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Source channel @githubtrending · Post #14925 · Jul 7

#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

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Honkai: Star Rail Italia - Leaks 🇮🇹

@starrailleaks · Post #12368 · 04/20/2026, 02:57 PM

SP Blade’s main role is as a support, providing team-wide assistance by deploying a Zone that reduces enemy attributes/stats. This allows him to support a wide variety of DPS characters, including Ashveil. Additionally, he can release a AoE FuA that deals damage scaled based on a percentage of his Max HP. #anonymous

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Honkai: Star Rail Italia - Leaks 🇮🇹

@starrailleaks · Post #11962 · 03/16/2026, 01:51 PM

Evanescia Skill deals multi-hit damage. On execute (kill) it restores stacks and energy. When teammates trigger Follow-up / Additional / Aha Instant, Evanescia gains stacks. The Ultimate can either consume stacks to deal damage or clear the stacks for damage; executing an enemy gives extra action and energy refund. Her Aha Instant appears in the middle of the action order and can be copied. Sw SP The Ultimate transformation mainly charges through punchlines converted from Aha Instants. For characters on the Elation path, the order of Aha Instants is fixed, and Sw SP’s always goes last. Sw SP’s Aha Instant cannot be copied. In the transformation state, the dragon cannot be controlled. When using single-target attacks, Sw SP attacks first and the dragon follows up. When using AoE gestures/attacks, the dragon also follows up afterward. At the end, snapping fingers triggers one special Aha Instant. In transformation, the punchlines generated by Aha Instants can store energy, but there is a limit. One more thing worth mentioning is that a future character who can copy Ultimates when conditions are met will be a teammate of Sw SP and Evanescia. #anonymous uncle

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Honkai: Star Rail Italia - Leaks 🇮🇹

@starrailleaks · Post #11906 · 03/11/2026, 07:47 AM

Buffing Firefly, Seele, Huohuo, Sunday. Jiaoqiu is on the way. (buff is coming) Old Evanescia was abandoned. The special effects (VFX) are being reworked. The current power level is on par with Seele. #anonymous uncle

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Honkai: Star Rail Italia - Leaks 🇮🇹

@starrailleaks · Post #11895 · 03/10/2026, 08:59 AM

EMC’s mechanic roughly copies the previous teammate’s Elation skill and provides a large number of Punchlines “provides a large number of Punchlines” is wrong! Sparxie is a Punchline-generating machine, it’s written in her design document. EMC doesn’t have the ability to provide a large amount of Punchlines. Among the recently released characters, none generate Punchlines more efficiently than Sparxie. #anonymous uncle

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