url_encrypted stringlengths 164 228 | datetime stringdate 2020-11-11 11:31:38 2025-06-01 20:43:10 | source int64 1 1 | label stringclasses 22 values | content_size int64 284 26k | title stringlengths 3 294 | text stringlengths 0 25.4k | author stringlengths 4 20 | subreddit stringclasses 22 values | score int64 0 16.3k | num_comments int64 0 11.6k |
|---|---|---|---|---|---|---|---|---|---|---|
gAAAAABoPMCTYE7Y2RtOuY9nqGJVtMpE0ygbj6FAzZzvVVQvglaX-4_EMuvxj52hFDJ_74bpLjRDrospR-ST9DmgghtTBnHj3APro4aSWlW4wE6Rb5iTG7LtZL90vY464SqFQqP9XS4E9wABzpoJ57UwcBgJqxpy4-NLgQGSFHZ9bX_fXY5VjIPVbTvpueKdJkFG_EDk4DAmVP6uyOVFlIPvMt1tFzSeUA== | 2025-06-01T20:43:10+00:00 | 1 | programming | 5,059 | i need help in the topic of http cache pls | i built a server (in python) thats is simultion http cache, but i have problem like: the first time i send a get request from the browser to the server the server sends the file and second time its sends 304 not modified because the file didnt changed, and then the third time when i request the same file the server is not responding.
the server:
import socket
import os
from datetime import datetime
from email.utils import formatdate, parsedate_to_datetime
class HTTPServer:
def __init__(self, host='0.0.0.0', port=8080, folder='files'):
self.host = host
self.port = port
self.folder = folder
def get_file_response(self, filename, if_modified_since=None):
filepath = os.path.join(self.folder, f"{filename}.txt")
if not os.path.exists(filepath):
return b"HTTP/1.1 404 Not Found\r\n\r\nFile not found."
last_modified = os.path.getmtime(filepath) #gemtime gets the last time a file has changed
last_modified_http = formatdate(last_modified, usegmt=True)
if if_modified_since:
try:
client_time = parsedate_to_datetime(if_modified_since).timestamp()
print("🕒 client_time:", int(client_time))
print("🕒 file last_modified:", int(last_modified))
# Compare with small tolerance to avoid sub-second mismatch
if abs(client_time - last_modified) < 1:
print("🔁 Sending 304 Not Modified")
return b"HTTP/1.1 304 Not Modified\r\nConnection: close\r\n\r\n"
except Exception as e:
print("⚠️ Failed to parse If-Modified-Since:", e)
with open(filepath, 'r') as f:
content = f.read()
response = (
"HTTP/1.1 200 OK\r\n"
f"Last-Modified: {last_modified_http}\r\n"
"Content-Type: text/plain\r\n"
f"Content-Length: {len(content)}\r\n"
"Cache-Control: public, max-age=3600\r\n"
"Connection: close\r\n" # 👈 This line is key
"\r\n"
f"{content}"
)
return response.encode()
def start(self):
print(f"📡 Server listening on {self.host}:{self.port}")
s = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
try:
s.bind((self.host, self.port))
s.listen(5)
while True:
conn, addr = s.accept()
print(f"\n📥 Connection from {addr}")
try:
conn.settimeout(5)
data = conn.recv(1024)
if not data:
print("❌ Empty request. Skipping.")
conn.close()
continue
request = data.decode()
print("🔎 Raw Request:\n", request)
lines = request.split("\r\n")
if not lines or len(lines[0].split()) < 3:
raise ValueError("Invalid HTTP request line")
method, path, _ = lines[0].split()
filename = path.strip("/")
if_modified_since = None
for line in lines[1:]:
if line.lower().startswith("if-modified-since:"):
if_modified_since = line.split(":", 1)[1].strip()
response = self.get_file_response(filename, if_modified_since)
conn.sendall(response)
except socket.timeout:
print("⌛ Timeout: No data received.")
except Exception as e:
print("⚠️ Error:", e)
conn.sendall(b"HTTP/1.1 400 Bad Request\r\n\r\n")
finally:
try:
conn.shutdown(socket.SHUT_RDWR)
except:
pass
conn.close()
finally:
s.close()
if __name__ == "__main__":
server = HTTPServer()
server.start() | Suitable-Brush3868 | r/programming | 1 | 0 |
gAAAAABoPMCTPA-T8U3i1xmnJYIQxHboGBQqlnwN_2QemfygU-B3dreScCVBDO5bp-R3iF8FynXYBmJLN8eLB4UsFbvUZF4jPxze7TiNkmACRlxK3TbIDP3gEO7rrU1ftvnjHYzZWEP-1CxiYBEkZ0OAIuVU_zqzXw== | 2025-06-01T20:41:23+00:00 | 1 | btc | 301 | i was like... wOoOw | DwellersArt | r/btc | 1 | 0 | |
gAAAAABoPMCTB1Mk1e7cVzfouIK6O4VDyZ3WGOW5_h2pw4rgs5Knno_26eekLRv3F_a0M4WrmBwDI5bUI4u6w3uvqwHRXgSqKtxOw169XLMzpa5njAu6MUtDc9dpLzMP2Xu1mXrTk-8wrJomvsPpupozwjnnzW45nuCdzAw4q-2szkZGqrDUJ_izrC86xJ9xLcWaZ-81tZ7k | 2025-06-01T20:28:21+00:00 | 1 | btc | 1,033 | The Online Method That Pays Me Even When I’m Busy | Honestly, I never thought I could make money online. It always seemed like a scam or small money. But recently, I came across a post by 👉 u/yaNastee with a simple strategy and decided to give it a try
And seriously, on the very first day, I made around $300. It’s not millions, but for me, it’s a great result. It turned out to be easier than I expected, and I withdrew the money without any issues
The author consistently earns $2000–3000 a week and shares everything for free — no courses or subscriptions. Just a detailed guide, and it all works
If you're interested, check out 👉 u/yaNastee — everything is explained there | MediumWordDocument | r/btc | 4 | 0 |
gAAAAABoPMCT40eGqBO58dAslXK7_uR1yXr7zMmpAasXXiv8JWs-YvlKLTsl22iWRvGeYFSJrf-saHC1aU3_vGfmfflvIhr6xJtvelDZdkSr921KWZu6EGvi3gx4Bc-e5kW3K86ShC3My2B9SP77vzSVvLkDVKHLmWH3_8F8-MzsmSURxjoqjuCBDtQX8zliXQhb40FTd8Re | 2025-06-01T20:28:16+00:00 | 1 | wallstreetbets | 1,153 | $HOOD to $100+ in 2025 – I'm Locked In | I’m in deep:
* **1,000 shares @ $36**
* **10x $45C Jan 2026 LEAPS**
Here’s the play:
# 💰 Robinhood is printing
* Q1: $157M profit, $1.27B revenue (+40% YoY)
* $11B+ net deposits, 1.7M new accounts
* First time ever they’re sustainably profitable
# 🏦 More than a brokerage
Cash sweep @ 4.9%, Gold subs, IRAs, crypto, debit cards — this is SoFi + Coinbase + Schwab in one.
# 📈 Chart is coiled
Sitting at \~$66. All-time high is $85. **One good quarter (Q2 earnings Aug 6) and we rocket to $100+.**
# 🧠 Why I’m not selling
Retail is back. Robinhood *is* retail.
Still underestimated. Still hated. Still going higher.
**TL;DR:**
$HOOD is no meme. It's a fintech monster. $100+ this year is in play. I'm long and loving it. 🚀 | Feisty-Basis7903 | r/wallstreetbets | 7 | 21 |
gAAAAABoPMCTLddBN5Kmj6a-Gtjof5_Q0QWqf9IqUxXR8J3tvIa5TCWvsQ-13sZer3FfET5H43CVDVUcGCni8qLBTIlZKfQgPMtgdsx5pgcthPqsWWWTBIOzOttq0Jw_GQB73mel9WQU4OrlrG6ML_p5NOKH960wScMEddw6bKmzLvG_fxufxJE= | 2025-06-01T20:26:35+00:00 | 1 | cryptomarkets | 607 | Tokenbot ($Clanker) | Got lucky with this crypto two weeks ago and made a tidy sum. What originally peaked my interest was a limited supply of one million tokens that are all in circulation.
Is this crypto on anyone else’s radar? I am not having much luck finding any chatter about it on Reddit. | Artistic_Pain_6038 | r/CryptoMarkets | 2 | 1 |
gAAAAABoPMCTk6fSEWPuODyijIFH6WChdnqZVwjGN0lcxeqPhOvM0H1pKil7jwDTLF0NrCctUaMYmtT13XwHS8mOmKP56z_m-F6pSHxI6ZI_3zV2rFGFF8saf1nk33JvnebR2QCz0-Ft-l7Rm-MWatdT265_eD70iJZXxxRG-yJ1cOfKVPvLkIFdT03VBfduR3hnsMBuyoKJGMK6L_CkqOGHHHg_ZbKA2Q== | 2025-06-01T20:25:02+00:00 | 1 | machinelearning | 837 | Looking for more image enhancement methods [R] | My knowledge of deep learning is mostly confined to denoising images. So basically applying transformers and cnn to that task, some of my favorite papers are Attention is all you need, swin transformer, swinIR, high resolution single-photon imaging with physics informed deep learning and GM-MOE: Low-Light Enhancement with gated mechanism mixture of experts. I’d love to be recommended some technical papers to learn new techniques for this sort of thing. | IEgoLift-_- | r/MachineLearning | 1 | 0 |
gAAAAABoPMCTX58qqdn1TCsmy4Yg_vtHBqdQ8k2DqEns76Cf4pT-MXqe4ctCuPd6_TGdtUxqsXgGuQQqXZF0WkK8Oz-R9awIRdCx1gdHpvRJyJocjJCSghBEacV40KWKgOpmsQXUgkno5biSZ5mGyCTQRHxXjAC4R2pZimTWt0WCh9CF_eRKy0gU2BqJRaCSe30AmpJtU4PlT93y8HLrrvQByB9Xp6o3kg== | 2025-06-01T20:21:52+00:00 | 1 | technology | 390 | The Next Car Production Crisis Could Be Caused by Magnet Shortage | rezwenn | r/technology | 17 | 3 | |
gAAAAABoPMCTovgsFd_5jjYmeCMb4gc7W4vi_MAxsQrqsjCPdzdwqHyYGBZ6vW0kiwkct60ZzpqeEHQTN9rDwq71fi0VwANpw2RN4ozk9krA7kezR3i0NPWoRaKCJir0o-B72BZodjtSy4lAK0LDS5aI02saiDsruWyVAACym87tbIqBVY0kshot2YwS2jcKh1e3ERU-m9F7 | 2025-06-01T20:19:45+00:00 | 1 | btc | 1,034 | I Don’t Chase Trends — I Build Real Online Income | Honestly, I never thought I could make money online. It always seemed like a scam or small money. But recently, I came across a post by 👉 u/yaNastee with a simple strategy and decided to give it a try
And seriously, on the very first day, I made around $300. It’s not millions, but for me, it’s a great result. It turned out to be easier than I expected, and I withdrew the money without any issues
The author consistently earns $2000–3000 a week and shares everything for free — no courses or subscriptions. Just a detailed guide, and it all works
If you're interested, check out 👉 u/yaNastee — everything is explained there | MediumWordDocument | r/btc | 10 | 0 |
gAAAAABoPMCTHULecrVFYhN6IkEOhgT1z1ce7vS0GLuyXlSy_Gjk-t8U8C895S39XyNr30gIhmEY44XvRxTnmfPlptDKz3ivs4myftA5EnpJ7A3IxjtIb0RJc0ZWm9oZJcx-sNbRzmKkPQgrV3-eFXAdSZo6viLNYtjEHbo1tzSoi1VvNLvgcpbi9Rj-myNNDSBwlje2s965 | 2025-06-01T20:15:11+00:00 | 1 | artificial | 1,559 | ai will collapse capitalism | # trends come in full circle. ai will literally collapse capitalism. all these ai programmers and business owners sugar coat and emphasise the fact that ai will only be used to “aid your job and not replace your job” that is true. but if employees who get paid per hour such as LAWYERS will work less hours due ai they will get paid less ultimately all of these white collard workers will be paid less no matter how prestigious their role is and how hard they worked for their role especially ceos. thus people will have less money and so business owners such as farmers would have to reduce prices. food prices will go down, clothing prices will go down, house prices will go down. nothing will keep going up forever things do have to subside or go down at a certain point. ai is advancing rapidly and its actually scary because it will definitely lead to less jobs and a lower salary. and the worst thing is none of these ai owners admit this its like theyre in denial or trying to be too optimistic to try to sell us their product/service to get as much money as they can. its soo easy to tell what will happen in the future no matter how much these stupid elitist tech employees try to spew some glib nonsense. | Odd-Photograph2060 | r/artificial | 1 | 12 |
gAAAAABoPMCTkUGdUkWitEYoq1km9oulFfrosMHoFD9cgRBW4qoC_biReyy0qJrWuSqJ0bDN4qILqyMtSj4BCYPqZJvJ5FPddQWD-D-EVFPLpCVGdBeM_FZWole-zJkhzlyosOHeXokzChkO3C6lsPbaNwdkbwM0axfGM49kNBgGsWfQl6G6vhWBSWif8zkFnROBn8DILEEZ | 2025-06-01T20:10:55+00:00 | 1 | programming | 336 | DNS Does Not Have to be Hard | craciun_07 | r/programming | 6 | 2 | |
gAAAAABoPMCTB04oP54J4hYC4yOTppWbqh4jZxUee9_uzw_DwWZR6NeQsWPw8i1pKd0kb4PqHh0Xxh01AGfN9ywrVWhwfpLEODArbPwSobTaTO-SrflD1-bzb_Imqpb7X1dX31AiXXQxPimF2wpzAkRAu1l1ppv4_zLofzjXfZZYUEj_7IaH5lcb_RGjWrLKyiWnRVoD-rHmHfSy3KKLCaDYxUv3KXqAHw== | 2025-06-01T20:10:20+00:00 | 1 | investing | 666 | Any Downsides of Brokered CDs vs Regular CDs? | I am seeing that Fidelity offers brokered CDs. This seems far more convenient than what I have been doing going through banks directly because (A) ready access to highest rates without bank hopping, (B) not have to deal with hassle of setting up accounts with banks. Am I missing any downsides of note? | klanaxxrt | r/investing | 3 | 4 |
gAAAAABoPMCT-bfKOrNGX5S4rMz98Mzt7rcT5GdQG-AHqGmgnrj6zEuur_FuPIEMZHhZDaAL4liWEO2n32j_sseiETnZRhJO7Kkr0LAJBBRpyIUEbYcB0vmyrPj7Jo5G12uwsAsrL0zPtfNIL9FhDuKTJz4cDYbvJQn67XnvWy5w4zvNUcKEmEE= | 2025-06-01T20:09:46+00:00 | 1 | investing | 1,533 | What should I do with $15K | I’m 19 and I bought a piece is real estate for $2500. After fixing it up with stuff we already have (it doesn’t need much work) we should be able to sell it for $30k ( $15k split with my partner). After that i think i am going to buy a car for $5 or 6k or put that ammon down on one, personally i think a car is the best investment you can get to save money, i’ve been driving shit boxes that last 6-months to a year since i we 16 so i think a car would be a good investment. so really what can i do with 10k? This is the most amount of money i’ve ever had and i want to reinvest this money and continue to grow it. I was thinking about putting some stocks and the rest in a high yield savings account or index fund, maybe start buying bulk pallets and reselling the items. i really want to put this money into something kind of small (like reselling times or stocks but i’m not an expert on stocks) My family does not come from wealth so i personally don’t have any roll models in that aspect to follow so i’m hoping someone here could give me good personal finance advice. (i also have full time job paying $17/hr and a lease so i’m not worried about my living situations or bills) thanks. | eckxotic | r/investing | 2 | 23 |
gAAAAABoPMCTBOmrLyxQRu56ftnPCieuexf-22ZpBTDELEtRper58-cAu-OSAZN-cjXIhuoS35IL0wVXoHYw66l2KJJSj5m6JKKkyuJByLhejrc0YoGwkk5cLT26hmwGhpp8dRyaQJWefEtIZ8LHnJopnTARKHVC72MZhBjcz9moqbH8n7jGL5M1R_SeqsmEP_SfpO8Oxl-h | 2025-06-01T20:08:35+00:00 | 1 | btc | 1,251 | Earlyusers for a modern Bitcoin wallet | Hello guys,
I've been working for quite some while on a bitcoin wallet that includes most of the features i personally Was missing for most of the wallets out there (lightning self custod but no channel Management, Mempool Integration, direct btc buys, also Web3 capabilities trough lightning)
I wanted to see if anyone here would be ready to be one of my first testusers giving me some feedback and advice helping me to shape this into a reality.
Please just put down your email at bitnet.ai/earlybird if you read this and are ready to give me a Chance - I would reach out to you in the coming days with the download link and a early access code if its not too many people
Any help will be rewarded with one of the first ever lightning-native nfts :) (built on the lightninglabs taproot protocol)
Thanks 🫶
Also if you have any advice or criticism please Drop it im open to any feedback.
| memegalerie | r/btc | 1 | 0 |
gAAAAABoPMCTSLXpFIM2aCmlfID8uQSvY5al7KEUxqo1Rn6-jaLSe9DeXI1rkvndoVGNqgm2cWE4GF-XdxJB9VLfS2gFOiAlhcjEu7hU0XrMNngBGdMLNncag8qTxyGs6Z9hN-Os3st1cuRRu-31nqpECza8COu8663CAud-h2lx3alHqnnPVh_lFvgzRFagVgSobUaE-m-t | 2025-06-01T20:03:27+00:00 | 1 | bitcoin | 352 | We are still, so very early to Bitcoin. | chewyjackson | r/Bitcoin | 87 | 26 | |
gAAAAABoPMCTCEhW22AVQid-rAcV-mmo7O-aDH0d1XyWkq9_IeyJ-z5T_DjEQuG7LVPDdMqJXUDHX7kqPnxA8-wNOkBYoIqLMmt1_atjxBtWptzcs4ubpInqAmXfUA7_5jns8ZEmIoRbNSRqqCpzt7RWDmQz-ia2_w== | 2025-06-01T20:02:00+00:00 | 1 | monero | 490 | Haveno | Hello everyone. So i downloaded haveno via Linux terminal, and I’m getting error codes that no seed nodes are available. I was able to set up my account without issue. But I’m wondering what to do now. | Pinewatch762 | r/Monero | 6 | 3 |
gAAAAABoPMCT__Xo7ezX8cJ9_Jm08XsT3KbT69dK5UffjjVTBzqhHFzYfRSmpYI6H7caguxesmmrF96PbJY9x-u9fRHut-Psu7UM8orDwdlUJXo4XFzFuqaFD9DcnXBqdpIv4LCcGg30-UvTv3g5O3uuOMeIgxUiR6qJvMiMSQ0qmi47o9LfzC1o0fWkCI4Y6JEy24pugAkQA3WR97ElPUkw7R6Ct4tI6w== | 2025-06-01T20:01:02+00:00 | 1 | programming | 392 | Bayesian Average Ratings - How Not To Sort By Average Rating 2.0 | throwaway490215 | r/programming | 0 | 1 | |
gAAAAABoPMCT707nYd9_W85-BHhCGJ-C8DFS2tNg49W_Azo5HWeU-8UxiA1DsYSyhuAUV1Q8916f1nYZly9n2dk2WtVstaeHYAmpx_r9WYHrjrY_L_ZV_9SNLE-u1JWiIXl8lpa35gEI2G-I6a9OUvbymjYIKnDKmmOKn0eE6oodOSYJFBIU9KHJ2VXYoS5mUsZgiU4eb5-B4vTNbteBWk3swz6mS8tItg== | 2025-06-01T19:59:24+00:00 | 1 | machinelearning | 1,456 | [D] Advice on processing ~1M jobs/month with LLaMA for cost savings | I'm using GPT-4o-mini to process \~1 million jobs/month. It's doing things like deduplication, classification, title normalization, and enrichment. Right now, our GPT-4o-mini usage is costing me thousands/month (I'm paying for it out of pocket, no investors).
This setup is fast and easy, but the cost is starting to hurt. I'm considering distilling this pipeline into an open-source LLM, like LLaMA 3 or Mistral, to reduce inference costs, most likely self-hosted on GPU on Google Coud.
Questions:
\* Has anyone done a similar migration? What were your real-world cost savings (e.g., from GPT-4o to self-hosted LLaMA/Mistral)
\* Any recommended distillation workflows? I'd be fine using GPT-4o to fine-tune an open model on our own tasks.
\* Are there best practices for reducing inference costs even further (e.g., batching, quantization, routing tasks through smaller models first)?
\* Is anyone running LLM inference on consumer GPUs for light-to-medium workloads successfully?
Would love to hear what’s worked for others!
| hamed_n | r/MachineLearning | 2 | 3 |
gAAAAABoPMCTtISOC14ojfO24SLrLYEtZKl13SDrQH8qV0c8Ecih1ajNoCgyfR4Ta2l2dgmpjfOeFU5cpztg__ogpuyiCzTVSy29fXB7zpIAFewattSSsRLibkzwWOiNRgqwf8vw2MSliaDHX2q3GG8dC61_Q7XSdl5LWaMdaa4u6Qutc6C4gtPf8ZtSW3XGXu_GVtTykGvkqhrSHWqS3ydz0T62pcO2eA== | 2025-06-01T19:57:36+00:00 | 1 | cryptomarkets | 1,503 | The strategy I use to keep my salary untouched. | This is a strategy I use every month, and it's been working well:
* In the last 10 days of each month, Bitcoin usually crashes (I'm not sure why, but it happen).
* Altcoins also drop during this period .As showing in the attached picture , It's mostly having the dip last 10 days. you can validate that.
* I stack altcoins at their lowest levels during the Bitcoin crashes.
* I use the Williams %R indicator (it shows the lowest dip, you can check both RSI and William %R and you will see it), RSI doesn't show the dip
* I buy and sell a coin that aren't controlled by entities, no team funds, no VCs, no big miners , no big staking .. etc ( you can do research )
* I sell very small amounts each time.
* So far, it's working well I'm enjoying free PnL every time time and never touching my salary and stacking more .
Crypto is very helpful for people who recognize its strength, It can be used as hedging tool
[https://i.postimg.cc/brLJxBfp/the-strategy-i-used-to-keep-my-salary-untouched-v0-2gycajao5c4f1.webp](https://i.postimg.cc/brLJxBfp/the-strategy-i-used-to-keep-my-salary-untouched-v0-2gycajao5c4f1.webp) | Aldhyabi | r/CryptoMarkets | 2 | 2 |
gAAAAABoPMCTKtlYo9xIhs2XvSBgJoNgL62HhhaTAze7XRviwQzyKd8ls0nE62GBXtlSiuIJnHq2_TKBZIozCOGUr9ZVQEO7NHg4g3huYnZYQOansxaiPDO81c_zqLDRDlWEUtO2mDJmxlvpW2g-o0Jr_d0y_ow7A9eOzvvkVcDMzvU5KZOC-nR1d827jSMa7i2gyoniUp9i3Mn_HZGSoY-BELBvM9FYWw== | 2025-06-01T19:57:31+00:00 | 1 | wallstreetbets | 516 | What Are Your Moves Tomorrow, June 02, 2025 | This post contains content not supported on old Reddit. [Click here to view the full post](https://sh.reddit.com/r/wallstreetbets/comments/1l0y90d) | wsbapp | r/wallstreetbets | 30 | 420 |
gAAAAABoPMCTq6WEsjwDMC2vFEO6pqwpX7P5GnpL4z-dHaUDTdiELU5HnC6RyuhOrutxI8uHoixcsd6f-hllgZyyxrlxsZicMRzxavtAcb8ACG1lUEDjOmOEk96ZoBhGDGezHGDpYR1cDROKZMbr-GnL7ELQHwRJF3CcLjr5LDKYuLoExqYak93GWhabZGEqym-K8IEEp146R0AkMDaEWRWthkvwkkw5rw== | 2025-06-01T19:56:08+00:00 | 1 | solana | 780 | Tried a new Solana trading app and ended up with a memecoin I can't sell 💀 | I was using this new mobile app called Prerich. it’s super smooth for memecoin trades on Solana. Decided to ape into something that looked spicy…
Long story short: bought high, held too long, and now I’m down 80%.
The UI was actually pretty clean though. Not sure if anyone else tried Prerich yet? Curious what others think not many Solana apps feel this snappy on mobile tbh. | sara733 | r/solana | 2 | 5 |
gAAAAABoPMCT-PjYLBFsOITuFAave7irXAmQqDNqC_bU1wh_7W_oTfBmeZiEOGDypaIypFHJrl1T1aBhQQ2EXo79O-JC8vyxS_9AdJuQ4lc3hmQMPVMo1PcyuGHiQAgc4ULhkETR6RIpteR_4MSJ5f7TCLvsVgo9yNADOeXWsHtehx2z07btlYA= | 2025-06-01T19:54:59+00:00 | 1 | ethereum | 3,903 | DAO refund help? | Hey y'all, I have not been able to get my DAO token refund since my situation is just too complex for me to figure out, any help would be appreciated. If someone can send me an EL5 way to successfully get my refund and/or rescue the 1 ETH still stuck in [Ether.Li](http://Ether.Li), I will send a good tip to whatever ETH address you send to my DMs, and I'll leave the post up to help other people after that. Thanks in advance
So, I have a Private Key that opens up my Public address (starting with 0x68...) without any trouble. I have sent some ETH to and from it recently (less than $5 for gas) to confirm that this process works normally.
However, that address is also connected to a MultiSig Public address (starting with 0x83..) which is connected to the somewhat defunct website [Ether.Li](http://Ether.Li) which I can still log into, but all attempts to send transactions from that website cause the error message "Transaction request sent out with ID Missing/API Key." This prevents me from retrieving my 1 ETH which is still stuck in their website and I am also unable to activate a refund from the DAO.
I tried doing the DAO refund process in several ways using the first Public key I mentioned (which gives me full access to address 0x68...) but the tokens are held in the second address (0x83...) which I can't get into since it is shared MultiSig with that [Ether.Li](http://Ether.Li) website. The defunct site won't do the process of giving its authorization to complete a transaction or to process my attempts to remove it as a MultiSig. The website's Admins are not maintaining the website or responding to emails and tweets.
When I made the MultiSig account on Ether.Li, I did a print-out of the parameters supplied to make the contract, which has a User Key address (0x68...), a Backup Key address (which is exactly the same as the first address, 0x68...), and the Ether.Li address (0x71...). Below that is printed my Wallet Public Address (0x83...) and then the Backup Private Key.
So, I think I need to figure out how to safely remove the defunct website from having MultiSig authorization without losing the DAO tokens that would be refunded from address (0x83...), right? The big problem is the [Ether.Li](http://Ether.Li) website seems to have created address (0x83...) as a MultiSig address without giving anyone, including the customer (me), a way to log directly into that specific address, which I assume is to prevent anyone from getting into it and doing things without the website's MultiSig authorization.
For background info on what I have already done to try to solve the problem myself: I tried signing into MyEtherWallet for address (0x68...) to have the DAO contract "Transfer" the DAO tokens between my User Key Address (0x68...) and the Wallet Public Address (0x83...) which I had hoped would happen since the addresses are connected, but that didn't work. I also tried using the MyEtherWallet contract interactions in (0x68...) to request the DAO refund be sent into address (0x83...) and I hoped that if the refund arrived into (0x83...) then I would work to fix the [Ether.Li](http://Ether.Li) website's ID Missing/API Key problem, but the DAO token refund did not work. Instead, the DAO refund amount/balance disappeared from Etherscan's method of checking the token's balance and then about 24 hours later it bounced back into being visible again. Honestly, I'm glad that option didn't work because I don't know how or where to insert the API key I made for that purpose, or if I could rescue anything from that website anyway. | HalcyonCEO | r/ethereum | 0 | 1 |
gAAAAABoPMCT6pJjYGG9XDhmX69GmONtFQ2s9a0nXWae73qO70xk7Ue934MHVqYtfSMLR2b-3rll0mtPD2BM3LimP-22T3c17v__e7owle9TNrpEJ8Ju0jDXuHbjQBlM1S4blqlrqR5GFift9xl9YHHIiTJg0ji1ret0FYrnCfEwes2jdcUzNKh_Qgf76O4-Uvs5O41n3a6u3ihQ1-BkG_ybiLtmmK2dog== | 2025-06-01T19:52:46+00:00 | 1 | datascience | 1,451 | Advice on processing ~1M jobs/month with LLaMA for cost savings | I'm using GPT-4o-mini to process \~1 million jobs/month. It's doing things like deduplication, classification, title normalization, and enrichment.
This setup is fast and easy, but the cost is starting to hurt. I'm considering distilling this pipeline into an open-source LLM, like LLaMA 3 or Mistral, to reduce inference costs, most likely self-hosted on GPU on Google Coud.
Questions:
\* Has anyone done a similar migration? What were your real-world cost savings (e.g., from GPT-4o to self-hosted LLaMA/Mistral)
\* Any recommended distillation workflows? I'd be fine using GPT-4o to fine-tune an open model on our own tasks.
\* Are there best practices for reducing inference costs even further (e.g., batching, quantization, routing tasks through smaller models first)?
\* Is anyone running LLM inference on consumer GPUs for light-to-medium workloads successfully?
Right now, our GPT-4o-mini usage is costing me thousands/month (I'm paying for it out of pocket, no investors). Would love to hear what’s worked for others!
| hamed_n | r/datascience | 1 | 2 |
gAAAAABoPMCTTK89nJQTmvKoqM0sebS6zj90q00rJVgCZJIjcwsGz6_zIeZss0abJaIkhlY81wRZ-ArjIC3mn4nEuJGcw0ZOkfsY-N2UflXuX-a4utOGDmqkUnxEKNp8xCIak1G3xuMc01aitBl8oeRs2vOIjYM1KXLGxXieUwLpV3L8Ri5WBAhwAnmdeBIOXJIARHL0s62FsKv_JIfnmHhdXfRJ3Ger7Q== | 2025-06-01T19:48:19+00:00 | 1 | programming | 386 | Announcing Rolldown-Vite (featuring a Rust-rewrite of Rollup) | siimon04 | r/programming | 9 | 1 | |
gAAAAABoPMCT9k-PNZGtzPvvDBn3kPJDkQYokpwZingD7cznX56rEVTm-RIgYWfhgY8d5KsW6GlYwteiDQGohSXMs3bqAh0UBSnIA3935_jXChYsrhtH_iUKKsgHwJdkp3tfqOsbFNOzh5JVGonOm71ON3dprY7RoZWCYsJDaVrwD2EMvOX9vTU= | 2025-06-01T19:44:26+00:00 | 1 | bittensor_ | 348 | Binance Red Packet Code |
BPZVN11AOD | Sea-Conversation7353 | r/Bittensor_ | 1 | 0 |
gAAAAABoPMCTozFaRIl6iQceSnDXsY7S7s6Z6lU__SlHQfvxkiqAdEKE4rTBsyuhx5i2Dezgp-rN28TkJtSUqlIIVYWKcyvfAYgtExejdXR15evHpmRPidp3kVLwSjSjyFuhN6Ey93bVW77AkhdPB5lqilEJhKoMsF7k-7F-9ZvHXfBMcU8wBH_v6agM-UYSyCrx2b6Gw20XrwU9DUORrGUT5WekdBAVwQ== | 2025-06-01T19:41:50+00:00 | 1 | machinelearning | 2,001 | [P] Interactive Pytorch visualization package that works in notebooks with 1 line of code | I have been working on an open source package "[torchvista](https://github.com/sachinhosmani/torchvista)" that helps you visualize the forward pass of your Pytorch model as an interactive graph in web-based notebooks like Jupyter, Colab and Kaggle.
Some of the key features I wanted to add that were missing in the other tools I researched were
1. interactive visualization: including modular exploration of nested modules (by collapsing and expanding modules to hide/reveal details), dragging and zooming
2. providing a clear view of the shapes of various tensors that flow through the graph
3. error tolerance: produce a partial graph even if there are failures like tensor shape mismatches, thereby making it easier to debug problems while you build models
4. notebook support: ability to run within web-based notebooks like Jupyter and Colab
Here is the [Github repo](https://github.com/sachinhosmani/torchvista) with simple instructions to use it. And here is a walkthrough [Google Colab](https://colab.research.google.com/drive/1wrWKhpvGiqHhE0Lb1HnFGeOcS4uBqGXw?usp=sharing#scrollTo=tUKHO2YFKi55) notebook to see it in action (you need to be signed in to Google to see the outputs).
And here are some interactive demos I made that you can view in the browser:
* [MobileVitCollapsed](https://sachinhosmani.github.io/torchvista/MobileVitCollapsed.html)
* [LinearModel](https://sachinhosmani.github.io/torchvista/LinearModel.html)
* [Full list of demos](https://sachinhosmani.github.io/torchvista/)
I’d love to hear your feedback!
Thank you! | Dev-Table | r/MachineLearning | 42 | 2 |
gAAAAABoPMCTeZ_hTHiJD1PZuZp6O4tsR_Oj4wKmwAzkCUygTq-glIfQD3cdxqbPZ53qWt-Qtau9u5ZznHWBhpLO5k-kriV95GO-85OleJFC14DE3sMJjw2gFH_pYCY-R8v81YKpE3-RiqDvGUosPq37f2uIWZpolIkv63CoBoSPhRHrbkvz7s9iBwNIq4TNhFpnHCYByZ1_ | 2025-06-01T19:37:51+00:00 | 1 | btc | 381 | Die besten Open-Source-Hardware-Wallets für Kryptowährungen im Jahr 2025 | renditecloud | r/btc | 0 | 0 | |
gAAAAABoPMCTycvJ0D0ckDozW41PMxyXeOpgpGpxpGq35v-Hx3zNgGEoNr2chAAHG60TcsPNlA7ZWb6omvf6SQy__oKTYtc1RNkzTvtFHfIRRMYY--7tHzVZA45gof2E_6QhWb6cK-cuRoZ7PmsHazI9SL9mvwyWwlz2sNtUclTeUqr_Ml_-z3Lbk6tBz7G4fcRekJoJeEKyNoDsCA-QM8Hp9c8Asywa8A== | 2025-06-01T19:33:01+00:00 | 1 | programming | 2,284 | I open-sourced an OIDC-compliant Identity Provider & Auth Server Written in Go (supports PKCE, introspection, dynamic client registration, and more) | So after months of late-night coding sessions and finishing up my degree, I finally released VigiloAuth as open source. It's a complete OAuth 2.0 and OpenID Connect server written in Go.
What it actually does:
* Full OAuth 2.0 flows: Authorization Code (with PKCE), Client Credentials, Resource Owner Password
* User registration, authentication, email verification
* Token lifecycle management (refresh, revoke, introspect)
* Dynamic client registration
* Complete OIDC implementation with discovery and JWKS endpoints
* Audit logging
It passes the OpenID Foundation's Basic Certification Plan and Comprehensive Authorization Server Test. Not officially certified yet (working on it), but all the test logs are public in the repo if you want to verify.
Almost everything’s configurable: Token lifetimes, password policies, SMTP settings, rate limits, HTTPS enforcement, auth throttling. Basically tried to make it so you don't have to fork the code just to change basic behavior.
It's DEFINITELY not perfect. The core functionality works and is well-tested, but some of the internal code is definitely "first draft" quality. There's refactoring to be done, especially around modularity. That's honestly part of why I'm open-sourcing it, I could really use some community feedback and fresh perspectives.
Roadmap:
* RBAC and proper scope management
* Admin UI (because config files only go so far)
* Social login integrations
* TOTP/2FA support
* Device and Hybrid flows
If you're building apps that need auth, hate being locked into proprietary solutions, or just want to mess around with some Go code, check it out. Issues and PRs welcome. I would love to make this thing useful for more people than just me.
You can find the repo here: https://github.com/vigiloauth/vigilo | Op_2873 | r/programming | 5 | 0 |
gAAAAABoPMCT8_xzrR_Q4hkcvmHxfNu6PAteOR0sP_14eDBQe41CvWGyCyapQem8NQ3D_aEV-yXx_qDJYqyNTALHpPJYlcAdLdNLdCPkpLDspSJjWz2IGnfdEaIZHqDqjBJicSl3cLfDNIuR47ZM8_VplnnGgh9ZQP3dx_ZR8db0pLGpZrHerlw= | 2025-06-01T19:30:36+00:00 | 1 | cryptomarkets | 680 | Theory (Let me know) | I think market makers know there will be a sell in may go away double top narrative happening. There were too many longs with high leverage so we just saw that major flush happen over the past few days. My theory is June we actually pump and do the opposite of what retail thinks and ride a two month wave during the summer. Let me know your thoughts. | Committee_Simple | r/CryptoMarkets | 2 | 6 |
gAAAAABoPMCTukZ5YK7ElAonfrmL6OyfxQzYenXhOqYeU8i1PdW9mszXFRzrUxeb15GN9g0V6qigsFqSFQV0g-Iks8Mqy746HZKcVfAE_1mHnpZxcOoc0QAGBk2xExcWJQ1t3dI656f-iVIPb78RcdXUBwGvU2wBXKu0Wy98jiWnf8Iuq1oCBiSV1MJ5xDQkkyYLuSG8BE2Q | 2025-06-01T19:27:09+00:00 | 1 | programming | 354 | Bold Edit - May Writeup (Event System) | levodelellis | r/programming | 2 | 0 | |
gAAAAABoPMCT8apnfjesmR4X_ZqzvHm23Hp6SAuXb4Gp4MlYtgURrcVHlAcxDSTMyw00XRl7ObNEPrymleIpdDNLvNpxDvwbuUtsE6WRSOmVnlVsncpzkQu-SrGArb10ftDH7yzgVe7xlDOUueHBLgSrDEBx9AdLcJZqfIxbfJKQYXDMJeuikJr8SeO7cAxyjqfTppQ3mCMUr9a4tTRy38nPJEKM6K3Kiw== | 2025-06-01T19:26:42+00:00 | 1 | deeplearning | 993 | 300k+ active software jobs mapped across big tech, AI labs, and unicorn startup |
I realized many roles are only posted on internal career pages and never appear on classic job boards.
So I built an AI script that scrapes listings from 70k+ corporate websites.
Then I wrote an ML matching script that filters only the jobs most aligned with your CV, and yes, it actually works.
You can try it [here](https://laboro.co) (for free).
(If you’re still skeptical but curious to test it, you can just upload a CV with fake personal information, those fields aren’t used in the matching anyway.)
| Elieroos | r/deeplearning | 114 | 2 |
gAAAAABoPMCT5koADI9rveZAJeis74Y8Mr83qk3JkeyWP4Pmqt6eyFsgERVbgVG182WGkIc6gh9AIZhUYC-SS8bcKEw57rjSg9UeLv0xTUiRTy0e57mtP8NOc1UU3k-mvVl-ZVowx8cncDcZTAT8tRPAfBhkYw-PdiMjxH52QqT1ns5ik1D_y-U9lczwas7NYU1qEBlr3RZnN8XojF6dZrOiDhJ6iZghDg== | 2025-06-01T19:26:12+00:00 | 1 | deeplearning | 427 | A closer look at the black-box aspects of AI, and the growing field of mechanistic interpretability | EssJayJay | r/deeplearning | 1 | 0 | |
gAAAAABoPMCTtIyWm8zI1CNPu-DH1UIQgBOg2gGLkih57On8xVlLgzYBkv1hRUx_pzVOapOry9ovD7dTiitVrKVDvT3m63JvzF8_FIyHabqUl5uNfNvrZ3x4K6FrmEGWj56Ht5bWE9EbPQpVTf-wDfuyR7-xuko-gpZwileWIZQsZWgWt-nhJeB9RHAm0AAHHBqKZgBglC2DtFLVPgmEeY7i2viXKYXYdA== | 2025-06-01T19:26:04+00:00 | 1 | cryptocurrency | 389 | SEC Raises Red Flags Over Crypto ETFs Offering Staking Rewards | KIG45 | r/CryptoCurrency | 0 | 4 | |
gAAAAABoPMCTT6cF6yJ__-cihFJ8pQznQYu-e_ARxV46aTUGwVzuR7RHi6AhWrPpJFzrwCwe85l-57YDME8Jxk7Hu2WpUeNHD5fUjPbeOst-wWBscVja45oneLM4iRoYLNpH4o8yUx-rTNmtx9rbeRmvxdh02m2B8NSA7MiuF0cWHJxOnbcdD4ex2_-VtWmk8HjhrvZBIoAuMlScDNs9hWIG0hzD2Qesmg== | 2025-06-01T19:24:20+00:00 | 1 | machinelearning | 439 | [R] A closer look at the black-box aspects of AI, and the growing field of mechanistic interpretability | EssJayJay | r/MachineLearning | 1 | 0 | |
gAAAAABoPMCTgz60wWmx3mgdjuf--nRfXim--suNfOSuCAjuBIxHXSEHjs1tLRg3msh9dJlY5TfopLtAdFcpOYKhVm14rgmplHmS5N1JxJjNfJ0MX4Z1CuejGl7Yd3hAitSILQANQnoshqBLfMGks4JUfKekvTzvD-EBWV_PToTlLmPjnSFmatIhip0CWoRaP_2t_p7g8fvp | 2025-06-01T19:23:42+00:00 | 1 | bittensor_ | 567 | Letting Mentat Minds bots stake for you | Just wondering if anyone ever used Mentat Minds to automate their staking? I just saw this option pop up yesterday. What do the community think about this? It's on taostats as one of the options to stake. | One_Ambition8722 | r/Bittensor_ | 1 | 0 |
gAAAAABoPMCTCITA23StrgkAF9k58IJvzWMsKDfgtdDIc0ubgegw-3aP4oTaYTAGIRb-FTqXhVC4S7sv1h6cLy1Uw6fluD-w39Noy9wyUr65gV_RzeX504cao_6y5QlLLgGwI29qDu93IiTagxqMLVZkJiD1gULDYszIOStoHO0xU2pSMxXQdjwcCUSSpeEGB8JqPUgk7E0A8namI9zhhg_mzgmDDPvfjg== | 2025-06-01T19:23:38+00:00 | 1 | wallstreetbets | 416 | WSB Emoij collection for people who want to keep using these after June 4TH | MikeMikeGaming | r/wallstreetbets | 318 | 68 | |
gAAAAABoPMCTJ8THVxV5dfiVjNQPhfLnK3lVY9z9YfNk6JAvepQz7wvBWyJvq599GLcUeKfi1LeyL5h-TUUIRWvX558ARTRL0ATolknlYu8r7_wAOwueRZuWzFspWcEOVEnnioNJMuTOLje-dUBgDjSp0C02QzUKv-KNaf41DPLvMcEwlOwdle9ZeaWa2_cRvLDEslf1v9S7eylDFBbUKYk7uqRp2i33uw== | 2025-06-01T19:22:27+00:00 | 1 | cryptomarkets | 993 | Need Help Buying Crypto from Trinidad and Tobago (Republic Bank Debit Card Declined) | Hey everyone,
I’m trying to buy crypto from Trinidad and Tobago using my Republic Bank debit card, but I keep getting declined.
Here’s what I’ve tried so far:
•Tried purchasing on Bitget and through Transak
•Selected TTD (Trinidad and Tobago Dollar) as the payment currency
•Card gets declined every time
Has anyone from Trinidad successfully bought crypto recently?
Any advice on which platforms work or how to get around this issue?
Would really appreciate any help!
⸻
Let me know if you want a more casual or more technical tone | silentshadovvvvvv | r/CryptoMarkets | 0 | 0 |
gAAAAABoPMCTUeyvnFmpmwWyxPJEme-AlEUWyDSLMu43-exqSKVuySe9CS3iiFn6T_hMVelmLvwrbHs4ZNnwJ5UInhFm_MmorspdRPjiUBKhS7wt1WwW6FZCAoDdXdNC_4kff2CUe3ET4KimOTZTRy39hxqle06jRENuyM5yDSR08G-eDpNhh4yrKG9JhqAHLdBYrl0fQhz6 | 2025-06-01T19:09:29+00:00 | 1 | solana | 1,282 | Everyone said it was a scam. Now people are minting tokens and creating LPs on my trading bot lol | Occasionally I've posted about the trading bot I was building called LoFeeBot and the majority of the replies were:
"Scam!!"
"Dont try it's fake"
"Just another scammer. Ignore." etc
Well…
Today someone minted two real tokens through the bot and created LPs for both and someone else made some normal trades.
I've had several others start using it as well and have created/imported wallets.
# Here’s proof of these users:
https://preview.redd.it/h5y920s36d4f1.png?width=1086&format=png&auto=webp&s=0f9471d95bb93952c3d13f6135f29047048692c3
That’s not me. Those are real users.
If I was faking it, I wouldn’t be flexing two rando coins and $15 in fees to me. I’d be faking $1K and some fake Dexscreener charts with coins at 100K MC or more. To everyone who said it was just another scam bot:
Thanks for the motivation lol | PhantomTraderBot | r/solana | 0 | 4 |
gAAAAABoPMCTulVRC2sZ9x9OP6CauIC7IWs4UYjp5V5dNoJlUK3UffGqVOq9wUjItOS3AgumCzcikM71mUCyigVlwkrRYEiA28i0-29tKOeMqd3vGd5Y243CNFZ17ApHL2IDUTHzsBAWLpWU_uBfboJL1RW4D3Bh6VtPaIIovJ5wL8-FOOZzZeLpnRAqj45FKeu30OUk6qGb | 2025-06-01T19:08:37+00:00 | 1 | investing | 1,151 | looking for investment advice | Hey everybody, 22 M here I’ve been grinding for a while now and just recently pushed over 100k net, 60k in the bank and over 40k in general stocks and 10k or so in a Roth account. I currently have no debts and just bought a 20k truck outright. My next goal is to use this money to make me more money.
My plan is to find a piece of property and develop a duplex which I can live in and rent out the other side. I work in the trades and a majority of the work would be done by me which saves a lot of labor costs.
I know land and material prices are still at an all time high so I’m wondering what’s the best approach. Do you think buying a property and renovating is the way to go? My fear with that is old construction can have a lot of underlying issues that will just become a money pit in next decade. | eazekhan | r/investing | 2 | 3 |
gAAAAABoPMCTq1yxrwT5-cZOLDJGoV4GHivTiagrx6i4dBdmqwbFfTEfRxnHYQbaLsh4PshA8oLtE1JWo99iZz74UUzNdc-ZUS0F_A8-6B6FHczWVaJxedHnv3vPF0EHXVpE1cGeqXI07hXwFAE3c33rKVvlXHcLk21MEdE1-0WpU6BHSefMgy-AXvieRTOryrDjCuwMaYKJ | 2025-06-01T19:08:08+00:00 | 1 | investing | 826 | Opening a Roth IRA account for my children | Anyone setup a Roth IRA for their children? I just set up an account for my 2 kids (10 & 12) but don’t know if it’s a good idea. Thoughts on adding ~$100 per month/kid? I’m 46 and plan on retiring at 65 so I think building their account for the next 20 years is doable. I also started buying them BTC as well but I’m hoping that can be used when they turn 30. Is there anything else I should consider when it comes to investing for my kids future? | bassfishing_legend | r/investing | 11 | 30 |
gAAAAABoPMCTk24qMkoQuJU-GTcPhsPVw7nACEmV_fQZXexdfDA2luvoZuzTVSZKTEYMXfox2uoc3cmF7qhI1Yvyo5WPIWjPuVvREy8DN-DCwahuPpvg2wVQ-u7jULZqWRMB-mVstcYx-PcL2mgHTws0_3SiimjWQ-EBQyDSRI_IMIz7h2vfp8t1XjbCSGRYSxe4A6bHeUiN | 2025-06-01T19:03:40+00:00 | 1 | programming | 352 | Communicating In Types • Kris Jenkins | goto-con | r/programming | 0 | 0 | |
gAAAAABoPMCT7E8_vTeCQiMBPguI-fcyF45aINgmMG5Ke2oRCcvEgb7e8KZF9dXU-_h7CsB05NpWM2LeJEImntz5lKhhw2R8WXN0phHD7SQ9gSRz6-Ke-uM_QjqcHR6fPmq9XZwOrZz1Vvvw92ff9ero8J2cLbor-aAte_4dpairbyQGuyr2Idqt8KWnW-ouZWJjSj-rTgT523q1WLrZHiFXBbNKP1_O0Q== | 2025-06-01T19:01:46+00:00 | 1 | datascience | 1,356 | Can data science be used in computer networking (if not can it be used in cybersecurity)? | Hi, I’m a high schooler (junior year) who is extremely interested in data science to the point where it is the main career field I want to go into. However, I got enrolled in a program where we train and study for the CCNA and Network+, two prominent computer networking certifications that even adults in the field dont have. I’m taking the certifications next week so hopefully I pass both, but my heart is still in data science although i rlly dont want to waste these newly acquired skills. I know data science is a wide ranging topic that can be extended to multiple different fields, and the use of automation and AI being used in stuff like SDNs are increasing. I guess my question is if theres a solid career in data science with a computer networking background.
Additional question: I gotta start thinking of college so would I, if there is a possible path, major in data science and minor in computer networking? | Particular_Reality12 | r/datascience | 1 | 5 |
gAAAAABoPMCTck_csJRJJB3lS2fWD766RMQt3iNqV2ctOhT9-KAvGvZaFU6XGEWPAig_HSusIP01-vjgF0Rb2WJA3ObXXwIi2kltA6gboZxAfea1PmbuU0r8wu50uk66HG3XpVQnEf3HO2jG4YVYdh-whgcBNpY6MndP2fVwgRiUUdueQk-CpkcQa0sgGUdMDgxoflXDOd6L5JMQORcahuEQnDicKCNaJQ== | 2025-06-01T19:01:30+00:00 | 1 | bitcoin | 485 | Bitcoin Is Quietly Entering The Healthcare Sector | https://www.forbes.com/sites/beccabratcher/2025/05/31/bitcoin-is-quietly-entering-the-healthcare-sector/ | Independent_Fox_6601 | r/Bitcoin | 32 | 4 |
gAAAAABoPMCTZqGuF35vFfzdzEYX2xbPTTTz_NIHkaIto4gat9ByAHV6763AaQDQ28ZbmGIvUar-PnaQoMvhjBDloy9lG_lVEYscg_QYGT78joZHU62uYeJ3G3P20AgzV4lm4dmCLGgR-ORgyinP4aLZRrsCv8NdDPECDjycozrSW2oY4EhqkCW2facVQnhkZ8IMudIG-ceSP39GDfCvSG6UgV8fuOHRtg== | 2025-06-01T18:58:07+00:00 | 1 | programming | 1,187 | I made a programming language to test how creative LLMs really are | Not because I needed to. Not because it’s efficient. But because current benchmarks feel like they were built to make models look smart, not prove they are.
So I wrote Chester: a purpose-built, toy language inspired by Python and JavaScript. It’s readable (ish), strict (definitely), and forces LLMs to reason structurally—beyond just regurgitating known patterns.
The idea? If a model can take C code and transpile it via RAG into working Chester code, then maybe it understands the algorithm behind the syntax—not just the syntax. In other words, this test is translating the known into the unknown.
Finally, I benchmarked multiple LLMs across hallucination rates, translation quality, and actual execution of generated code.
It’s weird. And it actually kinda works. | Bruh-Sound-Effect-6 | r/programming | 0 | 3 |
gAAAAABoPMCTq8sZag0iGZzGQfht6jRJ_98Dx7jzZjjKK0D9J_uAy053xIzf-C0z2h6v5xAZepFxPv9ou5GX3top-NRJT0XD6pQv6m4MGUgZ_72Vc9OJ8QprjdqxpbBTK5xkrlZtx_2H3LUMlMqE2S23RRfwdpSPiDj3z4Q0rj8hni35y6AHMNw= | 2025-06-01T18:57:46+00:00 | 1 | deeplearning | 684 | Overfitting 2 | What do you think is the best learning rate based on the charts below, and how can I determine if there is no overfitting?
https://preview.redd.it/ger7hj4v4d4f1.png?width=2648&format=png&auto=webp&s=9dd42d675211c13aa34560b0b60c4fdf6f4d470f
https://preview.redd.it/zbcj2i1q4d4f1.png?width=924&format=png&auto=webp&s=54367a8aae983a38f86a6b4ed4bbd8e1b55ea7c8
| Popular_Weakness_800 | r/deeplearning | 1 | 0 |
gAAAAABoPMCTVMd1fG3S4DvvIOKajIJGOZKAdsxkEaqepjx7US5GchhQhsFZMIv832jzNNRu6pcajerKRaBZQkOv0H-tKNGrEvJW7x1QwVc6bQ0cncO4_N_K_dSNAAHoXyBRpiyZFxwOtcMHJ-tuuqC-mFCHU5mKomVuF_LDUIh0aDPYhDnNklU= | 2025-06-01T18:54:47+00:00 | 1 | cryptomarkets | 592 | What new to buy? | Hi guys, what other coins are worth if try? I am using 90% of my money for DCAs strategy to buy BTC, SOL, ETH etc and u wanna try something new. Something more soeculative with more reward potentially. So u have any ideas? Not interested in Pepe, shiba etc…
Thx | MiserableSearch1312 | r/CryptoMarkets | 1 | 26 |
gAAAAABoPMCT-Eas8tIIlfqSoIN99QrFjPT8afiklKw5kPOwREANhi8FI-ASzfshntIea76BBNQUwf2ZF9oUfxoh4GfE_J_YpVRHXQBDlPB3LaYH3Eknz_prch_EV1T5k5hlXT7UAeTSnWuNc14jMbiJNmvIz0o_eUGz0rqcrvwgqINKwyP1Ihla3ftxvpYO71EqnMo7Xt4d | 2025-06-01T18:47:26+00:00 | 1 | cryptocurrency | 356 | BTC holder vs. Altcoin survivors | Odd-Radio-8500 | r/CryptoCurrency | 360 | 23 | |
gAAAAABoPMCTPpvx5R5q5YEtiHlJ6jiPMhijA_RIjKxYDseZcx9G2GovBt5LKB7v8EcEdZGs2j6RwPBno3QDG08xx8q70DOKExM23VjQfl8Z8cVMoH7IRDMGkZKjjax2yJ0RczQoExbUq7W46JHAq0-X2_f1PpNKZifjvq5LR4BCsDSfYEoyEmJhLWisWNH5EEUzys0wla8P | 2025-06-01T18:39:37+00:00 | 1 | solana | 484 | WILL IT BE GOOD TO SELL OR WAIT AND WHY | I HAVE 210 SOLANA THAT I BOUGHT WHEN IT WAS AT $210 AND I SEE THAT ITS PRICE IS STARTING TO FALL AGAIN. WILL IT BE GOOD TO SELL NOW? | Parkshinhye20 | r/solana | 4 | 36 |
gAAAAABoPMCTYgQWPSxqMSs5Y7zz0b9J6p_Pjx9pNilCdYx6Kpa5U48h9eWtgaCUCDss7UHA1zdyh3__Mr3pid1SarSRXUahij9fs8CGwIs6UFn7FwTvO2DdRdzauAfkmiO-vz13ZqBVrJE9-stUs1JVARTQu6c-COcDoqyoE9_LtEiGU-r-lEPe4KvrWPrG-E6gtgiXho7WRuMTwBCkOjZwK7p4Wr8cpA== | 2025-06-01T18:37:47+00:00 | 1 | technology | 390 | Microsoft unit in Russia to file for bankruptcy, database shows | Franco1875 | r/technology | 185 | 5 | |
gAAAAABoPMCT_YrHepQ8Z6dIPHFD6Jt0OZ0QNK4l3mU60nz5mQzfqhQti0AQAZ_Y-6-m5T5l1eGyoID9YVQKarq26keKANPU-xvY_5uaFOEGBk2b4QTLT_EmL4ul1yy-Xt6-4YYTqRV4VwolMH5JwEEiXi2A8nRUZ2O3MHr2vvD7-InBlYCsYqI= | 2025-06-01T18:37:45+00:00 | 1 | bitcoin | 967 | Orange Pilled my Mother | So over the last 6 months or so I’ve been trying to explain Bitcoin with my mom(61) and she has grown more and more curious. Now she is talking about putting the majority of her retirement into Bitcoin and taking it into self custody. It isn’t a whole lot of money and I kind of feel guilty and scared instead of excited for her. What if she lost it all or even half because of me? I am 100 percent into bitcoin and have the conviction to not sell. However, someone that old doesn’t necessarily have the time to HODL if needed. I think that’s what worries me.
Should I stop her? Anyone else experienced this orange pill guilt? | SailorDelight999999 | r/Bitcoin | 22 | 34 |
gAAAAABoPMCTNsytl0dtMPjUrgMAzCu1MJ_X06cPm_Qtj9b3bLPZcfL4JiAJzXuwSqcqQMJh9vpJI4o3mnRj75MvanVCcTWZgqCi_5c7C7oG_FfoojCUwgIdAqDItg3lRYKz-uMQOK_zXoMy0KbJvc7d2cfJfWfNqFF5wHcCM_fuesQwp-guEFvmcHi0T6CzM8O8ZXdptynFj_ahTwYa6CTe487TUn9gUQ== | 2025-06-01T18:34:31+00:00 | 1 | cryptocurrency | 406 | ETH/BTC fell to 0.018, its lowest since Jan 2020 per Glassnode | Next_Statement6145 | r/CryptoCurrency | 9 | 32 | |
gAAAAABoPMCTPyTTpeRfdWadnZceb4quOeQ6zT9pWdV0raA3BXqhZPHpCRcG6QakkhoV7DkqeallE_q87aONfXbGzOjuX2Vq2IQ64ex6rVlPaP3nbIO2WGSe5IbzSGKzRVIf3Iotvjyrj4rn1AACQ9dQo9hzr8UMCsxArv3NMLbs1td5TQD-fowfjSbFNSjPDzVi1bSlV0xbQAdbTleVQqaMm6Nvf-jC8w== | 2025-06-01T18:34:16+00:00 | 1 | programming | 391 | Why CSS Feels So Hard (and What Finally Made It Click) | Proper-Sprinkles9910 | r/programming | 0 | 16 | |
gAAAAABoPMCT6kWcq71q9tx-ED3sO6cXt1PQNZrzd7CL4Vm9zKUiAg4NBvgab7l30mmKM0M9dJHITazAyML1KAYCyII8JhrZcH2_EMOOSXx0R0fVl7_sNjsvSmNQmlMSjPp_SBjjme5obTwaZUXykI7Lj-YwskDh-IkcdjkraV7Zmb6HgzONhyUs5jLsaxA90a79kmoRFTLwf64c1t6hbenma8mqIrRkUw== | 2025-06-01T18:33:08+00:00 | 1 | polkadot | 421 | Umanitek & AI Harm ⚠️ OriginTrail's NeuroWeb & DKG for Online Trust & Safety - Space Monkeys 194 | JayChrawnna | r/Polkadot | 5 | 0 | |
gAAAAABoPMCTtVUrMP3oGya9ZQ6a4NKsw5QCgj8RmuXvR2nQFZE26rvvaTqIXtSVh7DYbsZ2Woyf1pC8rKIuB1HIdk2K-chMH15y1IpFUnZBk1zB82muQHOMJp4EuToTMlnz0yhPZt_vmZHeT7BLQowODfROPZhPiQo4__NGtb6PT9PTTKNIxa9qCWl1KPmNltXhpigPOQ6w | 2025-06-01T18:33:02+00:00 | 1 | solana | 921 | How to find historical Pump.fun tokens that graduated to PumpSwap? | Hi, I’m trying to build a dataset of OHLCV data + basic metadata for tokens originating on [Pump.fun](http://Pump.fun) that graduated to PumpSwap.
I’ve looked through Moralis, GeckoTerminal, and public Solana RPCs, but I haven’t found any API that gives a complete list of [Pump.fun](http://Pump.fun) → PumpSwap tokens, especially ones that are now inactive.
This is partly thesis-related, so I’m willing to go deep and build infrastructure if needed.
Any advice on where to start or if someone’s already done this? | Wild-Respect-6803 | r/solana | 0 | 4 |
gAAAAABoPMCTNxrFaN1Mh_QNmmjVymDntj5E0psP2F3E3STyx1Em26EVD2ZoqiMo-LdN1uRXvz7CISvg8LebDpR8kawT3ja3wzb4uEusSD-ZsmAVYqjUFNGut0eHj0rw6Ee3Pj0OvWV67JpGXjoLKo7RC24I1Fm8LgJPWOQqVfdqcsndBWRYZvKfF6nx9PdRx_rEQpbD3qMxWgXWxSSyb8qYQbRIHemmKA== | 2025-06-01T18:32:13+00:00 | 1 | cryptocurrency | 1,478 | BlackRock Purchases Additional $70.2M in Ethereum | BlackRock's recent acquisition of an additional $70.2 million worth of Ethereum (ETH) has sparked attention in the cryptocurrency market. This move comes at a time when market sentiment is wavering due to volatility in both crypto and traditional stock markets.
**Key Points:**
* BlackRock's purchase signals strong institutional confidence in Ethereum.
* ETH was trading at approximately $3,800 on May 31, 2025, with a modest 2.1% decline over the prior 24 hours.
* Institutional inflows into crypto ETFs, such as BlackRock's iShares Ethereum Trust, saw a 10% increase in holdings on May 31, 2025.
* Stock market declines, such as the S&P 500's 1.2% drop on May 30, 2025, often correlate with reduced risk appetite in crypto.
* However, institutional moves like BlackRock's ETH buy may decouple specific assets from broader trends, creating selective opportunities for traders.
For traders, this development presents a dual opportunity: capitalize on short-term ETH price bounces near support levels while monitoring stock market recovery signals for broader risk-on sentiment. | CriticalCobraz | r/CryptoCurrency | 43 | 5 |
gAAAAABoPMCTZ2YWCEFtMpyazdWyxFMOV8iHBBPrnht2s4SVZ5g4Z-ladJ5A9u5L3BsFYNJbodoGfLSPbo6BfY6nShgBs0jH1MknbtTrtIYEj2wZ-NXmgEg6GkUCYPZrh81oloejncud2A3_O97n1ZjYZ4YExS6zMlO_NCitPaQS7k1NeNqS0IBGXTeOB_YnEmyJmfQfaerqvhyfCF7AyogjaVhpzTNN3w== | 2025-06-01T18:28:29+00:00 | 1 | stocks | 5,069 | E.l.f. Beauty remains committed to manufacturing in China despite tariffs | No paywall: [https://finance.yahoo.com/news/elf-beauty-remains-committed-to-manufacturing-in-china-despite-tariffs-143023418.html](https://finance.yahoo.com/news/elf-beauty-remains-committed-to-manufacturing-in-china-despite-tariffs-143023418.html)
Affordable cosmetics company e.l.f. Beauty (ELF) has long relied on China to keep its prices low and create value-oriented "dupes" of higher-end products.
Now, President Trump’s economic agenda is putting that model to the test.
E.l.f. sources 75% of its products from China, making it highly exposed to higher costs from Trump's tariffs (though less so than in 2019, when the company sourced 100% of its products from the country).
In addition to the broad-based tariffs Trump has levied in his second term, e.l.f. faces a 25% tariff on its China-sourced products that Trump levied in 2019. With the most recent 30% tariffs that Trump imposed on Chinese goods, which are undergoing legal scrutiny, e.l.f.'s product imports to the US were subject to tariffs at the 55% level.
Unlike other companies that have vocally pivoted to American onshoring to avoid being singled out by the president, CEO Tarang Amin said on the company's earnings call that e.l.f. remains committed to its Chinese suppliers.
"We believe our unique China-based supply chain is an area of competitive advantage we've been honing for the past 21 years," Amin said. "It underpins our value proposition, delivering the best combination of quality, cost, and speed in our industry. We're ... committed to our China team and suppliers."
But tariffs create a challenging situation for a company that prides itself on its affordability factor.
E.l.f. recently took a rare step in announcing a $1 price increase on all items starting in August. In an interview with Yahoo Finance on Thursday, e.l.f Beauty CFO Mandy Fields did not say whether e.l.f. would pare back prices if tariffs were to come off.
"There's just such a range of outcomes from a tariff perspective," Fields said (see video above). "I would say pricing is one lever that we have in our toolkit, but we're also looking at our supply chain to optimize that, and also looking at business diversification as we think about tariff mitigation."
The beauty company also announced the acquisition of Rhode, a direct-to-consumer skin care brand founded by Hailey Bieber, for $1 billion. One of the reasons given for the deal was to help e.l.f. diversify its supply chain away from China.
E.l.f. Beauty stock soared 23% on Thursday following the announcement.
Smaller cosmetic brands 'have been relying a lot on China'
Many beauty brands are going back to the drawing board in hopes of finding ways to deal with tariffs, starting by reaching out to their suppliers and finding new efficiencies.
Alicia Yoon, the founder of Korean beauty brand Peach & Lily, also warned about the dangers of cost-cutting too much to offset duties.
“It’s very tempting to say, 'OK, this ingredient, let’s swap it out for something that’s basically the same, or find a new supplier that’s more affordable,'" Yoon told WWD at the 2025 Beauty CEO Summit, adding, "But that can impact quality.”
In 2024, China shipped $671.4 million worth of makeup and skin care products to the United States. For the week ending May 10, incoming shipments to the Port of Los Angeles are expected to be roughly 36% lower than the previous year, largely due to ongoing trade disputes.
Tariffs could be a huge issue for smaller cosmetic brands in particular, L'Oréal (OR.PA) CEO Nicolas Hieronimus said during a sales update in April.
In a nod to e.l.f., Hieronimus hinted that its inexpensive NYX Cosmetics brand was in a better position than its competitors, as it reduced its exposure to Chinese-imported products to around 20%, "which is not nothing, but it’s only 20%," he said.
"We know that some of our very direct competitors are closer to 80%," Hieronimus added. "So at some point ... \[if\] the tariffs against China are confirmed and stand, it will indeed benefit some of our brands — and makeup in particular."
At the current China tariffs level, e.l.f. reported on Wednesday that it expects a $50 million annualized cost impact. The growing beauty company continued to gain market share in its fiscal fourth quarter and grew net sales by 28%.
“We believe we have the right strategy to drive continued category-leading sales and market share growth in the years to come, and believe the acquisition of Rhode will further strengthen and diversify our portfolio of fast-growing disruptive brands,” e.l.f. CEO Amin said. | callsonreddit | r/stocks | 54 | 8 |
gAAAAABoPMCTPtYfNJaQi0h8oBZEsiRA7cjSqFMP0sDTriL8CT6eAqCv_HwPKVt-T2WdatzDop3V074X5ntSd1Bq84Kxedn_gZ0tNu-uvC9jxee5Lp0bNrhGY_nFroBrwgzlhE-Qg5doVCfwSoiWp8CFzF2Kkd7CCXOYLMksGALv8dwQQoG4ler2KM-5z_bnATTQlY3b_mh9EP9UQ7UPUi_P465qDiHwvw== | 2025-06-01T18:27:22+00:00 | 1 | programming | 383 | 3 Main Learnings When I Grew From Engineer To Manager | gregorojstersek | r/programming | 0 | 0 | |
gAAAAABoPMCTBDVCu5ZbJrjw97ce2U48rJ_PMDxzOUDmfdAofdFM6SQVHHEWFYiSArvNPyLszZlOIDXlmlgOyP9C7sfDs0F1l-tDNxFqXPKXWCOPAoNg6D0miX78ZfsRCgd8w05slwlTNNsm9Vi-z7hHar6A8uoLSHybYnX-THrR3GKgqhZwI-fzDHtzbhUhVQmnj58Tkx-G_eH_xo2gflJIUNRybMJ_Hw== | 2025-06-01T18:24:23+00:00 | 1 | wallstreetbets | 793 | How to force yourself to stop gambling | The 15%+ daily swing in my account have been absolutely gut wrenching over the last 5 years, but I am currently up 300%. I was on a day trade restriction and purposely violated it so I wouldn't be able to open any new positions. I bought shares in companies I want to hold long term and do still hold lots of Sofi calls, but once those are closed I'm out bois. Best of luck to everyone, I'm hoping to finally get some sleep. | SwagginDragon89 | r/wallstreetbets | 29 | 41 |
gAAAAABoPMCT7VfFby3nVG7q-mX5mnJ7CtGGPWNATvj2gDlU9Y9H8FrAy5hO7FR2tpElZzhP4Hc6F-1AFO_WFi6gL4sCzuh6rQwdEkZpn2RxI8k11BUo-N8J2nnjz_pN3k1cmx3okmnFNefo9GgHi7rRUTDe_dmKcNk5iHtag-yrHS7v4-E_5eT71uk9Jw5tqT4IGuKf1qGcb3V2bmc1xCPkBzTNwEXdtg== | 2025-06-01T18:23:31+00:00 | 1 | stocks | 1,243 | My Thesis on UnitedHealth UNH ($302) Oversold Bounce Setup | UNH has been getting crushed this year. Down around 45% with all the DOJ stuff and CEO drama. Currently sitting around $302.
Been watching it trade in this $295-$305 range for the past 1 week now. RSI is down around 29 which is pretty oversold for a large cap. Also seeing some interesting options activity, there are more call buying at $300/$310 and heavy put selling at $295.
I feel this could be one of those oversold bounce setups. If it breaks above $312 with volume, maybe we see a move toward $330-350. But obviously if $294 fails, this probably heads to the $250s pretty quick.
Anyone else been tracking this or staying away because of the investigation? The technical setup looks decent but the fundamental risks are obviously real.
What's your take? $302 feels like a decent entry but I think its better to wait for $312 with volume to enter. | retroviber | r/stocks | 0 | 8 |
gAAAAABoPMCT_tcKrtVLl6bRKn45pP24xN1J-Wio2jAewYIv5BEK2WZ_vOL6WvlecNwg8iXRnXn9NyPhQ9Iphl35FL0sC2tdFvLZdP3nT98BY41ZSaAl-yUJwrD3l7zzCR0j62itvAZ0aO8uqO9LjiIsjtmL-jXaBKXuM_vPYhYVgI2fG6jKwiH4Dxewoj76jBWXMhxEaS1gpayADtqw1MDKqmof6t8t0Q== | 2025-06-01T18:22:24+00:00 | 1 | cryptocurrency | 412 | Crypto search trends and app rankings show tepid engagement despite recent surge | diwalost | r/CryptoCurrency | 2 | 0 | |
gAAAAABoPMCTK3wWs_oIDsvp9j7icwNQkaqOIt7YWS1G9F32TbEtmp22hX4v6c74IbB29DUb5ujn7PWnGIEylqCmProuZDD4WbIMCNi0PS5MflBlOfw8xhQ1auU733KwN5qCuBdTVjULeE3Olps5yeFAryed0Vzs86X3j9YMqMxzw-0JEO2dFvjaksyAGur51mERpfmGsYduMCxXOobie8_2aIH10lc_1A== | 2025-06-01T18:17:09+00:00 | 1 | deeplearning | 8,608 | Siamese Network (Triplet Loss) Not Learning Loss Stuck Despite Pretrained Backbone, Augmentations, and Hyperparameter Tuning. Any Tips? | Hi everyone,
I'm working on a Siamese network using **Triplet Loss** to measure face similarity/dissimilarity. My goal is to train a model that can output how similar two faces are using embeddings.
I initially built a custom CNN model, but since the loss was not decreasing, I switched to a **ResNet18 (pretrained)** backbone. I also experimented with different batch sizes, learning rates, and added weight decay, but the loss still doesn’t improve much.
I'm training on the **Celebrity Face Image Dataset** from Kaggle:
🔗 [https://www.kaggle.com/datasets/vishesh1412/celebrity-face-image-dataset](https://www.kaggle.com/datasets/vishesh1412/celebrity-face-image-dataset)
As shown in the attached screenshot, the **train and validation loss remain stuck around \~1.0**, and in some cases, the model even **predicts wrong similarity on the same face image**.
Are there **common pitfalls when training Triplet Loss models** that I might be missing?
If anyone has worked on something similar or has suggestions for debugging this, I’d really appreciate your input.
Thanks in advance!
**Here is the code**
`# Set seeds`
`torch.manual_seed(2020)`
`np.random.seed(2020)`
`random.seed(2020)`
`device = torch.device("cuda" if torch.cuda.is_available() else "cpu")`
`# Define path`
`path = "/kaggle/input/celebrity-face-image-dataset/Celebrity Faces Dataset"`
`# Prepare DataFrame`
`img_paths = []`
`labels = []`
`count = 0`
`files = os.listdir(path)`
`for file in files:`
`img_list = os.listdir(os.path.join(path, file))`
`img_path = [os.path.join(path, file, img) for img in img_list]`
`img_paths += img_path`
`labels += [count] * len(img_path)`
`count += 1`
`df = pd.DataFrame({"img_path": img_paths, "label": labels})`
`train, valid = train_test_split(df, test_size=0.2, random_state=42)`
`print(f"Train samples: {len(train)}")`
`print(f"Validation samples: {len(valid)}")`
`# Transforms`
`train_transforms = transforms.Compose([`
`transforms.Resize((224, 224)),`
`transforms.RandomHorizontalFlip(),`
`transforms.RandomRotation(15),`
`transforms.ColorJitter(brightness=0.3, contrast=0.3, saturation=0.3, hue=0.1),`
`transforms.ToTensor()`
`])`
`valid_transforms = transforms.Compose([`
`transforms.Resize((224, 224)),`
`transforms.ToTensor()`
`])`
`# Dataset`
`class FaceDataset(Dataset):`
`def __init__(self, df, transforms=None):`
`self.df = df.reset_index(drop=True)`
`self.transforms = transforms`
`def __len__(self):`
`return len(self.df)`
`def __getitem__(self, idx):`
`anchor_label = self.df.iloc[idx].label`
`anchor_path = self.df.iloc[idx].img_path`
`# Positive sample`
`positive_df = self.df[(self.df.label == anchor_label) & (self.df.img_path != anchor_path)]`
`if len(positive_df) == 0:`
`positive_path = anchor_path`
`else:`
`positive_path = random.choice(positive_df.img_path.values)`
`# Negative sample`
`negative_df = self.df[self.df.label != anchor_label]`
`negative_path = random.choice(negative_df.img_path.values)`
`# Load images`
`anchor_img = Image.open(anchor_path).convert("RGB")`
`positive_img = Image.open(positive_path).convert("RGB")`
`negative_img = Image.open(negative_path).convert("RGB")`
`if self.transforms:`
`anchor_img = self.transforms(anchor_img)`
`positive_img = self.transforms(positive_img)`
`negative_img = self.transforms(negative_img)`
`return anchor_img, positive_img, negative_img, anchor_label`
`# Triplet Loss`
`class TripletLoss(nn.Module):`
`def __init__(self, margin=1.0):`
`super(TripletLoss, self).__init__()`
`self.margin = margin`
`def forward(self, anchor, positive, negative):`
`d_pos = (anchor - positive).pow(2).sum(1)`
`d_neg = (anchor - negative).pow(2).sum(1)`
`losses = torch.relu(d_pos - d_neg + self.margin)`
`return losses.mean()`
`# Model`
`class EmbeddingNet(nn.Module):`
`def __init__(self, emb_dim=128):`
`super(EmbeddingNet, self).__init__()`
`resnet = models.resnet18(pretrained=True)`
`modules = list(resnet.children())[:-1] # Remove final FC`
`self.feature_extractor = nn.Sequential(*modules)`
`self.embedding = nn.Sequential(`
`nn.Flatten(),`
`nn.Linear(512, 256),`
`nn.PReLU(),`
`nn.Linear(256, emb_dim)`
`)`
`def forward(self, x):`
`x = self.feature_extractor(x)`
`x = self.embedding(x)`
`return x`
`def init_weights(m):`
`if isinstance(m, nn.Conv2d):`
`nn.init.kaiming_normal_(m.weight)`
`# Initialize model`
`embedding_dims = 128`
`model = EmbeddingNet(embedding_dims)`
`model.apply(init_weights)`
`model = model.to(device)`
`# Optimizer, Loss, Scheduler`
`optimizer = torch.optim.Adam(model.parameters(), lr=1e-4)`
`criterion = TripletLoss(margin=1.0)`
`scheduler = torch.optim.lr_scheduler.ReduceLROnPlateau(optimizer, mode='min', patience=3, factor=0.5, verbose=True)`
`# DataLoaders`
`train_dataset = FaceDataset(train, transforms=train_transforms)`
`valid_dataset = FaceDataset(valid, transforms=valid_transforms)`
`train_loader = DataLoader(train_dataset, batch_size=64, shuffle=True, num_workers=2)`
`valid_loader = DataLoader(valid_dataset, batch_size=64, num_workers=2)`
`# Training loop`
`best_val_loss = float('inf')`
`early_stop_counter = 0`
`patience = 5 # Add patience for early stopping`
`epochs = 50`
`for epoch in range(epochs):`
`model.train()`
`running_loss = []`
`for anchor_img, positive_img, negative_img, _ in train_loader:`
`anchor_img = anchor_img.to(device)`
`positive_img = positive_img.to(device)`
`negative_img = negative_img.to(device)`
`optimizer.zero_grad()`
`anchor_out = model(anchor_img)`
`positive_out = model(positive_img)`
`negative_out = model(negative_img)`
`loss = criterion(anchor_out, positive_out, negative_out)`
`loss.backward()`
`optimizer.step()`
`running_loss.append(loss.item())`
`avg_train_loss = np.mean(running_loss)`
`model.eval()`
`val_loss = []`
`with torch.no_grad():`
`for anchor_img, positive_img, negative_img, _ in valid_loader:`
`anchor_img = anchor_img.to(device)`
`positive_img = positive_img.to(device)`
`negative_img = negative_img.to(device)`
`anchor_out = model(anchor_img)`
`positive_out = model(positive_img)`
`negative_out = model(negative_img)`
`loss = criterion(anchor_out, positive_out, negative_out)`
`val_loss.append(loss.item())`
`avg_val_loss = np.mean(val_loss)`
`print(f"Epoch [{epoch+1}/{epochs}] - Train Loss: {avg_train_loss:.4f} - Val Loss: {avg_val_loss:.4f}")`
`scheduler.step(avg_val_loss)`
`if avg_val_loss < best_val_loss:`
`best_val_loss = avg_val_loss`
`early_stop_counter = 0`
`torch.save(model.state_dict(), "best_model.pth")`
`else:`
`early_stop_counter += 1`
`if early_stop_counter >= patience:`
`print("Early stopping triggered.")`
`break`
**Here is the custom CNN model:**
`class Network(nn.Module):`
`def __init__(self, emb_dim=128):`
`super(Network, self).__init__()`
`resnet = models.resnet18(pretrained=True)`
`modules = list(resnet.children())[:-1]`
`self.feature_extractor = nn.Sequential(*modules)`
`self.embedding = nn.Sequential(`
`nn.Flatten(),`
`nn.Linear(512, 256),`
`nn.PReLU(),`
`nn.Linear(256, emb_dim)`
`)`
`def forward(self, x):`
`x = self.feature_extractor(x)`
`x = self.embedding(x)`
`return x`
**In the 3rd and 4th slides, you can see that the anchor and positive images look visually similar, while the negative image appears dissimilar.**
The visual comparison suggests that data sampling logic in the dataset class is working correctly the positive sample shares the same class/identity as the anchor, while the negative sample comes from a different class/identity.
| Acceptable_Resist605 | r/deeplearning | 1 | 0 |
gAAAAABoPMCTXRi8kZeCag2SVQL9Lq6QM1jaNpeALNIoJbDAe3TMLBvAiqtuhX7vL7PIr9mdLjI12AEqkgUZsfQwf6fV7GUCdbWZ46hSCmPvX6pMIywsfrM4ZpKELVTQIlDxbuWkaGNPDpg5ElPrCxWEStqr-6bNtN9Sco6GutuXGNzy5y-3-Zs= | 2025-06-01T18:12:40+00:00 | 1 | bittensor_ | 420 | Ethereum to bittensor? | is it worth it to trade my 2pcs Ethereum to TAO?. coz im thinking about the staking APY of TAO :) | hitoryu2001 | r/Bittensor_ | 2 | 5 |
gAAAAABoPMCTKZ2Tw9vp55AR37iyfZU0FIaFx0ouEuH7cjoOJoCyaPgtbed1mAFv92lsuG71dbtGGtqvEoRmPhqVQPbmQiJ59Si8mXwCh_gKk_QB8IFnoufbp7_5l6b9CeKTSMC8xc9E4tFs4qUmgeU0VNj-z_Ijcy5cHp03iIVIS58zjKe5l4dFP-xx6RWSA2Fc4v5oD524 | 2025-06-01T18:12:31+00:00 | 1 | bitcoin | 870 | Stay alive. Stack Bitcoin. Repeat! | Life is unpredictable. Your health and time are your most valuable assets. Staying alive means taking care of yourself every day, but building a future is more than just surviving. It means stacking Bitcoin, the only money that can’t be devalued or taken away.
By owning Bitcoin, you take control of your financial destiny and secure your freedom for years to come. Your health and your wealth depend on Bitcoin. No distractions. No excuses. Just focus on what really matters. Stay alive. Stack Bitcoin. Own your future. 🧡 | bitcoinagree | r/Bitcoin | 58 | 6 |
gAAAAABoPMCTyk9yM8TR6psk-MUzVtj0dOQAYXW5vbUEG46rYAtzjOM72kDRV7set-M0m5gWBQD_oocCT9IZuuKrUey4aKEKhNmBnzYTZrtWp9wC4mV4L1SuhiKb6zncgIAD0I-TuQUgeInOcmPbtcu0bZr5ZAnYzMVovY0im9Yip9PnveA3YwYG3DIMTKBemjFfuaJ3IlzGE1mXdxjZFhvQE1uIfHbSJw== | 2025-06-01T18:10:06+00:00 | 1 | technology | 399 | The European Space Agency will beam the famous 'Blue Danube' waltz into space | fchung | r/technology | 65 | 16 | |
gAAAAABoPMCT08EQSbAjppZTyEO3ZeT1-dp6_VrslqCxJSUWt3YWVZeQG3zCBjaQY3gDNfZ6JtHotTb9gy_7-zgTU27gNfiSvAN0XD5dkVYXV__B5i8cm6Pa7koIKGGU5ryFURC_rdIkADEjG_TNjI4uH3pAgit-LFjY5xNEP9GgVyXyhn6y-z0pIbv8DIovqCpR3w56U_I9ZtvJuJbiRZFvY1XND69uBw== | 2025-06-01T18:07:52+00:00 | 1 | cryptocurrency | 907 | Purchase and transfer USDT with NY residency? | Hello! I am trying to purchase USDT to transfer, however I keep running into bumps, particularly because the NY AG went after Tether a few years ago.
https://ag.ny.gov/sites/default/files/2021.02.17_-_settlement_agreement_-_execution_version.b-t_signed-c2_oag_signed.pdf
Does anyone know of any ways to purchase USDT in NY residency? I tried a few platforms like Binance, but they are prohibited in this region. Is it possible to purchase and transfer USTD if I purchase it in NJ for example at a crypto ATM?
| Life-Breadfruit-1426 | r/CryptoCurrency | 2 | 7 |
gAAAAABoPMCTm2AqciJNeBR0ZoOqHdMsCdyp-Z9Q-EVH9pjrtcFraZTDucFTmz62tTg1SKOM1TGAyxFgtpns255hWY4Zk1YTE4tBhc6DhnHY4Vo2CL02yU35qyAVJNcowESp-RK1lS1PF7hbmUYyrN7f95DJYLdORF1QTtWk8hQUjWLM-ygW2rXbFcleRKFB6zXaVbV8g9CG | 2025-06-01T18:06:45+00:00 | 1 | solana | 790 | My ex got the house. I got $4 and a raccoon DAO. | After a brutal divorce, I had four bucks and a broken ledger.
So I started a meme coin — powered by sadness, pixel cats, and emotionally damaged pandas.
✅ $4COIN launched on [pump.fun](http://pump.fun)
🎭 NFT mint "The Broke Elite" on the way
🗳️ DAO coming to MoneyGlitch
🧢 Divorcecore merch now open
Join us: [linktr.ee/4coinsociety]()
\#Solana #pumpfun #memecoin #NFTdrop #DAO #divorcecore | ghostz33 | r/solana | 0 | 8 |
gAAAAABoPMCTdgqrDYCbYUcasb4xF4OM8VF8DNhWjrEp17lcVEtXHPLeXwoou_4ZfNVH1oqfG-8GH5lbkiiPkgz4Mf2-g5mgHKG9j6BZ8z-tK5_F-1MgKCFhYVDmae7jjgwlZG6wVKwPzp1Hxd0vVxrN07QUbmPVsUr4UQkNk3gGe5SS_KYmn0NTm-3M9UkPt6IXCTc6VjAdJDBPMtPwvliPF_WCaY_GEQ== | 2025-06-01T17:53:45+00:00 | 1 | technology | 392 | Samsung hit with $117m judgment over patent infringement against Maxell | ControlCAD | r/technology | 23 | 1 | |
gAAAAABoPMCTbPJZxF9WEyb0uDEEwNfcfFIVKikQjvD1X-C07KliG6nkwzP_WH5Mg5R3aZdI5CJ4H5-4PI0lUFeQM6DucdKWDPaN2eI-0qcYFOx0_0UreQQtsPHNGlxfmQ8s4UUn6bX5t2bnKHpqzz-FYz6Ti40wFGn2vQt1TIIO3tpvSIpwFOvdP8XMh_W6xrI8_vH8V4Lj | 2025-06-01T17:45:57+00:00 | 1 | bitcoin | 2,223 | I have an idea for an anti-kidnapping app | Hi everyone! I've been saving Bitcoin on my Trezor for the past year, and I've always been deeply interested in security—especially in cases of kidnapping or extortion. I'm a programmer, and I've been brainstorming ways to mitigate those risks. I'd love to hear your thoughts and suggestions.
Here’s what I’ve come up with so far:
* Maintain **two wallets**: one for long-term savings, and another for medium-term access.
* The **long-term wallet** would have a passphrase that’s a randomly generated 20-character string, stored **encrypted** inside an app (an app I’ve built myself).
* To access that passphrase, I’ve thought of a few options:
**Option 1**: The passphrase becomes available only after **3 months**, during which the app sends your **live location every 10 minutes** to your emergency contacts. Since the funds are intended for long-term savings, waiting 3 months to unlock them seems like a reasonable safeguard.
**Option 2**: Require **facial recognition at a specific physical location**. For example, you’d have to go to a known public place—like the cathedral downtown—and scan your face there to access the passphrase.
These two methods are designed to prevent *me* from being coerced during a kidnapping.
But to prevent access in the event of a **family kidnapping**, I’ve thought of the following:
* The passphrase is revealed **only** if facial recognition matches **you, your spouse, and your children**, all at a pre-defined location.
* Alternatively, if that’s not possible, access is allowed—but only **after a 2-year delay**.
Now, some of you may say it's unsafe to store a passphrase, even encrypted, in an app or on a server. Honestly, I don’t think that’s a big concern—especially if the actual 12 seed words are on a metal plate somewhere.
What do you think?
4o | Secure-Swordfish3659 | r/Bitcoin | 6 | 29 |
gAAAAABoPMCTosEYRkMjQ60RDQ6dllbdtuyVRd8I9ueDwcIJj2Iw2AxcBMa3RomoqkpeCnc_DMiIERJbemCYgFj-KSi7TvWdqyDjaCWv_ND98e0EQvzBljfSZx4EvnnG1afqY7LzigwmNjJ_BQd4WXq9uENOMVdgROo4LOBtfAPYlla4pm23cRA= | 2025-06-01T17:45:55+00:00 | 1 | deeplearning | 571 | overfitting | This is my validation and training loss for my first model I trained, and I want to ask you, is there any overfitting in this chart?
https://preview.redd.it/ij8kcfr0sc4f1.png?width=1346&format=png&auto=webp&s=cadace91ffd607adeb26682d5107b6ac781a3b29
| Popular_Weakness_800 | r/deeplearning | 1 | 1 |
gAAAAABoPMCTWdGEY0Um-tib-U5Moq0zK6j2vnHGlRJoEXMg4ol46uBB43OuPCXVzyZRE9vDM4OazP7X-6U41T3x9YjvS99F43bj5AWX5tb0aZdZ29xg8T0QwNdVtGExfdOvAPaj7haqmTpa512tkEQHwwwxdqnkJR6XZTFqIX0fWlmOP5xo6H7ttKkWoIoCmeYKBapUfXOzWkn0Ny11-qDT8Q13x4Fpdg== | 2025-06-01T17:42:11+00:00 | 1 | bitcoin | 375 | Investing in the future,one satisfies at a time 📈 | Alisonbarry6990 | r/Bitcoin | 8 | 1 | |
gAAAAABoPMCTEuxGvshRpUkzcJCej161YvwVGNifCjYDh-FOcGPTnnrtKGYRun5t96zee7x422Cnpc0bo62V88TqavXyS1PvzritOmVcyKJ2mTCi3uBtCW5tab31nxpx-wGbFrXSdpCZXt5MtrQ3YoGuzbD_Gmv0ldX1rw_ceMlO16vuTjUQxcITS8JzS8uA-xpw-BJi9t7H | 2025-06-01T17:40:39+00:00 | 1 | programming | 351 | Runtime-initialized variables in Rust | nfrankel | r/programming | 0 | 0 | |
gAAAAABoPMCTS4quvvh6d-uhhH0wWHsYqVVIgtZFOxL7r70esnM2LKfAOUVvqKPp8ECD_5QpSNZrVfbvNIvdHeSOlYUX8k0SruqfqrduJ7Rgfnn8oq3NjT2A5EPm_OM3SoY4ijGZW6rvaARr8KiNp3ak13x5teJOYBoPJ6NxsEhDoX0WMcCTA8TlUClsxGkONnQxdf-prLqLoWvsZ024AVgKX2I2BVXBqw== | 2025-06-01T17:39:49+00:00 | 1 | programming | 1,827 | Let's Build a (Mini)Shell in Rust - A tutorial covering command execution, piping, and history in ~100 lines | Hello r/programming,
I wrote a tutorial on building a functional shell in Rust that covers the fundamentals of how shells work under the hood. The tutorial walks through:
* Understanding the shell lifecycle (read-parse-execute-output)
* Implementing built-in commands (`cd`, `exit`) and why they must be handled by the shell itself
* Executing external commands using Rust's `std::process::Command`
* Adding command piping support (`ls | grep txt | wc -l`)
* Integrating `rustyline` for command history and signal handling
* Creating a complete, working shell in around 100 lines of code
The post explains key concepts like the fork/exec process model and why certain commands need to be built into the shell rather than executed as external programs. By the end, you'll have a mini-shell that supports:
* Command execution with arguments
* Piping multiple commands together
* Command history with arrow key navigation
* Graceful signal handling (Ctrl+C, Ctrl+D)
**Link 🔗**: [Let's Build a (Mini)Shell in Rust](https://micahkepe.com/blog/minishell/)
**GitHub repository 💻**: [GitHub](https://github.com/micahkepe/minishell/tree/main).
Whether you're new to Rust or just looking for a fun systems-level project, this is a great one to try. It’s hands-on, practical, and beginner-friendly — perfect as a first deep-dive into writing real CLI tools in Rust. | fizzner | r/programming | 5 | 0 |
gAAAAABoPMCTlhPIFDzHGELNq83rtmhc_XBv51lZBL1yX-Ja4rC5WtmOJhn65PSdzrOV3uhBwbG1MLCVLcpEn48KxMLsv5W1sWcx8JylP77MHcDBOM5hZOu0KiZdm89GKKP9z9w2ATMqtwFYSfIjAHzfxn0ZOB9BFtJ-SmkecbBYmnD1oR7eh3M= | 2025-06-01T17:37:24+00:00 | 1 | polkadot | 401 | Pink and ded how to swap ? | What dex might be left that I can trade these to garbage sacks back into dot ? | ham-spam | r/Polkadot | 3 | 3 |
gAAAAABoPMCTqGPKSwngYnsNhLNkxOsyTDuf2CiHDETjb_DkQVtZTw5kvF0aIOJtSkd7O2-5rJ-WzKSEI4x9OVXM56IGsx-Hgsb-GtBV2mYtI0dyh0momtmOeqVtpJsB3xvCLQFmeB6jYFAAfFnNJ154rF2ZXX4EU4qeU-5wX6H92goR67NeZo1b0qhFXMKcygH5vAul9K9K5R2pPaB3iBs-W1YVO9SDIw== | 2025-06-01T17:36:51+00:00 | 1 | programming | 408 | Greenmask – open-source PostgreSQL synthetic data generation and anonymization tool | anyweny | r/programming | 2 | 0 | |
gAAAAABoPMCTkatWivxsR3zFy-3_bpL4HB1O28Su3OKy9dTDiCXIRWOS7yNTL2_EQYEr9r1VTZiS-nHYIAeHBvLzCjjxjrjqrPNmCEAhIPtQyOYVbT69lth_ymnB5KcNctGmrIHzJgRO4Zj_8gtQTdj9pyXiNW2ELn6mg-LipBTraD3QFFwOLNVW3RmLzQ6Jz9JRABxL0PPKDmR1tBcqiSrIUo1nHyIJaA== | 2025-06-01T17:21:22+00:00 | 1 | cryptocurrency | 411 | Teens, minors among 25 suspects charged in French crypto abduction cases | Every_Hunt_160 | r/CryptoCurrency | 21 | 4 | |
gAAAAABoPMCTieNvn3fUOh9QqMJHLUQAPlhGT64-ZTfMzg__4LEjJn9SY_SyE3vRYRO_HASDpq0tZ4aBVyrCtx2guE-LXLLG-GINqmnM2v1eUHeNEtx_M7tf5KfnGwcO8yuf8Yw-HHz2zbuxmF8r3iKs3BLSTzAqCIb96Kta0ibJlb_3CXjjhty0P5gNFFPTBb3_TNI3Y9Ui | 2025-06-01T17:20:32+00:00 | 1 | bitcoin | 390 | Daily Bitcoin meme until BTC is at $200,000 #11 | It's 100% true! ✊🧡 | moonlightvle | r/Bitcoin | 175 | 3 |
gAAAAABoPMCTQ3zQhICJwcNbklo9vbNP8R3UpMuAe6NIZApXYsiKUsAsvL0tKmbmq8LKPoGdgRdszX0hLo3cDbrl2tOwdVsI2goXEl6Vcq6KMhq0HzAxgHpreydPecI4dV2xEoGnP3E6py0FBYZIABjU60jItOC_cAi55WKt0E1CjZ4iGJFwLe4Jicw4otfXeYsLfNQHszHF | 2025-06-01T17:11:57+00:00 | 1 | technology | 402 | US immigration authorities collecting DNA information of children in criminal database | esporx | r/technology | 10 | 0 | |
gAAAAABoPMCTsO398KKlpdl8ld1b3M0IZxpq-7czSVaznIFrBTNL5r4nnY6F__2ngWKOS8DAVWF3w0H8ze3Rtxsi_Mq7d3IFPcA5xxQmpHYAwumGaRuz_PwrtHRUkqaENY708-TA2sAHKkTXzmY3AIE0RXMzSsLK-7JRJ506hJNhsmg6CI1NH5N-iLwg_ZFKnRLHFdrWQVspKUuKzKxB4RWb016-3dw_UQ== | 2025-06-01T17:11:28+00:00 | 1 | bitcoin | 943 | Just bought a PC with Bitcoin..kinda surreal tbh | I finally did it!! used some of my BTC to buy a new gaming PC and ngl, it feels wild seeing it go from just numbers on a screen to an actual, physical thing I’m using every day.
Been stacking sats for a while, mostly as a long-term thing, but decided to cash out a small portion and treat myself. Felt weird at first (like I was betraying the HODL mindset 😅), but at the same time it’s cool to see crypto being *useful* in real life.
Anyone else used Bitcoin to buy something tangible recently? Curious what you spent it on and if you felt weird spending it too. | keymodded | r/Bitcoin | 170 | 66 |
gAAAAABoPMCTqNIdNN2sWW5rcq5gGBdnmQmkz1DRLuTqJvQzZ2XNqK4VcfNwlaH2e05VJXrRmpk2kyxFx4wdwOrj1SPPGZb5PyrxWJrRabHMmYA92GUz1jU_6CA4PHfnBGITIPk9V0rc6q9AfEGpC-FctHv5KQkPfeIxEf--IA-zxcLfNT4TpeJQc_yoj9-cdIdtt9p0cQo2I_LXEgYqfdh57wwXBIFjiA== | 2025-06-01T17:07:31+00:00 | 1 | machinelearning | 1,482 | [D] How are single-author papers in top-tier venues viewed by faculty search committees and industry hiring managers? | For those with experience on faculty search committees *or* in hiring for research roles in industry (e.g., at AI labs, big tech, or startups): how seriously are *single-author* papers by PhD candidates taken when evaluating candidates?
Suppose a candidate has a single-authored paper published at a top-tier venue (e.g., NeurIPS, ICML, ICLR, EMNLP, etc.), and the work is technically sound and original. How is that interpreted?
* In academia, does it signal independence and research leadership?
* In industry, does it carry weight in showing initiative and technical depth, or is collaborative work more highly valued?
I’m also curious how this compares to co-authored papers with senior figures or large lab collaborations. Do single-author works help a candidate stand out, or are they undervalued relative to high-impact team efforts?
Would love to hear from folks who have hired for research positions—academic or industrial—and how you've weighed these kinds of contributions.
thanks! | South-Conference-395 | r/MachineLearning | 19 | 66 |
gAAAAABoPMCTASozja76nANIlv4AA1cFmlHocRq926n1hQMJvcjk4B1gR6zAGzBWpWg9g5fvQBveQm_TlkiQHuv8lLhCAzAPIhtXEQjwnZRmnAHVICcpqJ9e14JCXbdoIr1EnSyEVLknXfLOQR9kNkVB_Vdm5G3Pb43DcwO-HecA_25UzvqZSJ0LZvpFYH4LArQAf3fsBgyHloLDWUbOg4-iydUpLKx6mg== | 2025-06-01T17:06:01+00:00 | 1 | investing | 4,667 | ACOG, the APPROVED Alzheimer's drug company on the market everyone sleeps on | Hi guys, today **I share you DD on Alpha Cognition Inc, an Alzheimer's drug company** I already wrote about 9 months ago on an other sub and also posted this there, but a lot of them said that *'This is not a penny stock anymore!'*. **And they are right.** Since the last time I wrote about the company, **they have successfully got listed on NASDAQ.** Right now they are trading at the $9-10 range, have a $150 million market cap **and now they also have $45 million cash on hand.** **They also just started selling their Alzheimer's drug end of March.**
*'What? A new Alzheimer's drug? Why doesn't it already worth $20-30 billion and why haven't I heard about it yet?'* Now, first of all, I have to tell you that **Zunveyl doesn't entirely cure Alzheimer's disease.** Instead, **Zunveyl** **significantly slows the spreading of the disease, restores short-term memory without the serious side-effects other similar drugs have**.
**Today 50% of Alzheimer's patients are not on any drug, simply because the side-effect of current ones are too severe** (insomnia, brain-swelling, brain-bleeding, etc). Zunveyl is an oral drug based on galantamine, which is multiple decades old but has extreme side-effects for half the people taking drugs based on it (just like most/basically all of the other Alheimer's drugs currently on the market). **Zunveyl only had one person getting serious side-effects on their phase 3 trial, compared to half(!) of other galantamine-based drugs, while achieving the same efficiency. While they have serious side-effects on 2-3% of their patients, other current drugs have the same on 50% of the patients!**
Right now they are aiming on the **Long-Term Care market, which consists over** **3 million people with Alzheimer's.** Now, as you already know, half of these people are not on any Alzheimer's drugs, even though they have already tried out multiple of them. So, **Alpha Cognition-s first target group are these people.**
Okay, so what are the numbers? **Their Q1 is already out, and even though they were only one or two weeks on the market (end of March), they already got almost 500(!) people on Zunveyl.**
Lets say that they only get 1% of their target, **that would be already 15000 people. Keep in mind that these people already tried one or multiple other drugs and they really need something, anything to slow the disease and to make their remaining life longer. Zunveyl costs $750 for a month, with 15000 people that is 15000x$750x12 = $135 million revenue in a single year, at 1% of their first target Long-Term Care not-on-any-drug penetration. At 50% estimated net profit margins they are making $67.5 million net income in a single year. At 5 percent (keep in mind, I am only counting long-term care and only those who are not on any other drugs) penetration, that would be $675 million net income.**
Now, you could say that *'What? $750 per MONTH? Nobody got money for that!'* **Well, yes and no. Thankfully they are under Medicare, so people on insurance (most of LTC market) can get it for anywhere between $30-190 and the insurance pays for the rest!**
**Oh, also, they already have a contract with one of the biggest chinese drug-makers for distribution in Asia, for which they will get a high single-percentage royalty for every single unit sold!**
I have over half of my 'individual company portfolio' in ACOG right now, I expect them to become a multibillion dollar company in a year and I think that they will be worth tens of billions of dollars in a couple of years.
Okay, but what are the risks? In my opinion **the biggest risk is that some serious/deadly side-effect emerges in a lot of patients**, that simply didn't happen in the trials. If several people taking Zunveyl would get serious side-effects then the FDA could halt its distribution, asking for phase 4 trials etc, which would take back years of progress, ultimately even bringing the possibility of bankruptcy. Now, I don't think that there is a high chance for that, since they are already on the market, but I wanted to give you guys the risks too.
So yeah, I hope you guys will share your opinion with me about ACOG :)
Disclaimer: I have roughly 13000 shares with a cost average of $9. | anygal | r/investing | 0 | 10 |
gAAAAABoPMCTIkUjjjxBMtlMZWna-MiEJk9oq7qaxQ_r3JN3ALKO30s7T5WJoWHqCUhtAx4YZei45MrMMUJ6u3epZ2o8zQrlfbWMnnQ-jgxCOBAktDS5qXQlpU6JiPugDN5SUVSkwBa5NhIS53UvwtIsufYPO2uy13e756_Vlmaa8oBB3H5ZLwAJJV0V6rIBVuC7iS-JRDyEUKQyOhCFCE3HzgKd5UJvZw== | 2025-06-01T17:05:54+00:00 | 1 | bitcoin | 975 | How dangerous is spreading the word about bitcoin nowadays? | You believe bitcoin adoption should be from the bottom up and not top bottom as it's currently happening. You logically think in order to help steer bitcoin the right way we should spread the word to everyone around right? Only that would make it very obvious you're stacking and make you a target for any possible money grab from "I need your help cousin" to your mom being kidnapped (bypassing self-custody measures).
You also see this long term solution to so many loved one's problems if they could just open their eyes but you can't afford to risk your safety either. What do you do? | N0T-A_BOT | r/Bitcoin | 10 | 26 |
gAAAAABoPMCT0MbUs5K60mjGLZUDKoz8_ElWbEUyVstxfZOxLokNmBRDIBgHhsbmbqGloQjBqPUKBYVcdym1NGmD41I-yRLxmdduc0ISgDl6h5SJUZjYqoaQHNGkUQd6eHtOt4eTUZFeWuvrS_YGFPA0oxIrbZOxi7Aw0rS6Mtl_45zeIy3SpR5_DCJ3ZGzpDNQXagGNK-QN | 2025-06-01T16:57:21+00:00 | 1 | bitcoin | 362 | the comments on this post are crazy till now | Unseen_girl | r/Bitcoin | 50 | 9 | |
gAAAAABoPMCTmDlBZkQ--3eH7K3YDhrovTLfkBMce1WkTOfKMq0z0SFDY0zsKocNql-Wrwyl70e_-Z9CONFgoSsxEV4URTPJCX4R3IVEFCVMrWjGZWxJqN73haouvgRgUGIw1FCG898JhUopwzivhkhUNelVijKmYRip48ZSZhATZOeJOWSw_tdZFEuxlnLd0CqJ5ra4hRqVACauHB-XcO7gM8pDf-9cDw== | 2025-06-01T16:53:51+00:00 | 1 | stocks | 1,089 | How would you invest $25K with the market today? | I am looking to invest $25K in the stock market mainly looking at long term value creation (like 15-20 years). I am looking at VOO just for that consistent growth and market coverage aka not trying to be fancy. However I have been trying to learn more about the levers in the market and the bond market seems to be a hot topic at the moment. Then I am seeing like recession talks, tariff impacts, and downturns that could impact stocks too.
So I have been wondering would it be better to throw it in a lump sum this week of $25K or spread out investments of $5K over 5 months more like hedging in case a downturn with DCA. I understand the market could spin up too and that’s the risk with doing the second option. | CuriousAd4537 | r/stocks | 0 | 78 |
gAAAAABoPMCTx8IUG-BAOhuy0S0jPsD1K_J8LE0p0Wt7R4wNh44S935W4Zsf2la3Qdw3FqplZtiRVdeq1OhmKh4N9-f2wsfCX_tHsU-zBYsjNZzl3hr2cJMlN73rZk7NE_XIoweMKWuHD0GW9DtC3wdD2NiTkqOxPdqgq4bR-BK9kK_kztux13AWq1rBHdnVIdiCBaHbBqZ_ | 2025-06-01T16:51:09+00:00 | 1 | wallstreetbets | 3,076 | $JACK recovery? Or insolvency? | Does anyone have thoughts or DD on this?
The 5-year chart looks abysmal. They peaked at about $120 in April 2021. Before this, on the 10-year chart (not shown bc the app says only 1 pic allowed per post), you can see long term stability (with moderate fluctuations that usually served as excellent buying opportunities). Since April 2021, the stock has fallen to 1/6th of that value, now beneath $19/share. If they were ever to rebound—and that’s a BIG IF—that would be up to a 6-fold gain.
They have a new CEO since the first one looted the company and drove it into the ground.
They canceled their excellent dividends, which was my incentive to remain holding shares. The stock has tanked 20% since they’ve done this (and that was fast, about 1 month).
They are closing stores, I think about 5% of them.
They bought Del Taco in 2022 and are looking to sell it in 2025 for a few hundred million in losses.
That all sounds bad, but supposedly the reason they lost so much value is because they took on so much debt. And these measures are debt-reducing, supposedly.
So it may be a long term play, but does it seem like a rebound is possible or likely?
Or does it seem like it will keep dropping and potentially go bust? If it keeps going downdowndown, is this not a great play for Puts?
There is still much territory in the US and abroad where JACK has not expanded. Comparing to McD and Burger King, both of which are available in all 50 States and in Europe/Americas, there is tons of room for growth. But playing it right is extremely hard apparently. I am sure there is loads of brand-refinement that they can do (eg White-washing the whole brand and hiring clean young people to be more like In-N-Out) but the new CEO would rather hire T-Pain to be a spokesperson. Yes, seriously, T-Pain in 2025.
Personally, I don’t think it is going back to $120. But it could bounce back to $40 or even up to $70.
- when rates finally drop, debt-heavy businesses will surge, this being a prime example.
- when they offload Del Taco or make it profitable and swallow that $400 million loss, they’ll at least be on the road to recovery, even though that’s a lot of 99¢ tacos they’ll need to sell to recover.
- when the Ukraine war ends, in general, that will be good for the entire market. Why? I don’t know. But the market hated the start of the war, so I presume the opposite will happen when it ends. But the end seems to be nowhere in sight unfortunately.
Any thoughts out there?
Worth buying shares?
Worth buying calls?
Worth buying puts?
My positions are shares, about 200 average at $55, which means now I can’t even afford their tacos.
| giovannigiannis | r/wallstreetbets | 156 | 178 |
gAAAAABoPMCTuWl-MDwSiMZFbPasGFXlU5aUEAHJuHcQURum-GmenEPxSMmHJbIYN6HToTqQejgkqsJyXa0WxnIQSscPrf1xcV32Cl8ZbBEx5gnCGs2kCTZpJMNv_GpUlKn_6aF_r4f7_JvaQwg4cahv49o4K4Se33-o9y5Ejc0QEgxeeCCwcsQSzsOyDFewzJ-kCQuYAIkV9JpG43SgL0x2wUeA0AafLw== | 2025-06-01T16:49:48+00:00 | 1 | technology | 412 | She Got an Abortion. So A Texas Cop Used 83,000 Cameras to Track Her Down | zrv8psgOS9AiWK6ugbt2 | r/technology | 15,731 | 909 | |
gAAAAABoPMCT6vNsaWsS1OmT-O3U0GxH9HrZSv-PtkzVSYPsUYVJu3Pg0vVASDGR6ilcausFZzDzGMq_n-srOwpFFPfwEcocviDiHwMvMijIrLofN_BUMgYCLkh-h_WWbLJ3VueBnwv4-YSlklWC4Y2C5PpRK6v2ksdpun1HFaOjIRINY09xrBi1am7Gj_F_i4aO_pUAhH8tBEnGIeH_Ddc8MxR4-qEJKA== | 2025-06-01T16:49:28+00:00 | 1 | technology | 372 | Your chatbot friend might be messing with your mind | rezwenn | r/technology | 9 | 7 | |
gAAAAABoPMCTy-Oi-h4sGCeYUy7P482ajFZmEBgo6EUqSRE25A_djJAnK54Fkv3wHRwohCymr_y_Nyt87bV4TZ3NgsLekC9DMUu4WekZKT5uPMWK9WZB-h87bVUaa3GAWECBpY88Fk-4uji8oEqgLfJ-tV3jKATHIPSK3SDoWa4Zxm08kD9rTIY= | 2025-06-01T16:47:58+00:00 | 1 | wallstreetbets | 400 | $UNH YOLO | Did I do it correctly? 50% of my portfolio, should I sell other stocks and go all in? | Agreeable_Post_7898 | r/wallstreetbets | 26 | 24 |
gAAAAABoPMCTxd2DdLeXVCEyIA-3311pkkMjbeUNI5LQcZ0Ei_TFUYHFNhKkKxiW7h-z4XQYnbJ_lUqKBIgso4ut42X0gUj0xgSzQoV-OdgSZfcYX3UZapydlfCUIAAE_87JUHeS8cKdrpSW8_WEUrYbZjRM6drVh6mBEIwz3rdSEMQVRM92Pqftaz30hDfbKaDiNrJy-sSlpntRqyVM1h9aHcCMSsxNAA== | 2025-06-01T16:45:08+00:00 | 1 | cryptocurrency | 411 | 'Money Printing' Will Lift Bitcoin to $250K This Year: Arthur Hayes | goldyluckinblokchain | r/CryptoCurrency | 145 | 45 | |
gAAAAABoPMCTk2XHp8RdCvk-_JaMl7JEG25Edyy0_qSxhmxeW_n_nGje_4mhB7pcEHgtxJMyWkK_tIf0S6LieGG-bBOAXE3FYYaMLdn38vPer5oGDVHJ8aQeuCfamsuK7D1c5pdOOKpzOKmEBMEHb11kgYlB43nhzu9soqmjDmUdmw_mK8ENSh_VE3QwRzpSMWeXxsuILi3zTLlxKIEUO82GYiO58EeoZA== | 2025-06-01T16:43:20+00:00 | 1 | cryptocurrency | 412 | Bitcoin Liquidation Data Shows Price Could Bounce Back to $109,000 | goldyluckinblokchain | r/CryptoCurrency | 11 | 5 | |
gAAAAABoPMCTv3Aeq51xBn_9xKQ0avznviUOqvXQrARpVCqtHGhJOQcsQcqdEoXPcccZoKkzyUMAdSnqVrlhFmJdBFnF4l2J01erjDaGKM573yfx43MCrzFXbvGlZS1HWe1JEIN5q3QxGZhYq8jOI-8AYLbeBcGITkmulMhamE0YdyjHry4Umpd11hmcch2zQDiS3x_fSET1TpfYqr4iCbotgKcde3xw_A== | 2025-06-01T16:41:17+00:00 | 1 | deeplearning | 1,794 | Building a Face Swap Tool Using GANs – What Libraries or Models Should I Explore? | Hi everyone,
I'm working on a project where I want to build a face-swapping program. The idea is to take an input image, detect and extract the face (for example using OpenCV), and then replace it with a completely different, synthetic face that still fits naturally into the original photo — ideally, in a way that makes it hard to tell the image was modified.
I've previously experimented with generating faces using NVIDIA's StyleGAN3 (specifically, the pretrained `stylegan3-t-ffhq-1024x1024` model), but from what I remember, there wasn’t an easy way to control attributes like age, gender, or skin tone — unless I missed something. If anyone knows how to steer StyleGAN3 in this way, I'd love to hear about it.
What I’m aiming for is:
* A system that takes an image and swaps the face with a realistic-looking, completely new synthetic face.
* The new face should not resemble the original one at all, but still match the context (lighting, angle, etc.).
* I'd like to have some control over attributes like age, gender, and ethnicity for the generated faces.
Does anyone here have experience with this type of project? Could you suggest any libraries, tools, or models I should look into? Any advice on how to approach the face blending step (to make the new face look seamless in the original image) would also be much appreciated.
Thanks in advance! | TopCap7846 | r/deeplearning | 2 | 1 |
gAAAAABoPMCTaiJGduHtKwK_v12AJKjhZ0dRuVWxRdOyf36gWPC0AV5BZKERfqH-PKye2QgHTaaUwifcwMemWt3RWe6N0WKSCjECVQVLKYkbDNA084Tov46DTG3tSm1WEEWt8Bj5cW0bYYo1xuIL0dlmxVINa-kTal-45YZDmdcs3AklBikFE0s= | 2025-06-01T16:37:06+00:00 | 1 | monero | 921 | Paranoia or precautions... | Trying this for the 3rd time as the mods here erroneously marked this as a question 2 times now.
I am steadily increasing my assets in monero...but...how paranoid should I be?...I understand that monero is all about privacy and I love it. But sometimes I feel it's a bit excessive...don't get me wrong, there are people that the paranoia is totally justified, but for someone that only wants his financial privacy, does nothing ilegal and just want to be safe, how much is too much? I want to know your opinions, not to judge, but to understand. Sorry if this offend anyone, It is not my intention... | jpnovato | r/Monero | 9 | 12 |
gAAAAABoPMCTKXXJL2_y_pOS7hqxsFzuGmeyNh-Mm29zpZ8-GkcHFosCvekZj4sVq3ndZp_gIRg5CbNhBadt_Qm3vjclB2Tp3wMWCeWK--hNeInXlJTbqSitsTB4-ap0JlGdITx1azp9sjyS9XghpLcdabETX7hhOeIWwAPtKcJ29IB4NI2_dX6OGx6roAIVkXVSG3rRpU-_ | 2025-06-01T16:33:54+00:00 | 1 | btc | 392 | New OneKey Classic 1S Pure - battery free hardware wallet | Discount: Code DROGB2 | renditecloud | r/btc | 0 | 0 |
gAAAAABoPMCTNx8GRksJKrtSOfQCsB1_gyfpYiSiBHDCKPfN3Y7x7rqPiWou4oiKmTRFWkeYqJ1mikcOI_D_WAHM0taoMq9KGewWv-QS1Ta3A4VreobyHEXzmOfhQ8yQOVGKoLkVAgbM1-edYPbj7KWnTBCNwD4tXTw69-ZW7c8PWCgF-OdpBRgd61fISWDs1EWW3hhOVlIpHRRmcRy8-7LqOAWSyqfrnQ== | 2025-06-01T16:28:19+00:00 | 1 | technology | 407 | Scientists Discover Bizarre Bacteria That “Breathe” Electricity Instead of Air | upyoars | r/technology | 85 | 0 | |
gAAAAABoPMCTyMjDaIF-h1QlwQu88O3RhESh13eWLf6L3PZyhn1jAf_d8t_8bESrlOKDSKuPNMgPxH_m8E6tiimXyz7w18to6UI-gwXSnJrrEzqhA7pPeyIr9SMpCL1Z0m5pB_KPym5BsMES55Iyw58JpLnqaGTFqombOqDueCpTiNhq7zPTgZF0vvauI9XP7w8-Njo5nn756VCaxXdCu_kAqTs2pcri9g== | 2025-06-01T16:19:51+00:00 | 1 | btc | 374 | Highly recommend, little BTC retirement calculatorl | MercilessCommissar | r/btc | 5 | 10 | |
gAAAAABoPMCTBRleXpPV8oFDOt5qRSNVI5Oh51-Ci--jJZ5juxf5Enqe8PKYA367tALqMTiVE3XOToFwbdXXZXTfYtsEP48V1XiIqPl9eTqruyxDCU1tJKYyqymGMu8dcHqz5FER4A8r_1NB6N7xovlyH38s4X0Ey5R-6fXx_46tP748V9Gt7apoQCv9hew5RF6Fl1hms4fLJG3mgC63g_d9DgulxzKEnA== | 2025-06-01T16:11:56+00:00 | 1 | programming | 401 | Announcing dotnet run app.cs - A simpler way to start with C# and .NET 10 | Hot_Pizza_3947 | r/programming | 0 | 3 | |
gAAAAABoPMCTCScCt0E7iKxfSLK0dpctK6aHWi6F7NUITF5khTkJKkvWLoRBxoPOboC3cDphg9JTLOubz1CNsI5sw8pqfEEKNPxIdg-k-bhcZR5E5R7YAkE5RYnwigDI8tFkfswQoiMByRdbwD0euEzIQulc2maY-CvgqvYGQ41YC1kWWCsVlkcB_pJVPdNdv8tKLW-v9veCMDUFysAUWdO4Sv672CEsyg== | 2025-06-01T16:09:34+00:00 | 1 | technology | 467 | Trump Attacks Harvard With Social Media Screening for All Visas. This pilot program will soon be expanded across the country. | Aggravating_Money992 | r/technology | 2,191 | 217 | |
gAAAAABoPMCTE0ByGUrBqHP2eC2nVONLA4IAQSqmWftNb-uS9yDnhWFdaMcTXKEbQuAOIlFOXxo51aaZGdOS4DSpx1jVHQxmybW_lLywz2w0LzJL-h1fl06E5NtyZICEKIUAmUlA3Ca5r25vXbiq5XvOEXXvoe3qv0ERQGckpqSqgv4rmIc4G_qbXUUNLXCMXRRzUighF6DW3ysobVPa8mys8OQgN6lxsg== | 2025-06-01T16:09:33+00:00 | 1 | technology | 420 | Drones, AI and new technology will dramatically change nature of war, UK defence review to warn | Happy_Weed | r/technology | 37 | 6 | |
gAAAAABoPMCTZrgOz9HT_HOL7zQv2lV9KZ0bF8ynd8Yspwje0NVrIJ65iDyrE_bc3i-hMBT053hMmfezDgnggAcE68u5YWcbLLWMIhY8YJ6gqk7oYvexbdPfvf_mm4lNYit2ClXXzXoYW99ipoyQRUAZBL84NRMcKq0nn5AE9sSGzx4Siu-gI1lCHcoGdYBtr4DCuQChkOkC | 2025-06-01T16:06:42+00:00 | 1 | programming | 359 | LLMs: The Missing Compiler for Unix Tools | Florents | r/programming | 0 | 0 | |
gAAAAABoPMCTnjEr05_xYXwoh6H1my5iVCr46gSqletQPi-g1Ly_0aFt5wWk1-2ATdnxG4Jv9ls8tKoitk7qKMxo-sVqunlyy6MKW2hD_zgZNVGkz885EYPhP2X4zo-yAW7P70eFJsNHhXC1XLG3M4LmUnkOdkiuwOSie8Mfv3nMPsqS7I_Gcb45TRK9MoBnBGyQV4rTHhOc7IaE_g_9EL01qw6HlklLfg== | 2025-06-01T16:06:39+00:00 | 1 | cryptocurrency | 956 | With the advent of Quantum computing is it possible that Satoshi's wallet will be broken into at some point? | I have read about how Bitcoin devs have enough time to quantum-proof Bitcoin wallets as long as everyone updates/moves their wallet. But that got me thinking about wallets that have been lost such as Satoshi's. How will those wallets be updated? Will an update even be required?
I apologize if I came woefully unprepared for this forum but its a nagging concern and this post was banned by Mods over at r/bitcoin which I found strange since it doesn’t strike me as a bad question.
Can someone educate me? | funggitivitti | r/CryptoCurrency | 34 | 127 |
gAAAAABoPMCT5nZXHuSTITXnwuGmCJO7u8wf92UqyNTv9ZBnjbsamCk_6FDhYwAKoXZbgXTgNXqpIRAkEOkallVa8Y9_g00kEXmIMuTSxS95wSlq5jgo2VAmhd7K8NM_ygbJdnMp1voKuy7DmdjPeTihOFW6gExSceImo6kG6lwY29MGBWdQEH-glP1d0vK5gjtCNr6XLo_38oQTdxF9uhF3j4wzO_wZKQ== | 2025-06-01T16:06:25+00:00 | 1 | bitcoin | 1,701 | Those with fairly high financial responsibility: how are you all maximizing saving in bitcoin? | Tldr;
How do I maximize my savings without putting my day-to-day in financial strain by over-investing in BTC?
* direct deposit bi-weekly to credit union
* predictable monthly spends: mortgage, daycare, utilities, groceries
* unpredictable spend: family stuff
* $15/day DCA into BTC
* E\*Trade brokerage account w/ stocks and high-paying dividends, considering dumping completely into BTC and forgetting it
more words but same thing:
I'm orange pilled so no need to convince me on "why bitcoin". I get paid direct deposit bi-weekly, plus commissions when I make sales. All fiat goes to my credit union, then gets auto-transferred bi-weekly to joint accounts to cover family expenses like mortgage + daycares + groceries and other living expenses. It's hard to predict my monthly spend beyond mortgage + daycare + utilities, so the idea of only keeping "what i need" in fiat is very tough. I am extremely bullish long-term in bitcoin. I don't care about the idea of buying things like Steak N Shake in bitcoin, because i dont want to spend my bitcoin on steaks or shakes. I also have a fairly sizeable Brokerage account where I invest in a variety of stocks and high-paying dividends, and considering dumping all that into Bitcoin. I also DCA $15/day into BTC. | CatButtHoleYo | r/Bitcoin | 21 | 22 |
gAAAAABoPMCT7KGGMPEMcGkN6W6deft7CdM83IepWjSNDpm-z0iSP1eJKTiufNSdb8Ibq_7snAnpiXSgvtKyRSu9G-LS6m5hsNO9BpWyETERQYgPOtmv6nOQj1ZdNZWPVc0a-m5gPjqnXTZNGT6SifLGDykqt6Q8w3WxYRcR87-RpKde0w0NfEzL0QX-rNCyTOLZ3RnXaCG54kp0hGc6tu-H35Mhc3oRQA== | 2025-06-01T16:04:31+00:00 | 1 | bitcoin | 1,073 | When people say that gold has intrinsic value that BTC doesn’t. | In 2024, industrial gold consumption was about 330t. About 90% of this was recycled from scrap, at a cost of only tens of dollars per oz, so only about 33t of new gold was needed. In 2024, mine production was about 3,700t, meaning that less than 1% of this was needed for industry. All above-ground gold currently used for value-storage (jewelry, bars, coins) amounts to about 184,000t. If suddenly gold was no longer wanted for jewelry, bars and coins, and global supply was redirected to industrial needs not met by recycling, we would have a 5,600 year supply available at current consumption rates without needing to dig any more out of the ground, at a tiny fraction of the current price. | Centmo | r/Bitcoin | 89 | 66 |
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