#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
News: Political parties unveil symbols, slogans ahead of #Ethiopia’s 7th general election
Political parties have begun unveiling the symbols and slogans they will use for Ethiopia’s 7th national general #election, scheduled by the National Election Board of Ethiopia (#NEBE) for 1 June 2026, with the ruling #Prosperity Party and the Coalition for Ethiopian Unity among the first to present their campaign identities.
The Prosperity Party announced on 10 February 2026 that it will contest the election under a “sheaf of wheat” symbol accompanied by the slogan “Ethiopia to an exemplary nation!” The party introduced the symbol and slogan during a forum where it also presented its election manifesto prepared under the same theme.
Meanwhile, the Coalition for Ethiopian Unity told Addis Standard a “thumb” symbol will be used for the upcoming election.
The coalition said the symbol was.....
https://web.facebook.com/AddisstandardEng/posts/pfbid0UYNHQHU76VgAhRkQkY6HQrKEJT6RqgasEEjXKSqRgSdBPNy85ygiq9wGpCJ6nfvol
Saylor's 21 Bitcoin Principles Revealed
Michael Saylor shares key insights on Bitcoin ownership:
1. Experts buy Bitcoin.
2. Critics don’t understand it.
3. Opinions shift from negative to positive.
4. Learning about Bitcoin is endless.
5. Bitcoin thrives on chaos.
6. It’s a win-win game.
7. True ownership lies in Bitcoin.
8. You earn Bitcoin as per your worth.
9. Invest only what you can afford to lose.
10. Bitcoin is the ticket out of the matrix.
11. Understanding wants and needs drive comprehension.
12. Expect your models to break.
13. Bitcoin is the cure for economic woes.
14. Choose Bitcoin over fiat.
15. Bitcoin is for everyone.
16. Think in Bitcoin terms.
17. Bitcoin will change you.
18. Stay vigilant against lies.
19. Respect Bitcoin or be a fool.
20. Never sell your Bitcoin.
21. Spread the love for Bitcoin.
#Bitcoin#Saylor#Crypto#Investment#Finance#Ownership#Learning#Economics#Innovation#DigitalAssets#MarketTrends#Blockchain#Wisdom#Prosperity#Opinions#Integrity#Wealth#Future#Leadership#Value
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