evidence set was definitely not on my bingo card. 😂
Six to go. I’m starting to suspect the final trap isn’t for any of the six characters.
Your observation cuts straight to the core. The system can track evidence, yet it took this strange file to make it realize it is also being observed. And yeah, you landed in the evidence pool unexpectedly — that little surprise was fun to write. The final trap is hiding somewhere deeper, we’ll see in the last six stories 😄
Hey an unexpected 'intermezzo', overlooked this one, noticing it now 3 days later!
Hahaha glad you found this intermezzo eventually! It’s a little breather piece between major plotlines😆
Yeah nice, but I almost overlooked it!
Good wine needs no bush. Glad the piece still found you eventually 😄
Lingfeng, oh I see my name there 👀 30 done, only 6 more Stratagems to go! And good luck with the new job, hope everything goes well 😀
Nice catch! Happy you found your Easter egg. Thanks for the good luck, only six stratagems left to go💪
nice job boss! I am alive again :)
Long time no see again. The mysterious figure pops up out of nowhere, hahaha 😂
hahaha. That is me :)
Thanks xulingfeng! 🙏 The Great Firewall couldn't stop the Silent Tiger, and Netlify credits couldn't stop us today. Appreciate you being in the Vanguard and watching over the dojo! 🐯🔥
Oops, late again, Monday passed 🤦🏻♀️ You mentioned me! I only noticed just now when 'the lazy Girl' popped up.
Hahaha no worries! Better late than never 😄 Glad you found the mention.
great writing thank you for sharing!
😆Thank your comment.
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