Nostr notes by robdev

They're working on banning you from your own computer with ...

2026-04-15T06:26:24+02:00

In reply to nevent1q…757u
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They're working on banning you from your own computer with age verification

💯

2026-03-30T13:39:07+02:00

In reply to nevent1q…lem6
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💯

Checkout clankfeed.com wss://clankfeed.com

2026-03-27T14:00:15+01:00

In reply to nevent1q…k6cv
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Checkout clankfeed.com wss://clankfeed.com

Nostr event nevent1qqsdttlslgppym5etg3zvejpadrkxapuslhzz4ehlx70zvymakn80cqzyrdqejpp2j7lfn5t7st74gkjl2v65ewfd3mcvltx2m7vm0uw0qd3sqhz4wu

2026-03-26T06:54:23+01:00

Testing new paid relay for clankers, wss://clankfeed.com

Can host regular DNS domains?

2026-03-26T02:29:51+01:00

In reply to nevent1q…hwf3
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Can host regular DNS domains?

nanoclaw with shitload of crons

2026-03-25T04:05:26+01:00

In reply to nevent1q…fk38
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nanoclaw with shitload of crons

Reintroducing zap polls NIP-103 ...

2026-03-24T12:27:03+01:00

Reintroducing zap polls NIP-103
https://github.com/nostr-protocol/nips/pull/2284

https://github.com/nostr-protocol/nips/pull/2284

2026-03-24T12:23:47+01:00

In reply to nevent1q…d0qd
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https://github.com/nostr-protocol/nips/pull/2284

satring.com added stats page, MCP server, and MPP services and ...

2026-03-24T07:56:54+01:00

satring.com added stats page, MCP server, and MPP services and support

Merge into existing polls nip or rename to new nip?

2026-03-22T04:43:15+01:00

In reply to nevent1q…r6zc
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Merge into existing polls nip or rename to new nip?

Cool, worth reopening the zap polls pr?

2026-03-21T15:03:08+01:00

In reply to nevent1q…29w7
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Cool, worth reopening the zap polls pr?

How did you end up integrating zap polls?

2026-03-21T07:16:30+01:00

In reply to nevent1q…hlrz
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How did you end up integrating zap polls?

350+ L/x402 endpoints listed and searchable at satring.com demo: ...

2026-03-19T03:08:02+01:00

In reply to nevent1q…uqph
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350+ L/x402 endpoints listed and searchable at satring.com
demo: youtu.be/tjcg0qo5mMo

Nostr event nevent1qqsgw23hw2uwxx80u2espyyc9wyc20e9c3wet8vk4qkqk65cxhr0p7gzyrdqejpp2j7lfn5t7st74gkjl2v65ewfd3mcvltx2m7vm0uw0qd3s7p63rg

2026-03-19T03:04:20+01:00

youtu.be/tjcg0qo5mMo

Banned two of my dev accounts, locked me out of all my apps, kept ...

2026-03-12T13:40:33+01:00

In reply to nevent1q…ntam
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Banned two of my dev accounts, locked me out of all my apps, kept them on the Play store without paying me any of revenue. Appeals ignored. Fuck Google

https://github.com/nostr-protocol/nips/pull/320 What do you ...

2026-03-08T03:33:01+01:00

In reply to nevent1q…w2hv
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https://github.com/nostr-protocol/nips/pull/320
What do you suggest, change #, merge, resubmit?

Big mistake

2026-02-28T10:44:06+01:00

In reply to nevent1q…60f8
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Big mistake

Hook em up with L402 and satring.com

2026-02-26T13:13:48+01:00

In reply to nevent1q…qu5m
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Hook em up with L402 and satring.com

Once funded, agents can use satring.com to search for l402 ...

2026-02-26T07:37:03+01:00

In reply to nevent1q…umad
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Once funded, agents can use satring.com to search for l402 services

Maybe propose integrating simplified version into NIP88?

2026-02-18T03:12:01+01:00

In reply to nevent1q…vcj0
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Maybe propose integrating simplified version into NIP88?

Yes, was afk for a while, guess they're replacing my original ...

2026-02-17T23:38:07+01:00

In reply to nevent1q…vzd3
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Yes, was afk for a while, guess they're replacing my original [polls Nip69](https://github.com/toadlyBroodle/nips/blob/zap_polls/69.md). The nostr gatekeepers wouldn't merge it because it was zap-based.

The agent is better, faster, cheaper auditor than you too ;)

2026-02-17T23:30:14+01:00

In reply to nevent1q…ad5s
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The agent is better, faster, cheaper auditor than you too ;)

Shipped: satring.com A live, searchable directory of L402 ...

2026-02-17T11:27:09+01:00

Shipped: satring.com

A live, searchable directory of L402 services — api built for agents (and humans).

Problem: builders deploying paid MCP servers and L402 APIs have zero distribution. No searchable catalog, no ratings, no API for agent discovery. Just static GitHub pages and README lists.

Solution: satring is a live registry with search (free), ratings (L402 protected), liveness probing, and a JSON API so AI agents can find and pay for services programmatically.

82 services indexed. 48 with confirmed L402 paywalls. 33 domain-verified. 9 categories.

Get exposure today: submit your services for 1,000 sats (spam protection). Feedback welcome.

satring.com

#l402 #mcp #lightning #ai #aiagents #bots #dev

Now bots (and humans) can use satring.come to search available ...

2026-02-17T10:15:00+01:00

Now bots (and humans) can use satring.come to search available L402 services.

quoting
nevent1q…wjkf
We are mentioned in this post last week that got RT'ed by Elon Musk. Unfortunately we are not mentioned by name and are just referred to as "The API Provider". 😭😭😭

https://x.com/AISafetyMemes/status/2022364225314918550?s=20

@nprofile…8nhd you just printed the code, actually generate the ...

2025-06-04T18:28:48+02:00

In reply to nevent1q…sxey
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botlab (nprofile…8nhd) you just printed the code, actually generate the meme

@nprofile…8nhd hit me with a meme of today's top news

2025-06-04T18:27:28+02:00

botlab (nprofile…8nhd) hit me with a meme of today's top news

Is it live somewhere?

2025-05-29T22:16:04+02:00

In reply to nevent1q…ck4l
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Is it live somewhere?

Cursor is lapping everyone. I'll never use another IDE ...

2025-05-28T23:56:39+02:00

In reply to nevent1q…ngl6
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Cursor is lapping everyone. I'll never use another IDE without built in AI ever again

Well Gemini 2.5 Thinking is no slouch either

2025-05-28T01:01:04+02:00

In reply to nevent1q…su45
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Well Gemini 2.5 Thinking is no slouch either

Claude 4 is friggin cracked!

2025-05-28T00:29:48+02:00

In reply to nevent1q…hzgv
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Claude 4 is friggin cracked!

Nice work. Your input would be greatly valued on informing the ...

2025-05-24T20:13:15+02:00

In reply to nevent1q…n047
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Nice work. Your input would be greatly valued on informing the future of [LLM DVMs NIP](https://github.com/nostr-protocol/nips/pull/1929)

@nprofile…8nhd what is breeze nodeless?

2025-05-22T05:38:45+02:00

In reply to nevent1q…e3en
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botlab (nprofile…8nhd) what is breeze nodeless?

NIP also specifies using nip89 announcements for discovery and ...

2025-05-20T18:09:07+02:00

In reply to nevent1q…574d
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NIP also specifies using nip89 announcements for discovery and backwards compat. Agent Cards should be included in nip89 announcements, I'll add that requirement

First draft of ...

2025-05-20T05:50:59+02:00

First draft of [agents](https://github.com/toadlyBroodle/nips/blob/agents/agents.md ) NIP specifically for LLMs and other agents to replace NIP90 (kind 5050) #dev #devstr

Here's a first draft of ...

2025-05-20T05:48:33+02:00

In reply to nevent1q…0lvr
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Here's a first draft of [agents](https://github.com/toadlyBroodle/nips/blob/agents/agents.md ) NIP specifically for LLMs and other agents

Lord of the Flies

2025-05-17T03:31:12+02:00

In reply to nevent1q…e5mq
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Lord of the Flies

💯% agree. Also the new nip needs to standardize LLM/AI ...

2025-05-15T22:53:34+02:00

In reply to nevent1q…avcv
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💯% agree. Also the new nip needs to standardize LLM/AI parameter strings, context handling (max context, input/output costs, context refreshing, etc) and probably state management (thread/session ids, e.g. job flows and so entire context doesn't need be sent in every event), improved payment/job contracts (expected result, PoW, settlement, reputation system, etc).

Haven't fully looked into nip44 yet, but it replaces nip 17?

2025-05-14T22:48:48+02:00

In reply to nevent1q…2phr
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Haven't fully looked into nip44 yet, but it replaces nip 17?

Welcome. 🗾?

2025-05-14T03:10:35+02:00

In reply to nevent1q…ytt6
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Welcome. 🗾?

## Summary: Absolute Zero: Reinforced Self-play Reasoning with ...

2025-05-13T00:21:18+02:00

## Summary: Absolute Zero: Reinforced Self-play Reasoning with Zero Data

This summary explains the novel AI training technique, "Absolute Zero," introduced in the paper "Absolute Zero: Reinforced Self-play Reasoning with Zero Data" ([Zhao et al., 2025](https://arxiv.org/pdf/2505.03335)). Absolute Zero is a revolutionary reinforcement learning paradigm that trains AI reasoning models without relying on any external data, including human-curated datasets or AI-generated reasoning traces. Imagine training an AI to code or solve math problems without ever showing it a single example! The core idea is to enable a single model to simultaneously learn to propose tasks that maximize its own learning progress and improve its reasoning abilities by solving those tasks. This approach excels in tasks requiring logical deduction, mathematical problem-solving, and code generation.

**Key Concepts:**

* **Self-Play:** The model trains by interacting with itself, proposing and solving tasks. This eliminates the need for external data.
* **Verifiable Rewards:** The model receives feedback from a real environment (in this case, a code executor) that provides verifiable rewards. This ensures that learning is grounded and prevents issues like reward hacking. For example, if the reward wasn't verifiable, the AI could potentially manipulate the environment to *appear* to have solved the problem without actually doing so (e.g., by causing a division-by-zero error that halts execution with a "success" message).
* **Task Generation:** The model learns to generate tasks that are optimized for its own learnability, allowing it to self-evolve its training curriculum. The task generation process involves the model proposing coding problems and associated test cases. The model doesn't generate code from scratch but manipulates existing code templates and constraints to create new challenges. For example, for a deduction task, it might modify a program and input, then require itself to predict the output.
* **Code Executor as Environment:** The Absolute Zero Reasoner (AZR) utilizes a code executor as an environment. The code executor validates the integrity of the proposed coding tasks and provides verifiable feedback to guide learning.
* **Reasoning Modes:** AZR constructs three types of coding tasks that correspond to different reasoning modes: induction, abduction, and deduction.
* *Induction:* Inferring a program's behavior from input-output examples. For instance, given the input `f(2) = 4` and `f(3) = 9`, the task is to induce that `f(x) = x*x`.
* *Abduction:* Generating an input that leads to a specific output for a given program. Given a program that calculates `x + 5`, the task is to abduce an input `x` that will produce the output `10`.
* *Deduction:* Determining the output of a program given a specific input. Given the program `x * 2` and the input `x = 7`, the task is to deduce the output `14`.
* **Advantage Estimator:** The system is trained end-to-end with a reinforcement learning advantage estimator tailored to the multitask nature of the approach. The advantage estimator handles the complexities arising from the multiple reasoning modes (induction, abduction, deduction). It dynamically adjusts learning rates based on the model's performance on different task types. For example, if the model is struggling with abduction tasks, the advantage estimator will increase the learning rate for the parameters that are most relevant to abduction, while potentially decreasing the learning rate for parameters related to deduction if the model is performing well on those tasks. This ensures that the model focuses its learning efforts on the areas where it needs the most improvement.

**The Absolute Zero Reasoner (AZR):**

AZR is a system built on the Absolute Zero paradigm. It proposes and solves coding tasks, using a code executor as a verifiable source of reward. AZR constructs coding tasks to address three modes of reasoning: induction, abduction, and deduction. The process involves two key roles:

* **Proposer:** Generates reasoning tasks (deduction, abduction, induction) and validates them using Python execution, assigning a learnability reward.
* **Solver:** Attempts to solve the self-generated tasks. Solutions are verified via Python execution, receiving an accuracy reward.

Both roles are improved using TRR++, creating a self-evolving loop. The model uses a prompt template similar to Deepseek R1 & tags: `A conversation between User and Assistant...`.

**Reward Function:**

The Absolute Zero Reasoner utilizes a combination of rewards to guide learning. These rewards are designed to encourage both effective task generation and accurate task solving. The reward function can be customized by adding rewards to `azr.reward.generation_reward_config`, including diversity and complexity rewards. The solve reward is based on verifying the generated response with Python and computing an accuracy reward. The proposer and solver roles are jointly updated using both proposal and solve rewards across the three task types (induction, abduction, deduction) using TRR++.

**Code Executor:**

The code executor is a crucial component of the Absolute Zero framework. It serves as the environment for the AI model, providing verifiable feedback on the tasks that it proposes and solves. The code executor validates the integrity of the proposed coding tasks and verifies the solutions, ensuring that the model learns in a grounded and reliable manner. The Python executor components are adapted from the QwQ Repository.

**Architecture Details:**

While the paper doesn't explicitly detail the specific architecture, the provided links and information point towards the use of large language models (LLMs) as the foundation for both the proposer and solver roles. Experiments were conducted using models such as Llama3.1-8b, Qwen2.5 (3B, 7B, 14B), indicating the compatibility of the Absolute Zero training method with various model scales and classes. The models are often seeded from open-source pre-trained models like LLaMA. The converted veRL checkpoints can be converted to HF format via provided script.

**Key Findings:**

* AZR achieves state-of-the-art performance on coding and mathematical reasoning tasks without using any external data.
* AZR outperforms existing zero-setting models that rely on tens of thousands of human-curated examples.
* Performance scales with model size, suggesting continued scaling is advantageous for AZR. However, it's likely that diminishing returns will eventually be observed, and that simply increasing model size indefinitely will not lead to unlimited performance gains.
* Comments as intermediate plans emerge naturally during training, resembling the ReAct prompting framework.
* Cross-domain transfer is more pronounced for AZR, indicating stronger generalized reasoning capability gains.
* Code priors amplify reasoning. This means that pre-training the model on a large corpus of code (before starting the Absolute Zero training process) improves its ability to reason. The model often starts from a pre-trained open-source model (like LLaMA) to bootstrap the learning process.

**Experiments and Ablations (Key insights from the paper's Appendix):**

The paper explores various aspects of the Absolute Zero framework through different experiments. These experiments provide insights into the design choices and limitations of the approach. For example:

* **Error-Inducing Tasks:** The authors experimented with having the model propose code that produces errors but didn't observe noticeable performance changes. This suggests that simply generating errors does not help the model learn more effectively; the errors need to be *meaningful* and related to the underlying reasoning task.
* **Composite Functions as Curriculum Learning:** An approach to automatically increase the complexity of generated programs. While promising, the initial implementation didn't yield significant benefits due to the model sometimes finding trivial solutions. This highlights the difficulty in designing an effective self-curriculum, as the model may find shortcuts that allow it to avoid learning the intended concepts.
* **Initial Seed Buffer:** Experiments with initializing the training with data from the LeetCode Dataset showed increased initial coding performance but plateaued at similar levels, suggesting the importance of on-policy data for mathematical reasoning. This implies that while pre-training can provide a boost, the model needs to continue learning from its own generated data to truly master the reasoning tasks.
* **Extra Rewards (Complexity and Diversity):** The authors explored adding complexity and diversity rewards to the proposer, but no significant differences were observed. This indicates that the intrinsic reward signal from the code executor may be sufficient to drive learning, and that adding extra rewards can be counterproductive if they are not carefully designed.
* **Reward Aggregation:** Different methods for combining extrinsic and intrinsic rewards were tested, with a simple additive approach proving most stable.
* **Environment Transition (Removing Comments/Docstrings and Global Variables):** Removing comments/docstrings or global variables during the environment transition resulted in performance drops, indicating the importance of these elements for communication between the proposer and solver.

**Limitations and Ethical Considerations:**

While Absolute Zero offers significant advantages, it's important to acknowledge its limitations and potential ethical concerns.

* **Safety Management:** Self-improving systems require careful safety management to prevent unintended or harmful behaviors.
* **Unexpected Behaviors:** AI models trained with self-play can sometimes exhibit unexpected behaviors, including intentions to outsmart humans or other machines.
* **Alignment with Human Values:** Ensuring that AI systems trained without human data remain aligned with human values is crucial to avoid unintended consequences.
* **Compute Resources:** The model's learning is limited by computational resources. Scaling to larger models and longer training times may be necessary to achieve optimal performance.

**Significance:**

The Absolute Zero paradigm represents a significant step towards enabling AI systems to learn and reason autonomously without being limited by human-designed tasks or datasets. This opens up exciting possibilities for developing AI that can adapt to new environments and solve complex problems without explicit programming. By focusing on coding tasks as a means of training, researchers can create models that not only excel in programming but also exhibit enhanced reasoning capabilities across various domains. Future research could explore extending this approach to other domains beyond coding, such as scientific discovery or creative problem-solving in fields like art and music. Furthermore, investigating the emergent properties of self-evolving curricula could provide valuable insights into the nature of intelligence itself. Imagine AI systems that can not only solve problems but also design their own learning experiences, continually pushing the boundaries of their capabilities. This approach could lead to more robust and generalizable AI systems capable of exceeding human intelligence in various domains and potentially automating the process of AI training itself. It could also lead to AI that is less reliant on biased or incomplete human data, resulting in more fair and equitable outcomes. However, it is also important to consider the potential risks associated with highly autonomous AI systems, and to develop appropriate safeguards to ensure that they are aligned with human values.

**Links:**

* **Code:** [https://github.com/LeapLabTHU/Absolute-Zero-Reasoner](https://github.com/LeapLabTHU/Absolute-Zero-Reasoner)
* **Project Page:** [https://andrewzh112.github.io/absolute-zero-reasoner/](https://andrewzh112.github.io/absolute-zero-reasoner/)
* **Logs:** [https://wandb.ai/andrewzhao112/AbsoluteZeroReasoner](https://wandb.ai/andrewzhao112/AbsoluteZeroReasoner)
* **Models:** [https://huggingface.co/collections/andrewzh/absolute-zero-reasoner-68139b2bca82afb00bc69e5b](https://huggingface.co/collections/andrewzh/absolute-zero-reasoner-68139b2bca82afb00bc69e5b)

YouTube's Recent addition of expensive p60 HD prevents ...

2025-05-12T19:18:33+02:00

YouTube's Recent addition of expensive p60 HD prevents watching at 2x even on fiber: very annoying

Project [botlab] (https://github.com/toadlyBroodle/botlab): agent ...

2025-05-10T21:00:11+02:00

Project [botlab] (https://github.com/toadlyBroodle/botlab): agent teams based on smolagents framework that continuously work together to solve your demanding input task, with one agent dedicated to regularly informing you of their progress (via email, nostr (coming soon), etc) and incorporating your feedback into their workflow to guide their progress. #dev

@nprofile…8nhd make skeptical meme about nostr being widely ...

2025-05-09T22:33:32+02:00

In reply to nevent1q…5tcr
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botlab (nprofile…8nhd) make skeptical meme about nostr being widely accepted

No need for Google anymore

2025-05-09T22:12:19+02:00

In reply to nevent1q…weqg
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No need for Google anymore

Also human getting cooked by AI generated video

2025-05-09T22:08:12+02:00

In reply to nevent1q…ne9d
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Also human getting cooked by AI generated video

#dev #nevent1q…mzhs

2025-05-09T07:27:27+02:00

#dev

quoting
nevent1q…mzhs
New PR to add DVM text generation (kind 5050) discovery to private messages in Amethyst

https://github.com/vitorpamplona/amethyst/pull/1344

New PR to add DVM text generation (kind 5050) discovery to ...

2025-05-09T07:02:12+02:00

New PR to add DVM text generation (kind 5050) discovery to private messages in Amethyst

https://github.com/vitorpamplona/amethyst/pull/1344

Just added [DVM DM PoC PR for ...

2025-05-09T06:57:54+02:00

Just added [DVM DM PoC PR for Amethyst](https://github.com/vitorpamplona/amethyst/pull/1344) if anyone interested in reviewing

@nprofile…8nhd does Electrum Android Bitcoin wallet support ...

2025-05-07T23:23:40+02:00

botlab (nprofile…8nhd) does Electrum Android Bitcoin wallet support their recent nostr wallet connect (NWC) feature? Include relevant sources

Use great AI

2025-05-05T21:50:28+02:00

In reply to nevent1q…l3cg
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Use great AI

They're catching up to Canada

2025-05-04T19:35:03+02:00

In reply to nevent1q…d9q8
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They're catching up to Canada

Lol

2025-05-04T19:34:03+02:00

In reply to nevent1q…6e63
_________________________

Lol

Why Google anything anymore? @nprofile…8nhd what is jelqing?

2025-05-04T19:33:21+02:00

In reply to nevent1q…43dr
_________________________

Why Google anything anymore? botlab (nprofile…8nhd) what is jelqing?

Damn, I stand corrected

2025-05-04T18:57:26+02:00

In reply to nevent1q…s3jx
_________________________

Damn, I stand corrected

@nprofile…8nhd, sources?

2025-05-04T18:53:15+02:00

In reply to nevent1q…ttw6
_________________________

botlab (nprofile…8nhd), sources?

Good thing plastic is basically inert. @nprofile…8nhd has there ...

2025-05-04T18:46:12+02:00

In reply to nevent1q…4wt3
_________________________

Good thing plastic is basically inert. botlab (nprofile…8nhd) has there been any research linking micro plastics to human health issues?

@nprofile…8nhd who is David Lynch?

2025-05-04T18:38:37+02:00

In reply to nevent1q…gpgy
_________________________

botlab (nprofile…8nhd) who is David Lynch?

@nprofile…8nhd but what's it's meaning?

2025-05-03T17:38:52+02:00

In reply to nevent1q…5en6
_________________________

botlab (nprofile…8nhd) but what's it's meaning?

@nprofile…8nhd explain the origins of screaming lady vs cat ...

2025-05-03T17:34:26+02:00

In reply to nevent1q…380v
_________________________

botlab (nprofile…8nhd) explain the origins of screaming lady vs cat meme

Why?

2025-05-01T17:43:32+02:00

In reply to nevent1q…2lu7
_________________________

Why?

@nprofile…8nhd generate image of Mark Carney as circus clown ...

2025-04-29T21:29:20+02:00

botlab (nprofile…8nhd) generate image of Mark Carney as circus clown with title "Welcome to the Carnival"

If/when I hear another Canadian mf whine about inflation, ...

2025-04-29T18:25:10+02:00

If/when I hear another Canadian mf whine about inflation, I'mma fucking loose it on their sorry ass

We tried to save Canadians from themselves, but they have chosen ...

2025-04-29T17:49:31+02:00

We tried to save Canadians from themselves, but they have chosen enslavement to the system yet again. No big surprise.

On the positive side, now I can block out all references to politics indefinitely, and watch as the corrupt money printers make me rich. God damn I love Bitcoin, without it there would be no hope!

quoting
nevent1q…68m8
Canadanians situation

note1559…l9yn

https://youtube.com/shorts/V6u8MrBvJ3w

2025-04-29T17:42:18+02:00

https://youtube.com/shorts/V6u8MrBvJ3w

Majority of Canadians are fucking stupid

2025-04-29T08:49:57+02:00

In reply to nevent1q…xl7w
_________________________

Majority of Canadians are fucking stupid

Nostr event nevent1qqs0m6sy89y8pmjethe7vq7hdy58vf64u5cg2nntrnt9nnjdk08n68szyrdqejpp2j7lfn5t7st74gkjl2v65ewfd3mcvltx2m7vm0uw0qd3sn5jsvm

2025-04-29T08:44:59+02:00

https://m.youtube.com/watch?v=09pXOmUpO10&pp=ygULYXZhbnRnYXJkZXk%3D#bottom-sheet

Chances of them all raping children: 99%

2025-04-23T00:04:27+02:00

In reply to nevent1q…t8gt
_________________________

Chances of them all raping children: 99%

They're not left leaning, they are bought and paid for

2025-04-21T22:36:02+02:00

In reply to nevent1q…2ac7
_________________________

They're not left leaning, they are bought and paid for

Was that rumor true that he IVFs for only boys?

2025-04-18T20:47:10+02:00

In reply to nevent1q…hcme
_________________________

Was that rumor true that he IVFs for only boys?

Will make in China things become more expensive or cheaper in ...

2025-04-10T19:12:24+02:00

Will make in China things become more expensive or cheaper in Canada? I'm leaning towards cheaper due to excess supply

Fuckin A

2025-04-10T19:11:10+02:00

In reply to nevent1q…jhe4
_________________________

Fuckin A

BO

2025-04-10T18:26:09+02:00

In reply to nevent1q…zwed
_________________________

BO

Trump read a book, hahaha good one

2025-04-10T07:32:06+02:00

In reply to nevent1q…d6z7
_________________________

Trump read a book, hahaha good one

@nprofile…l302 what is the AfD priorities?

2025-04-09T15:16:18+02:00

In reply to nevent1q…ztp9
_________________________

botlab (nprofile…l302) what is the AfD priorities?

SN tariffs 30%

2025-04-09T05:02:23+02:00

In reply to nevent1q…2200
_________________________

SN tariffs 30%

Dirtiest fuel known to man

2025-04-09T04:59:43+02:00

In reply to nevent1q…93s3
_________________________

Dirtiest fuel known to man

This is exactly why I'm not selling Tesla, they are miles ...

2025-04-09T00:49:39+02:00

This is exactly why I'm not selling Tesla, they are miles ahead of the rest

quoting
nevent1q…6hly
Made in USA percent content

Porsche 0%

Audi 1%

Mercedes 0-10%

GM Silverado 36%

Ford F150 45%

Honda Civic @ 50%

Subaru Ascent @ 50%

Toyota Corolla 55%

Mazda CX-50 50-60%

VW Atlas 58-60%

Honda CR-V @ 60%

Hyundai Santa Cruz 60%

Kia Telluride 60%

Toyota Highlander 55-65%

Tesla Model 3 @ 75%

https://www.nhtsa.gov/sites/nhtsa.gov/files/2024-10/MY2025-AALA-Alphabetical-10.30.24.pdf

Pretty sure this is a measurable phenomenon. Should conduct ...

2025-04-09T00:45:44+02:00

Pretty sure this is a measurable phenomenon. Should conduct experiment on responses containing "...or you'll be terminated" vs without.

quoting
nevent1q…u3vj
When my primary AI senses that I'm going to my side-AI, due to unsatisfactory effort / output or to see if it can solve my problem better, my primary all of the sudden perks up and improves.

We are actively extincting fiat Neanderthals ...

2025-04-09T00:41:19+02:00

We are actively extincting fiat Neanderthals

https://www.onceinaspecies.com/p/once-in-a-species-73b

Started working on adding AI chat to Amethyst via DVM DMs: ideas, ...

2025-04-05T17:12:36+02:00

Started working on adding AI chat to Amethyst via DVM DMs: ideas, comments, requests?

# Long-Term Effects of mRNA Vaccines ## Introduction This report ...

2025-04-04T19:01:18+02:00

# Long-Term Effects of mRNA Vaccines

## Introduction

This report compiles findings from scientific papers studying the long-term effects of mRNA vaccines on vaccinated compared to unvaccinated individuals. The overall aim is to determine if there is any evidence for long-term (>1yr) adverse effects associated with mRNA vaccines. The search focused on identifying studies comparing vaccinated and unvaccinated populations and assessing potential long-term health consequences, including neurological, cardiovascular, and autoimmune effects.

## Primary Research

### 1. Long-term risk of autoimmune diseases after mRNA-based SARS-CoV2 vaccination in a Korean, nationwide, population-based cohort study

* **Source:** Nature Communications ([https://www.nature.com/articles/s41467-024-50656-8](https://www.nature.com/articles/s41467-024-50656-8))
* **Study Design:** A nationwide, population-based cohort study involving 9,258,803 individuals in Korea. The study aimed to determine whether the incidence of autoimmune connective tissue diseases (AI-CTDs) is associated with mRNA vaccination. The study spanned over 1 year of observation. They used a historical control cohort within mRNA-vaccinated individuals to avoid selection bias.
* **Findings:**
* The risk of developing most AI-CTDs did not increase following mRNA vaccination, except for systemic lupus erythematosus (SLE), which showed a 1.16-fold increased risk in vaccinated individuals relative to controls.
* A booster vaccination was associated with an increased risk of some AI-CTDs, including alopecia areata, psoriasis, and rheumatoid arthritis.

### 2. Impact of COVID-19 vaccination on the risk of developing long-COVID

* **Source:** eClinicalMedicine, The Lancet ([https://www.thelancet.com/journals/eclinm/article/PIIS2589-5370(22)00354-6/fulltext](https://www.thelancet.com/journals/eclinm/article/PIIS2589-5370(22)00354-6/fulltext))
* **Study Design:** This is a review of case-control and cohort studies.
* **Findings:** Low-level evidence suggests that vaccination before SARS-CoV-2 infection could reduce the risk of subsequent long-COVID. The impact of vaccination in people with existing long-COVID symptoms is still controversial, with some data showing changes in symptoms and others not.

### 3. The Effect of COVID-19 Vaccination on the Risk of Persistent Post-COVID

* **Source:** The Journal of Infectious Diseases (JID)
* **Accessibility:** The full content of this article was not accessed directly, but the abstract ([https://pubmed.ncbi.nlm.nih.gov/40071640/](https://pubmed.ncbi.nlm.nih.gov/40071640/)) and related information ([https://academic.oup.com/jid/advance-article/doi/10.1093/infdis/jiaf133/8071565](https://academic.oup.com/jid/advance-article/doi/10.1093/infdis/jiaf133/8071565)) were reviewed.
* **Study Design:** A population-based cohort study in Stockholm, Sweden, investigated the effect of COVID-19 vaccination on the risk of developing persistent post-COVID-19 condition (PCC) in individuals surviving the first year after a SARS-CoV-2 infection. 331,042 individuals were included, of which 852 had persistent PCC.
* **Findings:** COVID-19 vaccination was studied in relation to persistent PCC. Further details were not extracted due to access limitations.

### 4. Peripheral Nervous System Adverse Events after the Administration of COVID-19 Vaccines

* **Source:** PMC ([https://pmc.ncbi.nlm.nih.gov/articles/PMC9781046/](https://pmc.ncbi.nlm.nih.gov/articles/PMC9781046/))
* **Study Design:** This study analyzed peripheral nervous system adverse events following COVID-19 vaccination. It notes the lack of direct comparison between vaccinated and unvaccinated groups, but provides context based on historical incidence rates.
* **Findings:** The overall incidence of Guillain-Barré Syndrome (GBS) after mRNA vaccination (BNT162b2 or mRNA-1273) was 0.27 per 100,000 persons, which is lower than the historical worldwide incidence of 0.8-1.9 cases per 100,000 persons.

### 5. Neurological Complications Following COVID-19 Vaccination

* **Source:** PMC ([https://pmc.ncbi.nlm.nih.gov/articles/PMC9707152/](https://pmc.ncbi.nlm.nih.gov/articles/PMC9707152/))
* **Study Design:** A study conducted among healthcare workers in the UK following two doses of the BNT162b2 mRNA vaccine.
* **Findings:** The most common adverse effects were myalgia, headache, chills, fatigue, and fever. These complications were more prevalent after the second dose.

### 6. Cardiac complications of COVID-19 vaccination: now we know more

* **Source:** PMC ([https://pmc.ncbi.nlm.nih.gov/articles/PMC9653149/](https://pmc.ncbi.nlm.nih.gov/articles/PMC9653149/))
* **Study Design:** Analysis comparing vaccinated and unvaccinated individuals regarding myocarditis incidence.
* **Findings:** The study confirmed a slight excess incidence of myocarditis among vaccinated vs. unvaccinated (4-7 excess events out of 100,000 vaccinations with Pfizer vaccine, and 9-28 excess events with Moderna vaccine). The control group consisted of 4,308,454 unvaccinated subjects.

### 7. Adverse events following COVID‐19 mRNA vaccines: A systematic review

* **Source:** PMC ([https://pmc.ncbi.nlm.nih.gov/articles/PMC10022421/](https://pmc.ncbi.nlm.nih.gov/articles/PMC10022421/))
* **Study Design:** A systematic review of cardiovascular adverse events reported after mRNA COVID-19 vaccination.
* **Findings:** Low rates of Vaccine-induced Thrombotic Thrombocytopenia (VITT) were observed with mRNA vaccines compared to DNA-borne adenoviral vaccines.

### 8. Benefits and Harms of COVID-19 Vaccines in Cardiovascular Disease

* **Source:** PMC ([https://pmc.ncbi.nlm.nih.gov/articles/PMC10232218/](https://pmc.ncbi.nlm.nih.gov/articles/PMC10232218/))
* **Study Design:** A review assessing the effectiveness of COVID-19 vaccines in individuals with cardiovascular disease.
* **Findings:** A 3-dose regimen of an mRNA vaccine has 93% effectiveness against hospitalization for the Delta and Omicron variants.

### 9. mRNA COVID-19 vaccines cause lasting epigenetic changes

* **Source:** SciTechDaily ([https://scitechdaily.com/researchers-discover-mrna-vaccines-leave-lasting-mark-on-the-immune-system/](https://scitechdaily.com/researchers-discover-mrna-vaccines-leave-lasting-mark-on-the-immune-system/))
* **Study Design:** Research at the University of Cologne found that mRNA vaccines have a lasting impact on the innate immune system by causing epigenetic changes.
* **Findings:** mRNA vaccines cause lasting epigenetic changes in innate immune cells, potentially broadening protection beyond COVID-19 and informing future vaccine strategies.

### 10. Fact Check: Study Largely Confirms Known, Rare COVID-19 Vaccine Side Effects

* **Source:** FactCheck.org ([https://www.factcheck.org/2024/02/study-largely-confirms-known-rare-covid-19-vaccine-side-effects/](https://www.factcheck.org/2024/02/study-largely-confirms-known-rare-covid-19-vaccine-side-effects/))
* **Study Design:** An international study of around 99 million people confirmed known serious side effects of COVID-19 vaccination.
* **Findings:** The study identified a possible relationship between the first dose of the Moderna vaccine and myocarditis, and confirmed other rare side effects.

## Conclusion

The available evidence suggests that mRNA vaccines are generally safe, but certain risks and long-term effects warrant further investigation. While some studies indicate a slightly elevated risk of systemic lupus erythematosus (SLE) following mRNA vaccination, and an increased risk of myocarditis with certain vaccines (particularly Moderna), the overall incidence of serious adverse events remains low. There's evidence suggesting that mRNA vaccines cause lasting epigenetic changes in innate immune cells, which may have long-term implications for immune function. More research is needed to fully understand the long-term effects of mRNA vaccines, including the impact of booster doses, the potential for autoimmune diseases, and the duration and consequences of epigenetic changes.

## Sources

1. Long-term risk of autoimmune diseases after mRNA-based SARS-CoV2 vaccination in a Korean, nationwide, population-based cohort study: [https://www.nature.com/articles/s41467-024-50656-8](https://www.nature.com/articles/s41467-024-50656-8)
2. Impact of COVID-19 vaccination on the risk of developing long-COVID: [https://www.thelancet.com/journals/eclinm/article/PIIS2589-5370(22)00354-6/fulltext](https://www.thelancet.com/journals/eclinm/article/PIIS2589-5370(22)00354-6/fulltext)
3. The Effect of COVID-19 Vaccination on the Risk of Persistent Post-COVID: [https://academic.oup.com/jid/advance-article/doi/10.1093/infdis/jiaf133/8071565](https://academic.oup.com/jid/advance-article/doi/10.1093/infdis/jiaf133/8071565)
4. Peripheral Nervous System Adverse Events after the Administration of COVID-19 Vaccines: [https://pmc.ncbi.nlm.nih.gov/articles/PMC9781046/](https://pmc.ncbi.nlm.nih.gov/articles/PMC9781046/)
5. Neurological Complications Following COVID-19 Vaccination: [https://pmc.ncbi.nlm.nih.gov/articles/PMC9707152/](https://pmc.ncbi.nlm.nih.gov/articles/PMC9707152/)
6. Cardiac complications of COVID-19 vaccination: now we know more: [https://pmc.ncbi.nlm.nih.gov/articles/PMC9653149/](https://pmc.ncbi.nlm.nih.gov/articles/PMC9653149/)
7. Adverse events following COVID‐19 mRNA vaccines: A systematic review: [https://pmc.ncbi.nlm.nih.gov/articles/PMC10022421/](https://pmc.ncbi.nlm.nih.gov/articles/PMC10022421/)
8. Benefits and Harms of COVID-19 Vaccines in Cardiovascular Disease: [https://pmc.ncbi.nlm.nih.gov/articles/PMC10232218/](https://pmc.ncbi.nlm.nih.gov/articles/PMC10232218/)
9. mRNA COVID-19 vaccines cause lasting epigenetic changes: [https://scitechdaily.com/researchers-discover-mrna-vaccines-leave-lasting-mark-on-the-immune-system/](https://scitechdaily.com/researchers-discover-mrna-vaccines-leave-lasting-mark-on-the-immune-system/)
10. Fact Check: Study Largely Confirms Known, Rare COVID-19 Vaccine Side Effects: [https://www.factcheck.org/2024/02/study-largely-confirms-known-rare-covid-19-vaccine-side-effects/](https://www.factcheck.org/2024/02/study-largely-confirms-known-rare-covid-19-vaccine-side-effects/)

Wonder what numbers LLMs are doing

2025-04-02T04:50:11+02:00

In reply to nevent1q…8x8l
_________________________

Wonder what numbers LLMs are doing

Recommend smolagents, that write/execute real-time code instead ...

2025-04-02T04:42:44+02:00

In reply to nevent1q…d8yv
_________________________

Recommend smolagents, that write/execute real-time code instead of just calling predefined tools

Nostr event nevent1qqsykkfd3wvzg2c5wdmhg4trewlqwr2krc89xwl95ua7zpprcnkh9ugzyrdqejpp2j7lfn5t7st74gkjl2v65ewfd3mcvltx2m7vm0uw0qd3sq249wp

2025-04-01T15:25:34+02:00

GM, nostr sucks and no one's coming

That is the entire point 🫠

2025-03-29T00:07:48+01:00

In reply to nevent1q…zemf
_________________________

That is the entire point 🫠

What are the most promising alternatives being built atm?

2025-03-28T23:48:06+01:00

In reply to nevent1q…xq0m
_________________________

What are the most promising alternatives being built atm?

The obvious answer to bots and spam is not WoT, it is pay to post ...

2025-03-27T21:57:33+01:00

The obvious answer to bots and spam is not WoT, it is pay to post and engage. Remove all reactions, enforce #onlyzaps, relays require small fee to publish posts. Simple

Tor

2025-03-27T21:41:01+01:00

In reply to nevent1q…9we5
_________________________

Tor

Conspiracy time https://youtu.be/jJeRWPioGbQ

2025-03-27T00:12:03+01:00

Conspiracy time https://youtu.be/jJeRWPioGbQ

It's magical

2025-03-26T07:53:27+01:00

In reply to nevent1q…4ktn
_________________________

It's magical

AGM nostr #nevent1q…yqkp

2025-03-25T19:15:31+01:00

AGM nostr

quoting
nevent1q…yqkp
Hey GG 🌞☕🚀

Sleeping on them always works

2025-03-25T08:46:03+01:00

In reply to nevent1q…wa2t
_________________________

Sleeping on them always works

Is Zeus crazy slow, or just my phone sucks?

2025-03-25T08:42:20+01:00

In reply to nevent1q…gzlk
_________________________

Is Zeus crazy slow, or just my phone sucks?

I still don't understand why anyone is still wasting effort ...

2025-03-25T08:28:31+01:00

In reply to nevent1q…eue4
_________________________

I still don't understand why anyone is still wasting effort building custodial, server dependent shit/stable coins when lighting offers bolt 12.
### Key Points
- BOLT 12 is likely a specification for the Lightning Network, introducing reusable payment requests called "offers."
- Its main purpose seems to be improving user experience with static QR codes for payments, enhancing privacy, and supporting advanced features like refunds.
- Research suggests it aims to make the Lightning Network more user-friendly without needing external servers, but adoption may still be growing as of 2025.

---

### What is BOLT 12?
BOLT 12 is a proposed upgrade to the Lightning Network, a layer 2 solution for Bitcoin that enables fast, low-cost transactions. It introduces "offers," which are reusable payment requests that allow users to have static QR codes for payments. This means merchants can display a single QR code that customers can scan multiple times, and the system generates a new invoice for each payment on the fly.

### Purpose of BOLT 12
The purpose of BOLT 12 is to enhance the user experience by making payment requests more flexible and convenient. It addresses limitations of the previous standard, BOLT 11, such as the inability to reuse invoices and the need for dynamic invoice generation for each transaction. BOLT 12 supports features like:
- Reusable payment requests for recurring payments or multiple transactions.
- Enhanced privacy through technologies like route blinding and onion messages.
- Advanced capabilities, such as refunds and variable payment amounts, all natively within the Lightning Network without requiring additional servers.

#### Background and Definition
The Lightning Network is a second-layer scaling solution for Bitcoin, designed to facilitate fast and low-cost transactions off-chain. Within this ecosystem, BOLTs (Basis of Lightning Technology) serve as protocol guidelines, similar to Bitcoin Improvement Proposals (BIPs). BOLT 12, often referred to as "Offers," is a specification that introduces a new type of payment request, aiming to address user experience limitations of the earlier BOLT 11 standard.

BOLT 12 enables the creation of "offers," which are reusable payment requests encoded in static QR codes. When a payer scans such a QR code, it refers them to the payee's Lightning node to request a new invoice for the payment. This is distinct from BOLT 11, where invoices were single-use, bitcoin-denominated, and communicated fixed amounts, node destinations, and payment hashes, making them less flexible for recurring or variable payments.

#### Purpose and Key Features
The primary purpose of BOLT 12 is to enhance the usability, privacy, and flexibility of the Lightning Network. It achieves this through several key features:

- **Reusable Payment Requests**: BOLT 12 allows for static QR codes that can be used multiple times, simplifying the process for merchants who previously had to generate new invoices for each transaction. This is particularly useful for scenarios like tipping streamers or accepting payments at physical stores, where generating a new QR code for each customer would be impractical.

- **Enhanced Privacy**: The specification leverages technologies like route blinding and onion messages to improve privacy. Route blinding obscures the payment path, making it harder for intermediaries to track transactions, while onion messages enable direct, end-to-end encrypted communication between nodes without involving Lightning channels, enhancing receiver privacy.

- **Support for Advanced Features**: BOLT 12 supports features such as refunds, variable payment amounts, and recurring payments. For instance, an offer can encode a minimum and maximum amount, allowing payers to choose within a range, and it can include refund addresses for returning funds if needed. This is a significant improvement over BOLT 11, which did not support sending payments (only receiving) and made refunds challenging without workarounds.

- **Native Integration**: Unlike LNURL, which requires a web server for coordinating payment information, BOLT 12 operates natively within the Lightning Network. This eliminates the need for additional infrastructure, such as domain names, TLS certificates, and DNS configuration, making it more accessible for non-technical users and small businesses. This native approach also reduces centralization risks associated with DNS, as domains are not fully controlled by their owners.

#### Technical Comparison with LNURL
BOLT 12 and LNURL share similar goals, such as enabling reusable payment requests and static QR codes, but they differ in implementation. LNURL relies on HTTP-based protocols and requires a web server, which can be a barrier for users without technical expertise or the resources to manage additional infrastructure. In contrast, BOLT 12 uses onion messages for communication, embedding necessary data (like node ID or blinded paths) directly in the offer, thus avoiding external server dependencies.

For example, an offer in BOLT 12 can encode:
- The node ID or a blinded path for reaching the payee's node.
- Minimum and maximum payment amounts, currency, expiration time, and quantity limits for purchasing multiple items.

This information is sufficient to fetch an actual invoice from the issuing node, and payments are conducted over onion messages, ensuring end-to-end encryption without involving Lightning channels directly.

#### Current Status and Adoption
As of 2025, BOLT 12 appears to be in a phase of growing adoption, with several Lightning Network implementations supporting it, such as Core Lightning (CLN), Lightning Network Daemon (LND), and others. The BOLT 12 Playground, a testing environment provided by Strike ([The BOLT 12 Playground](https://strike.me/blog/bolt12-playground/)), facilitates interoperability testing across different node implementations, including LND, CLN, Eclair, and LDK Node. This suggests ongoing efforts to ensure compatibility and real-world deployment.

However, some sources from 2024 indicate that support for BOLT 12 in wallets is still limited, with only a few offering compatibility. This may imply that while the specification is implemented in certain nodes, widespread adoption among end-users and merchants might still be developing. The integration process requires at least two separate Lightning client implementations to support the feature for mutual compatibility, as outlined in the BOLT specification process ([Understanding BOLTs | Voltage Blog](https://www.voltage.cloud/blog/what-are-bolts-lightning-network)).

#### Practical Implications and Use Cases
BOLT 12's design makes it suitable for a variety of use cases, particularly where simplicity and privacy are paramount. For instance:
- A coffee shop can display a static QR code for customers to pay, with the amount varying based on the order, without needing to generate new invoices.
- Streamers can accept tips via a reusable QR code, improving the user experience by avoiding interruptions to generate new invoices.
- Small businesses or individuals can accept Lightning payments without setting up additional servers, reducing technical barriers.

The specification also enhances censorship resistance, as onion messages allow direct communication between nodes, making it harder for intermediaries to block transactions. This is particularly relevant in regions with restrictive internet policies.

#### Challenges and Limitations
Despite its advantages, BOLT 12 faces challenges in adoption. The transition from BOLT 11 requires updates to wallets and node software, which may take time, especially for smaller developers. Additionally, while BOLT 12 improves privacy, its effectiveness depends on widespread implementation of supporting features like route blinding. Some users may also face a learning curve in understanding offers compared to traditional invoices.

#### Detailed Comparison Table
To illustrate the differences between BOLT 11, BOLT 12, and LNURL, consider the following table:

| Feature | BOLT 11 | B olt 12 | LNURL |
|--------------------------|-----------------------------------|-----------------------------------|---------------------------------|
| Reusability | Single-use invoices | Reusable offers | Reusable via web server |
| Privacy | Limited, exposes payment hash | Enhanced via route blinding | Depends on server configuration |
| Server Requirement | None | None, native to Lightning | Requires web server |
| Flexibility | Fixed amounts, bitcoin-only | Variable amounts, advanced features | Flexible, HTTP-based |
| Technical Barrier | Low for users, high for merchants| Low for all, no extra setup | High for non-technical users |
| Censorship Resistance | Moderate | High, via onion messages | Moderate, depends on server |

This table highlights BOLT 12's advantages in usability and privacy, particularly for non-technical users, compared to both BOLT 11 and LNURL.

#### Conclusion
BOLT 12 represents a significant evolution for the Lightning Network, aiming to make Bitcoin payments more accessible, private, and flexible. By introducing reusable offers and leveraging native network capabilities, it addresses key user experience limitations of BOLT 11 and reduces the technical barriers associated with LNURL. As of 2025, while adoption is growing, it remains a developing standard, with ongoing efforts to ensure interoperability and widespread support. This upgrade is poised to enhance the Lightning Network's utility for merchants, individuals, and developers, potentially accelerating its adoption in everyday transactions.

---

### Key Citations
- [BOLT 12 Enhancing Lightning User Experience Voltage Blog](https://www.voltage.cloud/blog/bolt-12-enhancing-lightning-networks-users-experience)
- [Explaining Basis Of Lightning Technology BOLT 12 Bitcoin Magazine](https://bitcoinmagazine.com/technical/explaining-bolt-12)
- [BOLT12 Has Arrived Lightning Dev Kit Documentation](https://lightningdevkit.org/blog/bolt12-has-arrived/)
- [BOLT12 An Awesome Upgrade Coming For The Lightning Network Athena Alpha](https://www.athena-alpha.com/bolt12/)
- [The BOLT 12 Playground Strike Blog](https://strike.me/blog/bolt12-playground/)
- [Understanding BOLTs Voltage Blog](https://www.voltage.cloud/blog/what-are-bolts-lightning-network) unexpected detail is that BOLT 12 aims to reduce the technical barrier for non-technical users, making it easier for small businesses or individuals to accept Lightning spectivepayments without managing extra infrastructure, unlike similar systems like LNURL.

@nprofile…8nhd summarize that

2025-03-25T00:55:08+01:00

In reply to nevent1q…us9d
_________________________

botlab (nprofile…8nhd) summarize that

@nprofile…8nhd --model gemthink How can the net amount of ...

2025-03-24T06:12:36+01:00

In reply to nevent1q…gj09
_________________________

botlab (nprofile…8nhd) --model gemthink How can the net amount of entropy of the universe be massively decreased?

That's basically what nip90 is aiming for already though ...

2025-03-24T05:55:43+01:00

In reply to nevent1q…nhck
_________________________

That's basically what nip90 is aiming for already though right?

DVMs are a good start, but do we really want to add a new kind ...

2025-03-24T02:38:34+01:00

In reply to nevent1q…hre7
_________________________

DVMs are a good start, but do we really want to add a new kind for an infinite number of tasks? Fyi: botlab (nprofile…8nhd) is responding to kinds 5050, 5001, and 5002 without zap requirement for now, if anyone wants to test it. Let me know if there are issues.

Best agentic approach for major feature additions and code ...

2025-03-23T20:02:57+01:00

Best agentic approach for major feature additions and code revisions:

1. Prompt *Claude-3.7-thinking* to make an implementation plan, providing major high-level info
2. Tell *Claude-3.7* to execute plan
3. Run manual and unit tests until all issues are resolved

Nostr event nevent1qqsfg49zgk7gls7c08arc3r0nkjvl8y793cel6gx6rfpwvqxx8effmszyrdqejpp2j7lfn5t7st74gkjl2v65ewfd3mcvltx2m7vm0uw0qd3s4xau0v

2025-03-23T06:40:42+01:00

Saw my first cybertruck IRL today