#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
@RusEmbMalta:
❗Appeal of the State Duma to the United Nations, international parliamentary organizations, world parliaments in connection with the heavy toll of children’s deaths and current humanitarian situation in the Israeli–#Palestinian conflict zone
🇺🇸🇮🇱🇵🇸Ben is finally waking up to the strategic intent behind October 7.
On October 6 no one was seriously talking about a #Palestinian State.
Since October 7, everyone is.
All Hamas had to do was provide #Israel the opportunity to show the world the true face of its genocidal existence.
@MostMoralArmy
@RusEmbMalta: 📄Excerpts from the briefing by Foreign Ministry Spokeswoman Maria Zakharova, Moscow, November 15, 2023
🔹Update on #Palestinian-Israeli conflict
🔹#Ukraine crisis
🇮🇱🇵🇸Horrific scenes emerging from Al-Shati refugee camp in northern #Gaza Strip shows the bodies of #Palestinian civilians slaughtered by an #Israeli occupation bombing.
@MostMoralArmy
#Palestinian Civil Defence is currently recovering remains of #Gazan martyrs which they couldn’t previously reach. Many of these bodies have decomposed.
Gaza’s Civil Defence Spokesperson Mahmoud Basal said that the number of martyrs whose bodies evaporated reached 2848 martyrs.
#Israel’s use of internationally forbidden arms stands behind this phenomenon.
The #Palestinian Media Center said that these weapons, which haven’t been identified, melt and evaporate bodies due to the extreme heat produced by these weapons.
🇮🇱🇵🇸BREAKING: #Israeli occupation forces execute an elderly #Palestinian woman and her daughter while fleeing from Road 8 in #Gaza's Sabra neighborhood.
The two were directly shot by snipers positioned on rooftops, according to eyewitnesses.
@MostMoralArmy
🇺🇸#USA#Texas
The raising of the #Palestinian#flag in a live broadcast of the University of #Texas graduation ceremony, was accompanied by applause from the audience.
#Commentary: #Ethiopia’s Policy Realignment: From #Pan_African Beacon to Client State
On 31 March 2026, the UN Human Rights Council adopted a resolution condemning #Israel’s actions in the occupied #Palestinian territories and the Syrian Golan Heights. Thirty-one countries supported it; Ethiopia was among only three in opposition. Sidoc Haytu describes the move as “a profound betrayal of the Pan-Africanist and anti-colonial principles that once defined the Ethiopian state.”
While officials frame the vote as pragmatic, he argues it serves elite interests, noting “the calculation was not performed on behalf of the 120 million Ethiopians.”
Contrasting Ethiopia’s past stance, he claims, “When Ethiopia votes at the #UN… it is voting as a client of…Tel Aviv,” urging a reversal: “Ethiopia will not stand with colonizers.”
https://addisstandard.com/?p=56716
#EU member states #Ireland, #Spain and #Norway announce official recognition of #Palestinian#Statehood
The three countries are the only European countries, thus far, who have officially recognised the State of Palestine.
#Israel was founded by #Zionist#terrorists.
Keep that in mind next time you hear Zionists claim that recognising #Palestinian#Statehood is "rewarding #terrorism"