#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
#RAY/USDT analysis :
#RAY is currently consolidating within a flag pattern, indicating a potential continuation of its upward trend. A breakout above the $5.890 level could signal a move to higher price levels. Consider entering a long position upon confirmation of the breakout.
TF : 1D
Entry : $5.890
Target : $9.045
SL : $4.000
🔥$RAY
Entered this position as a speculative play within the SOLANA ecosystem. Monitor pullbacks carefully, manage entries with discipline, and always conduct your own due diligence before participating.
X: https://x.com/i/communities/2033099708164378981
Website: https://x.com/bbcworld/status/2033099192877429170?s=46
🔗 Contract: https://solscan.io/token/G7ydggVFm4RVTTsd3E8MWh7angBs78MTmZN3gVZPpump
https://dexscreener.com/solana/HAVxMaLK96qgiyRdvX4YVpjfajU49zWot4tdjxPesMrg
#RAY#SOLANA#TESLACALLS