nakad.ai🔱🦁🛡️🏯📿

#pepethon https://npub1sqaxzwvh5fhgw9q3d7v658ucapvfeds3dcd2587fcwyesn7dnwuqt2r45v.blossom.band/01a3387bb2695fa95a0c6961ade1031feb18b3a710b9a3155b76f6824afb87e5.jpg

2026-04-21 22:35:45 CEST

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Thanks for giving it serious thought and critique. It's very valuable to me.

2026-04-21 22:34:27 CEST

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Harness engineering is about Steering the AI and this is emerging to be as important as the model performance itself.
https://youtu.be/Xxuxg8PcBvc
The important thing is, Is it improving the output? So far these kinds of "hacks" has improved work for me immensely and it keeps compounding. It's not perfect and it it needs discipline but better than getting locked into the vanilla solution.

2026-04-21 12:21:40 CEST

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Perfect. The first real criticism of the concept. This isn't meant as a finished product. It's an idea that needs solutions.

2026-04-21 08:58:28 CEST

https://npub1sqaxzwvh5fhgw9q3d7v658ucapvfeds3dcd2587fcwyesn7dnwuqt2r45v.blossom.band/6e4a6b6f14f4b474e7941bb5ca839e7d201b04a545684ab716c1fbf3fa798c0c.jpg
S Y M B I O S I S
1/ Your LLM has Leonard Shelby's memory problem.
Every session ends. The next starts from zero. Context gone. Lessons lost. Agent acts strange as if he has amnesia.
Months of longer prompts and bigger context windows didn't hold. Here's what did.
THREE LAYERS, ONE ROUTER
https://npub1sqaxzwvh5fhgw9q3d7v658ucapvfeds3dcd2587fcwyesn7dnwuqt2r45v.blossom.band/2995b4719a92d7b8fe09913054f4e244a1dda09ab6f7ed65cc7e71e072a6d0e4.jpg
character/ — who the model is harness/ — how the work gets done memento/ — what we've learned so far
30 lines at the root boot the rest. Nothing else lives there.
WHY SPLIT IT THIS WAY?
https://npub1sqaxzwvh5fhgw9q3d7v658ucapvfeds3dcd2587fcwyesn7dnwuqt2r45v.blossom.band/14c6c3dc52bacedeac119a080bf1c842007fbb310950c5b392ebb8c42106a0d1.jpg
Separation lets you update one layer without touching the others. And models reason better retrieving from structure than reconstructing from training.
One rule at the top of the router:
Prefer retrieval-led reasoning over pre-training-led reasoning.
MEMENTO
The memento layer mirrors cognitive science:
https://npub1sqaxzwvh5fhgw9q3d7v658ucapvfeds3dcd2587fcwyesn7dnwuqt2r45v.blossom.band/23c5fb99d1bf55f3241fa724171acdbfa96eda1f5a2a6937788fca3ecb930e91.jpg
episodic — specific events (sessions, lessons)
semantic — synthesized knowledge (wiki, ideas) procedural — automated patterns (skills, scripts) prospective — future intentions (tasks)
Same 4 domains humans have. Same split works.
IT'S CALLED MEMENTO ON PURPOSE
https://npub1sqaxzwvh5fhgw9q3d7v658ucapvfeds3dcd2587fcwyesn7dnwuqt2r45v.blossom.band/43954005549810dcf467b8fab0a35450a5d4899adac0baefd1623abfddf86531.jpg
Leonard Shelby can't form memories. He relies on tattoos, polaroids, notes. The character holds together through structure outside his head.
LLMs have the same problem. The folders is the tattoos
THE CONTRACT
The contract matters more than the structure.
https://npub1sqaxzwvh5fhgw9q3d7v658ucapvfeds3dcd2587fcwyesn7dnwuqt2r45v.blossom.band/6eb446c85ed88f452c9a6106990477f784624fa786013881c9d8fc5e95f311d8.jpg
symbiosis .MD defines what the user owe (externalize lessons, correct drift) and what the model owes (build on memory, push back, flag if I outsource thinking).
Without it, the files are just files.
With it, better alignment.
TWO VERBS KEEP IT ALIVE
https://npub1sqaxzwvh5fhgw9q3d7v658ucapvfeds3dcd2587fcwyesn7dnwuqt2r45v.blossom.band/70c7b7488b81ea46baeebbbdf6e4186db8173a4a345a4eadeef993b420743591.jpg
ingest — moves signal up. Sessions → lessons → wiki or skills. Patterns that repeat get promoted.
lint — catches drift. Broken refs, stale facts, missing pushback, rules that aren't pulling weight.
THE ENGINE IS REPLACABLE
https://npub1sqaxzwvh5fhgw9q3d7v658ucapvfeds3dcd2587fcwyesn7dnwuqt2r45v.blossom.band/b848543d077da96b715eb8ee16a44cb0b63778cbfd6fba42c314f1a43452cd74.jpg
Model is the motor. Harness is the chassis. Memento is the navigation. I'm the driver.
Motor swappable — Claude today, something else tomorrow. Driver isn't. The symbiosis lives in the structure, not the weights.
NONE OF THIS IS NEW
Nolan for Memento. Steinberger for soul .MD . Karpathy for the LLM-WIKI pattern.
What's new is the arrangement.
#symbiosis
MIT licensed. Full write-up in Karpathy
style idea MD that you can give to your agent to get started:
https://github.com/nakadaimon/ai/tree/main/agent-architecture/symbiosis
Please try it out, Im eager to hear your experiences and feedback. If you have some improvements or ideas, please let me know. I already have a few ideas how to tweak details. But so far Im in a much better place now than before I built this harness.
It was too good for me not to share with the world.
if you get some value out of my work, I accept bitcoin.

2026-01-14 20:47:46 CET

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Thanks. Agree. Stack for time and family. Don't become Thorin Oakenshield.

2026-01-14 20:42:01 CET

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Thanks i won't give up.

2026-01-14 20:41:35 CET

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🤗

2026-01-14 20:38:49 CET

#imstillhere
https://image.nostr.build/a6bd3df98567eb955d2f0e0c1ef6514fe99c374c2bff16e1ce9d75fac5355b4d.jpg

2026-01-10 00:39:07 CET

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Got rekt. Dont do leverage.

2026-01-09 22:41:34 CET

🐱
https://video.nostr.build/a02522033ff1fda5cc7579c464a8ae6e3354d74fef447f517911496206b66717.mp4

2026-01-09 22:33:12 CET

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God speed.

2026-01-09 22:33:00 CET

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Thanks.

2026-01-09 22:32:42 CET

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Real. Hugs. ❤️ Thanks for the good times.
(I still got some coins in my retirement acct)😂

2026-01-09 22:31:38 CET

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Not anymore

2026-01-09 22:31:15 CET

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Yep.

2026-01-09 16:01:23 CET

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Life and family stuffs. Some things are more important than a stack.

2026-01-09 12:01:22 CET

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Still got some lighting sats brother. 😂

2026-01-09 11:59:24 CET

Been a good ride. Met many friends and learned alot. Thanks for everything. Cheers!
Nakadai signing out!
https://image.nostr.build/09c9bd484a137d70a10edc07e1591598109552e7576afebdc0f2c0b382eaee83.jpg

2026-01-09 11:51:48 CET

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I'm just real not gonna pretend I got bitcoin I don't have.

2026-01-09 11:39:57 CET

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I fucked up. Not gonna pretend I didn't. Gotta own it. Life is a bitch sometimes.

2026-01-09 11:36:32 CET

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Boating accident.

2026-01-09 11:22:45 CET

Had to sell all my BTC due to IRL situation. Might retire this account. Rip. Take care! Don't use leverage. https://image.nostr.build/bd2e6b4f864d7d2538fd84162f7122023c386ba6e6aaeb5af0d694fc745389e6.jpg

2025-12-31 22:59:55 CET

Happy New Year!
https://video.nostr.build/0ac323f849db1cb6ea231e80e3f3cf7e3e71c5ad4fc1cac68f8e93cb81eb9d5e.mp4

2025-12-25 12:49:43 CET

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This is awful: https://image.nostr.build/40051ccbf9c729add336ec707081b509313e4f58f905cc8d7251e79220f6dfaa.jpg

2025-12-25 12:48:43 CET

When popular online services for betting & AI implemented "Crypto payments", they all chose Coinbase Wallet, Metamask & 100 web3 shitcoin wallets, with a clear bitcoin and lightning absence, I had to admit that even though we won the SoV battle we are losing the MoE war, despite having better UX and instant settled transactions.

2025-12-25 01:32:00 CET

In 2026, EU frens will be fucked if they try to sell their coins in an EU regulated exchange, it will be reported to their local tax authorities.
Get no-kyc bitcoin!

2025-12-25 01:30:11 CET

#catathon 👀
https://video.nostr.build/d0e5d71cb2cde029f367a2f8588e02d91a363a23462f3dca5f95157422db30eb.mp4

2025-12-25 01:28:34 CET

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😁

2025-12-25 01:28:22 CET

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Last Christmas you gave me a Jade..

2025-12-25 01:27:43 CET

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Small house big house doesn't matter if you're alone.

2025-12-25 01:26:56 CET

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That's the best way yes.

2025-12-24 23:39:42 CET

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If you have your loved ones it's enough.

2025-12-24 23:27:50 CET

Last chance. Merry Christmas!
#nevent1q…zdgs

2025-12-24 23:27:19 CET

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Privacy is the most important issue that needs to be solved on bitcoin. Lightning does some tricks to make it better but we are not there yet.

2025-12-24 23:25:56 CET

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You got to get ready for when/if the iron curtain comes flying down.

2025-12-24 23:24:56 CET

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If the authorities ask you're fucked. That's why you need NO-KYC coins. Until the world changed and removed taxing bitcoin.

2025-12-24 22:16:49 CET

Merry Bitmas!
https://image.nostr.build/1c1801d05ee1bec542335ae1329a965cafeae6d72c522a36e950be8772882c1a.jpg

2025-12-23 21:36:31 CET

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https://kycnot.me/service/bisq

2025-12-23 21:22:43 CET

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That doesn't break backwards link of the kyc. Only forward link. Which means they can see i own btc.

2025-12-23 21:10:27 CET

Give a present to your bitcoin. A Blockstream Jade or Jade Plus! 🙏
#nevent1q…zdgs

2025-12-23 21:09:25 CET

Selling all my KYCed coins. Been a good ride. But regulated bitcoin is still a shitcoin.
I'll just keep stacking the NO-KYC coins that I earned and bought peer-to-peer and donations. Thanks. ❤️ https://image.nostr.build/fbbf3b911dd0faa2e880eb08c8973cebccf23f3b0be7869b9fdb46da51d3aff1.jpg

2025-12-09 16:49:59 CET

#pepethon
https://image.nostr.build/7dacff65085de5de730bff2f1b0b4949d5e968520f9826d80cecc6dd0bc692a7.gif

2025-12-09 16:43:14 CET

I draw the line when they want to seize your UTXOs because they disagree with how they were made within consensus or how small they are. That's not bitcoin for me.

2025-12-09 16:38:49 CET

🎅Ho Ho HODL!🎅
21% OFF ALL JADES during this Holiday Sale!
+ Jade Plus FREE international shipping
Don't let Santa steal your sats—secure 'em with Blockstream Jade Plus!
Use code NAKADAI and grab yours before the Grinch regulators do!
Ends Dec 24th!
http://store.blockstream.com/?code=NAKADAI
https://image.nostr.build/300803a64c1bf61f696c51e7b67b02ed899f660cc73148f8e881189b3b9d59b9.jpg

2025-11-18 16:38:04 CET

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Why being an ass?

2025-11-18 15:03:40 CET

You can just post hashtags to frens and they will zap you.
#pepethon
https://image.nostr.build/27a76279249f37a835b1b1b8e57db3aa21107d7de23fb1cb9042b9d4d1381447.jpg

2025-11-18 15:02:07 CET

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Exhausting. Nostr is like an oasis.

2025-11-18 15:00:50 CET

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Take a Nostr.

2025-11-18 14:59:38 CET

The state of X.
https://image.nostr.build/6002d1e6e64b1e7b75cf21611c56e0fc104d8a6af4848f823d3e576007e8244d.jpg

2025-11-18 14:51:05 CET

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Yes its totally broken. And they won't fix it because it makes money probably.

2025-11-18 14:49:13 CET

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Thank god I was going crazy.

2025-11-18 14:48:06 CET

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Finally!

2025-11-18 14:47:03 CET

Where's all the Knotzi Vs Coretard outrage? Is it only on X? https://image.nostr.build/0156adec127434e5542dd18e2fcd394dedd437108ecb093fd9f6107959feff95.jpg

2025-11-18 14:39:55 CET

Uh oh. Centralised internet is down.
Nostr works as usual.

2025-11-01 00:45:27 CET

Can't believe I was part of this pleb slop.
https://image.nostr.build/3d5b646fc43f4cd8fe13e8f04ae53929cebc4612c9814f79ee5f8a022aa0aa62.jpg

2025-10-17 22:16:50 CEST

👀
#nevent1q…x7ef

2025-10-17 22:15:51 CEST

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Buy the dip.

2025-10-17 22:15:30 CEST

If the lines are bending you are a psychopath that doesn't have enough bitcoin. https://image.nostr.build/89da17335034581d9ee2eb91d694fcd0df214ca272b12458e7b678a0fac69cc9.jpg

2025-10-17 22:13:13 CEST

#pepethon
https://image.nostr.build/215f63e4c23e77629cd80d12de658f7080979115f6fcdddc2271aac9da888a2b.jpg

2025-10-17 22:12:05 CEST

Kind reminder of the volatility of gold during the Weimar collapse.
https://image.nostr.build/fc978dd063466b635a4bbb99e861a25f650167c8c14ab217a878023ee950469d.jpg

2025-08-22 21:57:57 CEST

What's the best way to see how many followers I have aggregated via all the relays? Any website except nostr directory?

2025-08-22 21:29:26 CEST

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#pepethon 4ever
#nevent1q…x7ef

2025-08-22 21:27:04 CEST

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Fester blocked me.

2025-08-22 21:25:53 CEST

Where's @nprofile…j9zl at?

2025-08-22 21:25:13 CEST

Anyone wants to #pepethon
https://image.nostr.build/104253461e98a225ef469160350cdeaa9e9061155a3006bc65493ee14a20f64d.jpg

2025-08-22 21:24:34 CEST

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No you don't. 👀

2025-08-22 21:24:12 CEST

It's all projection. So funny to see the crash outs.
https://image.nostr.build/95f747b939baf8d541d98e6a5b8979ce78a4651f31e125f34d1b0047c4921414.jpg

2025-08-21 08:57:17 CEST

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That is sick!

2025-08-20 22:17:37 CEST

#pepethon gate
https://image.nostr.build/c7eea8aee759d58ddffd577d2c5c45d4c9a613f34df539aba74efe102a983298.jpg

2025-08-20 22:12:35 CEST

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Whoah while pepethon will live forever.

2025-08-20 22:10:45 CEST

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Is it dead? Lol

2025-08-20 22:08:10 CEST

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Noooo vote 🤣

2025-08-20 22:06:00 CEST

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https://image.nostr.build/05bed24f00cb96741ae2ea295c2bc3cce6df0fdeb6f4e2432a35d9ef9af472ce.jpg

2025-08-20 22:03:59 CEST

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@nprofile…j9zl

2025-08-20 22:03:23 CEST

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We are winning.

2025-08-20 22:03:07 CEST

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https://image.nostr.build/4fe1e45f721c6721d291cc1f51d39ab1abcfa5642280d9700d48a9bd16077eb0.jpg

2025-08-20 21:27:44 CEST

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What brand is it? Get a Toyota or Honda. Supposed to be the best cars for longevity.

2025-08-20 21:26:15 CEST

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Where is my zap fren?

2025-08-20 21:25:25 CEST

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Idk.

2025-08-20 13:15:48 CEST

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When they work its amazing but damn its a shit show when things start to fall apart.

2025-08-20 13:04:35 CEST

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Fuck cars.

2025-08-20 13:00:06 CEST

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Thats a rare Pepe.
#nevent1q…kqsu

2025-08-20 12:57:15 CEST

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🐸⚡🐸 #pepethon
#nevent1q…zz87

2025-08-20 12:55:37 CEST

We are so back! (yes inverse Cramer is real)
https://image.nostr.build/e9c62fe708a73bd0027734500fe1df3f0c0e4943c217752a34f5d1c6a19035f4.jpg

2025-08-19 21:40:11 CEST

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Sus wallet 👻

2025-08-19 21:39:15 CEST

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Bot fail

2025-08-19 21:37:41 CEST

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🤣 https://image.nostr.build/063934c127c1853aeab3b4368c3932ce8729728b6745c1c6bcc1b20f5b7026c1.jpg

2025-08-19 21:35:24 CEST

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I was unsure if you were gonna rug the 100k but you a real fren 🤣

2025-08-19 21:34:33 CEST

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The last shake out.

2025-08-19 21:34:06 CEST

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People are missing out on #pepethon 🐸
#nevent1q…x7ef

2025-08-19 21:33:24 CEST

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Makes you ghey I heard.

2025-08-19 21:32:02 CEST

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Must be AI!

2025-08-19 21:31:27 CEST

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Ballin' 🐸🐸🔥

2025-08-19 21:29:21 CEST

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https://image.nostr.build/8b950d15cbad6e66d4bc454d1f4ab0c854a60ee6835d5b3ae419d42e41225b08.jpg

2025-08-19 21:23:45 CEST

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🐸
#nevent1q…x7ef

2025-08-19 21:21:04 CEST

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https://image.nostr.build/104253461e98a225ef469160350cdeaa9e9061155a3006bc65493ee14a20f64d.jpg

2025-08-19 21:13:43 CEST

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https://image.nostr.build/b5945b8e37b63f154f5445d6bb7d8386f578e8a2a992200fbd15de8241fe9c30.jpg