#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
🎉🎉 Celebrate with us the impressive metrics within 🔟 days of Beta Launch🚀📈:
- 30K active users from 50 countries
- 10.2K smart alert configs are set
- 1.5M interactive maps are visualized
🌐🔗 We're honoured to harness #AI and #Onchaindata to empower our users for success!
🎯There is still a chance to share our 🎁$2,000🎁 reward pool and win the Beta Access Code!!
🎮Jump in our Zealy quest board now! We are distributing the code every week to highly engaging members. 🍀👇
https://zealy.io/c/spotonchain/questboard
🚀 Bitcoin's Potential Bear-Market 'Iron Bottom' Predicted by Analyst
A CryptoQuant analyst has projected that Bitcoin might establish a bear-market 'iron bottom' within the $55,000–$60,000 range by the end of 2026. According to NS3.AI, this prediction is grounded in on-chain indicators, notably the MVRV Z-score, which has moderated but remains above negative levels.
#Bitcoin#Crypto#BearMarket#CryptoAnalysis#MVRV#OnChainData#CryptoPredictions#BTC
🚀 Satoshi Protocol Layer2 Settlement Network Launches with Upgrades
The Satoshi Protocol Layer2 settlement network officially launched on April 6, introducing enhancements in on-chain data statistics and computational capabilities. According to ChainCatcher, the Layer2 network now supports deep cumulative calculations on-chain, allowing for a more accurate reflection of team sizes and business data, thereby improving processing efficiency in complex scenarios.
In terms of governance, the protocol has transferred core permissions to a multi-signature contract and adopted a dual-track governance model, with developers and core community members each holding 50% of the decision-making power. The execution threshold is set at 65%, further enhancing decentralization.
This upgrade marks the protocol's transition towards community autonomy, providing a reference for technology and governance in the DeFi sector.
#SatoshiProtocol#Layer2#Blockchain#DeFi#Governance#Decentralization#OnChainData#NetworkLaunch#Crypto#MultiSignature#ProtocolUpgrade#CommunityAutonomy