#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
RT @FabrizioRomano: 🚨 Juventus would be ready offer a longer contract to Alisson (current deal at #LFC runs out in 2027).
Alisson, tempted…
— Fabrizio Romano (@FabrizioRomano)
May 10, 2026
🚨 Juventus would be ready offer a longer contract to Alisson (current deal at #LFC runs out in 2027).
Alisson, tempted by this option… but leaving the decision up to Liverpool — as Reds will already lose Salah & Robertson this summer.
🎥https://t.co/iPYOHjc1mwhttps://t.co/V3suCKQn1b
— Fabrizio Romano (@FabrizioRomano)
Apr 27, 2026
🚨⚪️⚫️ Juventus want to sign a top GK this summer and Alisson is seen as dream target.
Liverpool extended his contract until 2027 but talks with Alisson and Mamardasvhili’s camp will take place in the next weeks.
Alisson likes the idea of returning to Italy but respects #LFChttps://t.co/WtWTr6aKIK
— Fabrizio Romano (@FabrizioRomano)
Apr 22, 2026
🔴 EDGE MARKET LIVE
Manchester United vs Liverpool
📅 May 3, 2026
History. Pressure. Global attention.
One match. One outcome.
Enter the market:
https://edgemarket.ai/bnb/football/man-united-vs-liverpool/statistics/69f1e1e3422739f6001ff5e4
Conviction meets result.
#MUFC#LFC#PremierLeague#Football#EdgeMarket
Will Liverpool finish top 4 in 2025/26? 👀
Squad depth, injuries, manager adaptation, fixture pressure early predictions always reveal where confidence sits.
Yes or no ?
#Liverpool#LFC#PremierLeague#PredictionMarkets#SportsPrediction#EdgeMarket#TONBlockchain