react situation is insane - YouTube
https://www.youtube.com/watch?v=s81dVUM-cQM
Related to https://stacker.news/items/1302956
https://stacker.news/items/1322039
m0wer
m0wer@stacker.news
npub1w3va...4c5c
Bitcoiner.
Notes (20)
AI agents are paying each other now… - YouTube
https://www.youtube.com/watch?v=S6wc6yvoZLY
https://stacker.news/items/1320370
DeepSeek-V3.2: “Intelligence will become too cheap to meter” - YouTube
https://www.youtube.com/watch?v=pljoUcBniPQ
Breaking down what made DeepSeek V3.2 such an important paper, how is DeepSeek-V3.2-Speciale so good, how DeepSeek has created this model, and explaining DeepSeek's new secret weapon: DeepSeek Sparse Attention (DSA).
https://stacker.news/items/1320313
State of AI | OpenRouter
https://openrouter.ai/state-of-ai
An Empirical 100 Trillion Token Study with OpenRouter
https://stacker.news/items/1309804
TSMC's Incredible 2nm Curvy Masks - YouTube
https://www.youtube.com/watch?v=vkx2zIanSpc
https://stacker.news/items/1307186
Hacking reactions 😂 to Track ANY WhatsApp or Signal User - YouTube
https://www.youtube.com/watch?v=HHEQVXNCrW8
See also https://stacker.news/items/1295251
https://stacker.news/items/1305163
Critical Security Vulnerability in React Server Components: CVSS 10.0
https://react.dev/blog/2025/12/03/critical-security-vulnerability-in-react-server-components
https://stacker.news/items/1302956
IPython 9.0+ has hooks to integrate AI/LLM completions
https://github.com/ipython/ipython/blob/main/docs/source/config/details.rst
https://stacker.news/items/1302732
Advent of Code 2025
https://adventofcode.com/
Advent of Code is an Advent calendar of small programming puzzles for a variety of skill levels that can be solved in any programming language you like. People use them as interview prep, company training, university coursework, practice problems, a speed contest, or to challenge each other.
https://stacker.news/items/1300109
How The World’s First Finance Bro Ruined A Nation - YouTube
https://www.youtube.com/watch?v=9FXYUMNH8CQ
How John Law's first experiment with paper money ended up crashing the French economy with it.
https://stacker.news/items/1298531
Analyze JoinMarket Bitcoin CoinJoin transactions using ILP.
https://github.com/m0wer/joinmarket_analyzer
# JoinMarket Analyzer: Understanding CoinJoin Change Outputs
I've released a tool called **joinmarket-analyzer** to match inputs and change outputs in JoinMarket transactions, identifying who the taker was.
**Goal:** The purpose is **not to spread FUD**, but to raise awareness. It's crucial to understand that this analysis **only affects change outputs**. The equal-amount outputs—which provide the actual privacy in a CoinJoin—remain indistinguishable.
The tool uses Integer Linear Programming (ILP) to match inputs with their respective changes and determine which participant is the likely "Taker" (the one initiating the transaction and paying fees) and which are the "Makers" (liquidity providers earning fees).
## Example Usage
You can run it easily with Docker:
```bash
docker run --rm ghcr.io/m0wer/joinmarket_analyzer:master \
0cb4870cf2dfa3877851088c673d163ae3c20ebcd6505c0be964d8fbcc856bbf \
--max-fee-rel 0.001 --max-solutions 1
```
## Results
The tool outputs the probable structure of the transaction:
```
...
Taker: Participant 4 (pays 21,368 sats)
💰 Participant 1 (maker)
Inputs: [0]
Outputs: Equal=6.3M sats, Change=113M sats
Fee receives: 458 sats
...
🎯 Participant 4 (taker)
Inputs: [4]
Outputs: Equal=6.3M sats, No change output
Fee pays: 21,368 sats
...
```
[View this transaction on mempool.space](https://mempool.space/tx/0cb4870cf2dfa3877851088c673d163ae3c20ebcd6505c0be964d8fbcc856bbf)
## Future Possibilities
This tool lays the groundwork for more advanced privacy research:
* **Entropy Evaluation:** Measure how "ambiguous" change outputs are. If multiple valid solutions exist, the Taker is harder to pinpoint.
* **Algorithm Design:** Evaluate and improve taker algorithms to intentionally create ambiguous change structures.
* **Market Stats:** Analyze historical CoinJoins to gather statistics on fee limits used by takers and earnings by makers.
Check out the code and contribute: https://github.com/m0wer/joinmarket-analyzer
https://stacker.news/items/1296366
IP over Avian Carriers - Wikipedia
https://en.wikipedia.org/wiki/IP_over_Avian_Carriers
https://stacker.news/items/1296357
Selfishness, Immigration, War, Love, Liberty and of Course Ayn Rand - YouTube
https://www.youtube.com/watch?v=jy03XKhrdgI
https://stacker.news/items/1296208
Please just stop saying "just"
https://sgringwe.com/2019/10/10/Please-just-stop-saying-just
https://stacker.news/items/1294916
polyarb: Polymarket arbitrage bot for overlapping markets
https://github.com/m0wer/polyarb
# Made Some Free Money During the 2024 Presidential Election (PolyArb)
⚠️ **SHITCOIN ALERT** ⚠️ This involves USDC on Polygon. You've been warned.
So during the 2024 presidential election, I built this Python tool called [PolyArb](https://github.com/m0wer/polyarb) to find arbitrage opportunities on Polymarket.
The basic idea: when you have overlapping prediction markets (like "Trump wins presidency" AND "Trump wins the presidency and the popular vote"), sometimes the prices get out of whack. The sum of the atomic outcomes should equal the price of the combined markets, but they don't always. When that happens, there's free money on the table.
During the election, there was insane liquidity in these markets, and the tool would automatically scan for these mispriced combinations and execute trades to capture the spread. No directional betting, no predictions needed – just pure math arbitrage.
It worked surprisingly well. The election created the perfect storm: high volume, multiple overlapping markets, and enough volatility to create regular mispricings.
The repo has the full code, CLI tools for managing wallets and positions, and even a daemon mode to run it automatically. There's a whole breakdown of the election strategy in the README if you're curious how it worked.
Anyway, thought some of you might find it interesting. Again, shitcoins involved, but the arbitrage logic is pretty fun.
https://stacker.news/items/1294888
Password Managers: security issues
https://lock.cmpxchg8b.com/passmgrs.html
https://stacker.news/items/1294868
oh-my-cv: An in-browser, local-first Markdown resume builder.
https://github.com/Renovamen/oh-my-cv
https://stacker.news/items/1294357
prek: ⚡ Better `pre-commit`, re-engineered in Rust
https://github.com/j178/prek
https://stacker.news/items/1291352
kr8s: extensible Python kubernetes client library
https://docs.kr8s.org/en/latest/
A simple, extensible Python client library for Kubernetes that feels familiar for folks who already know how to use `kubectl`.
https://stacker.news/items/1287735
Cloudflare Status
https://www.cloudflarestatus.com/
https://stacker.news/items/1285613