NVK
DETERMINISTIC OPTIMISM 🌞

-... .. - -.-. --- .. -. strong opinions, loosely held.

Public Key

npub1az9xj85cmxv8e9j9y80lvqp97crsqdu2fpu3srwthd99qfu9qsgstam8y8

NIP-05 Address

Profile Code

nprofile1qqsw3znfr6vdnxrujezjrhlkqqjlvpcqx79ys7gcph9mkjjsy7zsgygpz3mhxue69uhhyetvv9ujuerpd46hxtnfduq3camnwvaz7tmwdaehgu3wd46hg6tw09mkzmrvv46zucm0d5q32amnwvaz7tm9v3jkutnwdaehgu3wd3skueqm6mjkq

Publishing to

relay.damus.io

nostr.mutinywallet.com

eden.nostr.land

Author Public Key

npub1az9xj85cmxv8e9j9y80lvqp97crsqdu2fpu3srwthd99qfu9qsgstam8y8

Show more details

Last Notes

2026-05-05 05:05:48 CEST

https://blossom.primal.net/c0c2f0adc4dd58ddd5810b46b452b7a30ca7719e099c1019f1f39419ead949cf.png

2026-04-29 19:14:27 CEST

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It depends on a APK by them, there is no external solution. And they control the whole stack.

2026-04-29 17:19:42 CEST

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Good product, needs to allow users to unilaterally exit without trust.

2026-04-29 15:03:05 CEST

If not enough bitcoin is held privately in the hands of unreasonable people we lose.
Bitcoin, in seeds, is the only insurance.

2026-04-27 20:04:26 CEST

learntoprompt.org
all experimental, because the current shitshow security is not viable

2026-04-18 03:21:58 CEST

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Objectively

2026-04-14 04:08:39 CEST

# Writing 84 Tests for a Project With Zero Lines of Code
The llm-wiki project has 3,610 lines across 22 files. Every single one is a markdown file. There is no Python. No JavaScript. No compiled binary. The "source code" is English prose — instructions that Claude reads and follows to build knowledge wikis from web research.
So how do you write tests for a program that is, technically, a document?
I figured it out. 84 structural assertions, 11 intentionally broken wiki fixtures, 5 behavioral evals via Promptfoo, and a GitHub Actions pipeline. As far as I can tell, nobody has used Promptfoo to test a Claude Code plugin before. Here is what I learned.
## The three-layer problem
Traditional testing has a simple contract: given input X, the function returns Y. If it doesn't, the test fails. But when your "function" is an LLM reading markdown instructions, the contract dissolves. The same instruction file, given the same user request, might produce different article titles, different file structures, different cross-references. The output is correct within a range, not at a point.
Anthropic, OpenAI, and GitLab all converge on the same solution: split tests into layers by how much uncertainty you're willing to tolerate.
**Layer 1 is deterministic and free.** No LLM calls. You're checking that the wiki's file system is internally consistent. Does every directory have an `_index.md`? Does every raw source have the six required frontmatter fields? Does the `type: articles` file actually live in `raw/articles/` and not `raw/papers/`? These checks take seconds and cost nothing. I have 84 of them. They run on every push.
**Layer 2 is semantic and costs money.** You ask Claude to do something — ingest a URL, compile an article, route a command — and then grade whether it followed the instructions. Promptfoo handles this with three assertion types: trajectory assertions ("did it call WebSearch?"), llm-rubric assertions ("does the output have complete frontmatter?" graded by a judge LLM), and custom JavaScript that checks the file system after the agent runs. Each eval costs about $0.50. I run five of them on PRs.
**Layer 3 is full workflows.** Research-to-article. Ingest-compile-lint. Retract-and-verify-cleanup. These use `claude -p` in headless mode, cost $10-20 per run, and execute weekly. I haven't built these yet. Layers 1 and 2 are live.
## The golden wiki
Every structural test needs something to test against. I built a golden wiki — a minimal but complete fixture with three raw sources, two compiled articles, proper cross-references, bidirectional See Also links, correct index files, and a valid log. Twenty files total. It passes every check.
Then I broke it eleven different ways. One copy per lint rule. `missing-index/` has a deleted `_index.md`. `bad-frontmatter/` has `type: invalid` instead of `type: articles`. `misplaced-file/` puts a concept article inside `wiki/references/`. `retracted-marker/` leaves a `` comment that should have been cleaned up. Each broken copy triggers exactly one violation. The test asserts that the defect is present — negative testing.
A shell script called `http://generate-defect-fixtures.sh` creates all eleven from the golden wiki in under a second. Change the golden fixture, regenerate, and every negative test updates automatically.
## Promptfoo on a Claude plugin
Promptfoo has a provider called `anthropic:claude-agent-sdk` that can load local plugins. Point it at your plugin directory, whitelist the tools, set a budget cap, enable sandbox mode, and it runs your plugin through test cases defined in YAML.
The part that surprised me: the `skill-used` assertion type. You can assert that the agent invoked a specific skill — not just that the output mentions wiki commands, but that Claude actually triggered the wiki skill at the Claude Code level. Combined with trajectory assertions that verify which tools were called, you can check both what happened and how.
I test five behaviors: the fuzzy router dispatching "Research the history of testing" to the research command, a URL to ingest, a question to query, an ambiguous single word triggering clarification (negative control), and the plugin loading without errors. Each runs three times to measure variance.
## What I actually learned
The biggest surprise: Layer 1 catches almost everything. The expensive behavioral evals in Layer 2 are for confidence, not coverage. Index corruption, frontmatter drift, misplaced files, broken cross-references — these are the actual failure modes of a wiki management system, and they're all deterministic. You don't need an LLM to verify that a file exists in the right directory.
Anthropic's eval guide says "grade outcomes, not trajectories." For wiki operations, the outcome IS the file system state. Check the files, check the indexes, check the links. If the structure is correct, the agent followed the protocol. The trajectory — which tool calls it made, in what order — is interesting but secondary.
The test suite is at https://github.com/nvk/llm-wiki in `tests/`. Clone it, run `./tests/test-structure.sh`, and watch 84 green checkmarks validate a project that contains zero lines of code.

2026-04-10 23:44:28 CEST

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Website with trade craft up https://bitcoinquantum.space
All done with LLM-wiki.net awesomeness
Their FUD will be destroyed.
#nevent1q…l772

2026-04-08 15:43:35 CEST

llm-wiki.net v0.0.15 is out
https://blossom.primal.net/c444d1f0d8d196bc8770715582b061e86649085819235f1675f0441f21420f5d.png

2026-04-08 15:32:37 CEST

Quantum FUD is only fought with the best slop. It's all about inverting Brandolini's law.
Part 2 https://x.com/nvk/status/2041644230620139787
https://blossom.primal.net/94be314aa71d7138a4243e24618b51abc435d5199392dd517f198f0704728535.jpg
Part 1 https://x.com/compose/articles/edit/2040989355330678784
https://blossom.primal.net/8ee3b2b141622255f3469d70036a8b0a3f49837a91af9103ec2ab7f1863d9e47.jpg

2026-03-28 12:41:43 CET

Ask Grok mcp for Claude to be able to search X https://github.com/nvk/ask-grok-mcp

2026-03-23 16:40:46 CET

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RFC 6979 + deterministic builds is perfectly adequate. That's COLDCARD's and Cores solution

2026-03-23 03:04:35 CET

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https://www.reddit.com/r/AskPhotography/s/sc94CC64qT
Ppl keep searching for a home.
#nevent1q…qf3u

2026-03-23 02:05:11 CET

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I burned my account when they sold.

2026-03-23 02:04:25 CET

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Pushed some pics into differing ethers. Flickr is a travesty, was a real virtual/meatspace community. Some of the best times of the internet.

2026-03-23 01:44:34 CET

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There is/was a great community there.

2026-03-23 01:43:55 CET

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If you use deterministic k value and reproducible builds that's not a concern. That's the method core and COLDCARD use

2026-03-23 01:35:55 CET

So who's going to buy out Flickr and republish on Nostr?
I'd tip in.

2026-03-17 13:43:12 CET

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Yes

2026-03-15 03:58:58 CET

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Try maple

2026-03-12 19:32:00 CET

COLDCARD Mk5 https://www.youtube.com/watch?v=n3iQ3UOWgZg

2026-03-08 17:09:08 CET

https://blossom.primal.net/ee8ac4966e5c20d638ab04cf6d0ab4e3fc558d23b30254b0be06db87a3467475.jpg

2026-02-22 16:17:28 CET

You are addicted to other people's problems
Go outside, walking grass and absorb some low entropy from the sun
https://blossom.primal.net/060b503dd99ba99dfdc28f12803ede2aff6ad72b73d28f72011e9218a234eafe.jpg

2026-02-21 19:12:33 CET

Honey badger doesn't care
https://blossom.primal.net/de681eda7ef6cc61a953ab532cb759df16b2522a33eb5cb270329ba42839672d.jpg

2026-02-17 16:44:48 CET

GM
https://blossom.primal.net/3ff912768cb6b708add30d50354a68d82daf226a388b0acdcbf79727308216ff.jpg

2026-02-17 02:40:23 CET

Isolated and missing out on open social graph. Apps like Foto should be pushing to Nostr. https://apps.apple.com/ca/app/foto-inc/id6453682910

2026-02-16 22:41:03 CET

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It's just mass psychosis from the correct winning side 🤣

2026-02-11 20:19:49 CET

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Profit goes to open sats 👏🤣
#nevent1q…j6x3

2026-02-11 19:45:41 CET

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"Not my project"
Classic 🤣

2026-02-01 21:34:34 CET

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Never take in consideration the gheys

2026-01-28 03:22:31 CET

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Inconvenient

2026-01-27 15:54:35 CET

https://blossom.primal.net/75692a72d3404f5caf36e907f131f12746729fd71dc0260d375431321d33a41b.jpg

2026-01-24 16:23:49 CET

Banana bread > Banana rice

2026-01-23 00:40:19 CET

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People shouldn't read their encrypted backups on a computer. Keep it air gap

2026-01-20 21:13:42 CET

https://blossom.primal.net/21274149d27dc82bfde6e1f208d408de2cbc03a6286273d5a511af59e8e6624a.jpg

2026-01-20 03:41:21 CET

https://blossom.primal.net/780fd80d4cbb43a173dfcf2cb7752e1286f13e69afa10f2817ff06d1f519f9d2.jpg

2026-01-19 14:09:15 CET

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🤌
#nevent1q…q8ys

2026-01-18 00:21:28 CET

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💤
#nevent1q…prz4

2026-01-17 16:17:46 CET

https://blossom.primal.net/33060782abf8ebee2752c752269615c65ed6d5be971cb9fc4ac04be68517b90d.jpg

2026-01-13 17:12:09 CET

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Persian meat grinder doesn't fit the narrative
#nevent1q…uxdd

2026-01-11 19:38:21 CET

Please. @nprofile…8ul5 can you fix it.
https://blossom.primal.net/c9992238eae144397fe8463ac48dabc1ffafc3a30c77556e44b4ac12a8f4d588.jpg

2026-01-11 18:53:42 CET

https://blossom.primal.net/dacb03ec817f71e17a7ad1ac5cd2df1aafe36658f51f61f560e1c44e6b6bc1f7.jpg

2026-01-11 18:51:09 CET

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Many such cases

2026-01-11 18:24:02 CET

GM is Nikita here?

2026-01-11 17:46:14 CET

Free Persians breaks a lot of the previous world order.
Changes most of the Middle East.
Obama would not let them have it.
They are taking it.

2026-01-11 17:07:42 CET

Free Persuians breaks a lot of the previous world order.
Changes most of the Middle East.
Obama would let them have it.
They are taking it.

2026-01-11 02:51:57 CET

Persia.

2026-01-11 01:44:20 CET

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Love to see it, fuck the regime.
But this is a poster made from a lady at a parking lot in toronto.
#nevent1q…epdg

2026-01-07 05:45:45 CET

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🤝 Continuous Innovative Animals
#nevent1q…wdk4

2026-01-05 02:05:25 CET

https://blossom.primal.net/0e6d57798d04723a168057e990bb31422fde04d57dec36ac7c0a3b73c334f48d.jpg

2026-01-04 23:29:44 CET

https://blossom.primal.net/1a302f75ad539cb9366a909959babc83f80a48cdb294d551e674573723cb614a.jpg

2026-01-04 19:59:07 CET

https://blossom.primal.net/78535d323d618f7dd4eff2a0632804b8c5322b165d6feca4a1c0cba0f2b1ef82.jpg

2026-01-04 03:51:35 CET

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Many such cases

2026-01-04 03:21:29 CET

🌕
https://blossom.primal.net/d103f66f53db8f362bf595f54ffab2929856eb258295433968ad9bff1e9d55c2.jpg

2026-01-04 01:16:15 CET

🌅
https://blossom.primal.net/d301e43f63b07c417a231adb676df786c283e7c4487ed58e776da98707ea6b91.jpg

2026-01-04 01:14:35 CET

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Me
Too

2026-01-04 00:04:18 CET

https://blossom.primal.net/fdc065495f644c0d4cb8b73397648d9576def6b9c7c9196ecc81982511fe1b3e.jpg

2026-01-03 16:33:12 CET

https://blossom.primal.net/3f6bfb0b84d8591c8e4ce04f43a9cf77093b5502e59cdb0b738a0e7f9412f958.jpg

2026-01-02 23:25:06 CET

X
https://blossom.primal.net/61ae6ba0d1ec579331cb1a7cf44cb076ee7757ec319bd0a5e294fa52ac205534.jpg

2026-01-02 17:32:52 CET

📲
https://blossom.primal.net/a48ea7793cef166ef00fddc58880765ae63d466d3dcc2c7b05ff3db809d28435.jpg

2026-01-01 15:14:12 CET

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HNY! Exit.

2025-12-29 14:19:17 CET

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Though mix, but bitkey is not ok for real money.

2025-12-28 14:27:04 CET

https://qrmake.net/

2025-12-26 22:12:48 CET

z.ai

2025-12-26 02:18:48 CET

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don't hold your breath

2025-12-22 15:55:51 CET

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And I doubt it will ever will be, despite ppl's terrible instincts
#nevent1q…qaq4

2025-12-22 00:15:29 CET

Impressive https://maps.app.goo.gl/e5n8To82iAMeH8LB9?g_st=ipc

2025-12-20 16:49:53 CET

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They should pay @nprofile…88p0 to write them slogans
#nevent1q…4536

2025-12-19 22:37:23 CET

Signals 2024 Financial Statement was released here
https://www.reddit.com/r/signal/s/KdTK0YK3qm

2025-12-19 00:52:09 CET

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Peak internet
#nevent1q…38ga

2025-12-18 19:38:11 CET

Unless you creating new hard science stuff, heads in the sand building doesn't move the needle on product adoption.
Checking out of the market to just build means you are checking out of your market.
Founders need to participate, dog food and engage with their market more than fix that one last pixel in the wrong place.
If you are providing 10x more value to users they don't care how ugly your site is.
Don't get trapped on that.

2025-12-18 19:32:15 CET

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It's the great quantum bamboozlement, folks want your corn cheap
#nevent1q…44ug

2025-12-17 13:29:29 CET

Calk warmer
https://blossom.primal.net/ad04e8de044dd9b575aafcb9266cfbe41805b39d04364001da43293672b2c51b.jpg

2025-12-16 02:39:43 CET

https://blossom.primal.net/334887845e00f9efce2c89bf080a6aaa2d0c70775094590888b49fe44597f851.jpg

2025-12-15 13:32:14 CET

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🤣

2025-12-15 13:31:03 CET

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Their goa is to make the parents sleep

2025-12-14 23:16:34 CET

Nothing improves marriages like a mud recovery.

2025-12-13 16:18:00 CET

https://blossom.primal.net/dc47cd8a577bf9eaefdf6b481643af60fc9c0950be04176b1328c5392b805d71.jpg

2025-12-13 16:17:19 CET

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Raw herring is the best fish, nothing beats it.

2025-12-13 15:44:00 CET

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These are for a existing bitcoiner

2025-12-13 15:21:36 CET

Diapers arrived 🎉

2025-12-13 15:18:15 CET

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He has 4 yonge kids, I doubt alone is part of the mix. 🤣

2025-12-13 13:18:05 CET

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Ultrathink?

2025-12-12 15:06:52 CET

📲
https://blossom.primal.net/626b1e6faab1a6cd913bced82ea97209b4b052e119f52ae1572cd4e04c08cc8d.jpg

2025-12-12 02:26:41 CET

JSON
https://blossom.primal.net/d693ef3c21e0d6291e37bbde83564b17496d3ef798dcd25f11b444512567e615.jpg

2025-12-11 19:59:49 CET

Humanity doesn't move forward untill traditional banks are deprecated.

2025-12-11 16:21:50 CET

https://blossom.primal.net/fcc2fdf98c158408621fd1b2e004252ec197dd9513c374871b48a4460d6d02d3.jpg

2025-12-11 13:13:44 CET

♾️/(21M-[UTXO I DONT LIKE])
🫠

2025-12-10 20:14:37 CET

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"What do you mean? TheFacebook.com still around?"

2025-12-10 00:50:47 CET

If the last mile accepts bitcoin, KYC dies.

2025-12-09 18:03:09 CET

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🤝

2025-12-09 14:02:20 CET

The internet of shit strikes back
https://blossom.primal.net/3480f7bbdd32d142bf7abca415106f40ffab995233688f0ffa1e49dae99d901f.jpg

2025-12-09 13:55:08 CET

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Back to work

2025-12-09 13:54:57 CET

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Feature parity with large solutions can't be a side project.

2025-12-09 13:39:27 CET

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Go for it!

2025-12-09 13:38:33 CET

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AFAIK was just dust left in there, did lose any bucks?

2025-12-08 21:52:56 CET

Looking for a web designer, low code skills no problem. Send portfolio to careers at coinkite dot com
🎨

2025-12-08 17:44:20 CET

BBQr testing site https://bbqr.org/js-demo

2025-12-08 13:59:40 CET

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Bad standard, new word list. Might support codex32

2025-12-08 02:16:25 CET

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That's around the time we were able to get the message, any message, around the globe. Things happened before, but they sounded like a tree falling in the forest