TGINSIGHT SIMILAR POSTS
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
Search: #hotspots
@amazingeo · Post #480 · 11/27/2025, 08:31 PM
🌍 Some biodiversity hotspots, like the Cape Floristic Region in South Africa, pack over 9,000 plant species into just a tiny area—nearly 70% found nowhere else on Earth. ✨ #biodiversity⚡#plants⚡#hotspots⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels
@amazingeo · Post #288 · 09/23/2025, 06:31 PM
🌍 The Sundaland region in Southeast Asia is a biodiversity hotspot where over 15,000 plant species are found, nearly half of which exist nowhere else on Earth. ✨ #biodiversity⚡#hotspots⚡#conservation⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels
@amazingeo · Post #628 · 02/12/2026, 08:31 PM
🌍 The Western Ghats in India hold more amphibian species than all of Europe, packed into a narrow mountain strip. This biodiversity hotspot shelters ancient frogs found nowhere else on Earth. ✨ #biodiversity⚡#hotspots⚡#amphibians⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels
@amazingeo · Post #328 · 10/03/2025, 06:31 PM
🌍 New species are still being discovered in biodiversity hotspots like the Eastern Himalayas, where over 350 new plants and animals have been found in just two decades. ✨ #hotspots⚡#species⚡#discovery⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels