#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
🤔#LDO Financial indicators for Lido in 2025 show that total revenue decreased by 23% on an annual basis to $40.5 million, with net staking commission revenue amounting to $37.4 million.
The DAO is evaluating a potential LDO buyback program in the second quarter of 2026. link
#LDO/USDT analysis :
#LDO is in a downtrend, currently rejecting from the 200 EMA resistance after going through a correction phase. It is expected to continue its bearish momentum and test the previous swing low. Wait for the break of the $1.091 level downside for a short entry.
TF : 15min
Entry : $1.091
Target : $0.993
SL : $1.153
#LDO/USDT analysis -
#LDO has recently broken out of the channel after facing rejection from the 200 EMA in a downtrend. It is now expected to continue its downward momentum and test new lows.
TF : 2H
Entry : $1.530
Target : $1.398
SL : $1.604