#typescript#12_factor#12_factor_agents#agents#ai#context_window#framework#llms#memory#orchestration#prompt_engineering#rag
The 12-Factor Agents are a set of proven principles to build reliable, scalable, and maintainable AI applications powered by large language models (LLMs). They help you combine the creativity of AI with the stability of traditional software by managing prompts, context, tool calls, error handling, and human collaboration effectively. Instead of relying solely on complex frameworks, you can apply these modular concepts to improve your existing products quickly and reach high-quality AI performance for real users. This approach makes AI software easier to develop, debug, and scale, ensuring it works well in production environments[1][3][5].
https://github.com/humanlayer/12-factor-agents
🔥🔥#Ethereum's Shanghai upgrade was completed 12 hours ago, let's review some stats:
➡️ Total $ETH staking is dropped from the peak of 18.163M to 17.476M ($34B)
➡️ Total withdrawn amount is about 124K $ETH (while the 24-hour deposit is 26.5K $ETH, so the net deposit is -97K $ETH ~ $192M)
➡️ Top withdrawer is LDO with 70,809 $ETH. But LDO won't allow users to withdraw until May, so most of the withdrawn $ETH is not liquidated.
➡️ $ETH price increases by 6% to $1,982, but with that price, 70% of stakers are still in loss (in USD terms)
🔗Link to current withdrawn status: https://etherscan.io/txsBeaconWithdrawal
🔗 Link to LIDO wallet: https://etherscan.io/address/0xb9d7934878b5fb9610b3fe8a5e441e8fad7e293f#withdrawals
Investors Withdraw $876M From Crypto Funds
$876 million withdrawn from crypto funds last week. This marks the fourth consecutive week of outflows, despite new announcements in the U.S.
#Crypto#Investments#US#Finance#Funds#Market#Trends#Trading#Withdrawals#Blockchain#Fintech#Economy#News#Updates#AI#VC
FTX Client Claims Total $1.2 Billion
FTX clients with claims under $50,000 total $1.2 billion, says creditor group representative Sunil Kavoury. Claims filing extended until January 20, with payments likely in February. Kraken initiates emails to clients for bankrupt FTX withdrawals, with payments under $50,000 expected within 60 days. BitGo might follow soon.
#FTX#Kraken#Bankruptcy#Crypto#Payments#Finance#Investments#Claim#BitGo#Withdrawals#AI
Bybit Under High Withdrawal Pressure
MEXC transferred 12,652 stETH ($33.75M) to Bybit's cold wallet. Bybit expected 64,452 ETH ($170M) in loan support from Bitget. An additional transfer of 11,800 ETH ($31M) occurred from Binance. Following a recent hack, Bybit recorded peak withdrawal levels, surpassing 350,000 requests; 99.994% have been processed.
Links: Porter Stansberry, Ben Zhou
#Bybit#MEXC#stETH#ETH#Crypto#Binance#Bitget#Bitcoin#Withdrawals#Whale#Finance#Hack#Blockchain#Investments#Market#Institutional#Debt#Liquidity#Trading#Assets#VC