#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
#BETA/USDT analysis :
#BETA is currently consolidating sideways above the support zone. The price is expected to bounce back from this zone and test the swing high level, where rejections have been observed multiple times.
TF : 1D
Entry : $0.04732
Target : $0.05804
SL : $0.04012
✅✅ 66% Profit on #BETA/USDT for our Premium Members on Binance /Bybit/OKX & KuCoin - The trade has been closed in good profit
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@NewsAndTipsNT📰
✈️ Telegram Android Beta
◾️Version: 11.5.0
◾️Build: 54969
What's New :
- Open button in chat list for mini apps
- Affiliate programs
- Collage in Stories
- reorder collage parts fix 🆕
- adding audio to photo collage fix 🆕
🔄Previous Version
#beta@NewsAndTipsNT
Affiliate programs
which allows users to earn commissions by referring others to specific mini-apps.
The Affiliate Programs provides a way for users to earn rewards by inviting others to use mini-apps.
How It Works:
Users share their unique referral link for a particular mini-app.
When someone accesses the mini-app through the shared referral link and spends Stars within it, the referrer earns a commission.
#beta
@NewsAndTipsNT📰
✈️ Telegram Android Beta
◾️Version: 11.3.5
◾️Build: 53989
What's New:
-fix sending external files into scheduled (selecting date and time after selection)
- show avatar menu buttons on long press even when avatar is not set for user or channel
- mention and search messages buttons in long press channel avatar menu
- fix showing username when opening location from profile
- fix showing signatures after profiles in channel enabled
- fix showing hint about group emoji pack when writing messages is not allowed (inclusing closed topic case)
- fix searching for quick reply that starts from uppercase
- fix chat jumping when messages are selected and field gets typed into
- fix showing full reaction count on long press in albums
- fix empty user name in premium locked messaging dialog
- fix showing hashtag hint when hashtag is not in latin
🔄Previous Version
#beta@NewsAndTipsNT