#python#gym#gym_environment#reinforcement_learning#reinforcement_learning_agent#reinforcement_learning_environments#rl_environment#rl_training
NeMo Gym helps you build and run reinforcement‑learning training environments for large language models, letting you develop, test, and collect verified rollouts separately from the training loop and integrate with your preferred RL framework and model endpoints (OpenAI, vLLM, etc.). It includes ready resource servers, datasets, and patterns for multi‑step, multi‑turn, and tool‑using scenarios, runs on a typical dev machine (no GPU required), and is early-stage with evolving APIs and docs. Benefit: you can generate high‑quality, verifiable training data faster and plug it into existing training pipelines to improve model behavior.
https://github.com/NVIDIA-NeMo/Gym
#Liquidations🩸
🔴$630,000,000 IN LONG POSITIONS HAS BEEN LIQUIDATED IN THE PAST 60 MINUTES.
🔴According to CoinGlass data, In the past 24 hours, 355 972 traders were liquidated, the total liquidations comes in at $1.60 billion.
🔴The largest single liquidation order happened on Hyperliquid - ETH-USD value $13.38M.
#Liquidations🩸
🔴According to CoinGlass data, In the past 24 hours, 235 510 traders were liquidated, the total liquidations comes in at $1.04 billion.
🔴The largest single liquidation order happened on Hyperliquid - BTC-USD value $31.64M.
⚠️ Never invest more than you can afford to lose.
⚠️ High leverage increases risk — not profit.
⚠️ Don’t chase fast money: greed, FOMO, and impatience are your worst enemies.
⚠️ Breaking your own trading rules is the most dangerous mistake.
#Liquidations
$200 million liquidated from the cryptocurrency market in the past 1 hour.
-Never invest more than what you can afford to lose.
- Don't try to make quick money.
-High Leverage does not give you more money
-The most dangerous mistake is breaking your trading rules.
-FOMO, greed, impatience are the greatest trading enemies.
#Liquidations🩸
🔴In the past 24 hours , 92 275 traders were liquidated , the total liquidations comes in at $301.53 million
🔴The largest single liquidation order happened on Huobi - ETH-USD value $5.70M
⚠️ Never invest more than what you can afford to lose.
⚠️ Don't try to make quick money.
⚠️ High Leverage does not give you more money
#Liquidations
In the past 24 hours , 95 031 traders were liquidated , the total liquidations comes in at $236.84 million
The largest single liquidation order happened on Binance - ETHUSDT value $5.52M
* Never invest more than what you can afford to lose.
* Don't try to make quick money.
* High Leverage does not give you more money.
@Cryptomathh
Okay, here's an analysis of the ETH liquidation map suitable for Twitter, formatted in Markdown:
🚨#ETH Liquidation Map Analysis 🚨
Here's what the liquidation map tells us about potential price action. 👇
1️⃣Main Liquidation Zones: The BIGGEST liquidation cluster is concentrated AROUND & BELOW the current price (~$2626). Smaller clusters exist further below, around the 2500 to 2600 levels, while Long liquidations reside further above, between 2690 and 2712.
2️⃣Key Price Levels to Watch:
* Potential Support (Liquidation Zone): $2500-$2600 acts as strong support and bounce zone.
* Danger zone: 2626, current price is the biggest Liquidation cluster
* Resistance (Liquidation Zone): $2690 - $2712; push beyond here could trigger more long liquidations.
3️⃣Longs vs. Shorts: The image shows FAR more long liquidations than short liquidations which have already been cleared out. A HUGE cluster of longs is currently sitting under the current price, which can be liquidated.
4️⃣Potential Price Movements: Given the concentration of long liquidations below the current price, a move *DOWN* to trigger those liquidations seems more probable. 📉 Expect volatility around these liquidation zones!
5️⃣Key Takeaways for Traders:
* Be cautious of longing: Lots of longs sitting right at the current price could be liquidated.
* Anticipate volatility: Large liquidations can fuel price swings. Manage your risk accordingly!
* Watch key levels: $2500-$2600 as a potential support/bounce area and $2690-$2712 as potential resistance.
Disclaimer: This is just an analysis of liquidation data and not financial advice. Trade responsibly! #Crypto#Trading#Liquidations#ETHanalysis📊