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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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Futures <> DEX

@mexcTracker · Post #149148 · 04/17/2026, 01:22 PM

Arbitrage with XCN ended 45s XCN | #XCN| 8.64% | Long 🟢💙👌 Origin: DEX (PUMP) [G: -0% VS D: 9%] Price Gate: 0.004916 Spot: 0.004921 Price Dexscreener: 0.005381 Chain:#ethereumDep✅W/d✅ CA:0xA2cd3D43c775978A96BdBf12d733D5A1ED94fb18 Gate DEX MC - $230.26M V1h - $33.74K V24h $43.98K $86.93K Liq - $1.36M Limit $28.02K - Fund 0.0100% - source // chat // me

Futures <> DEX

@mexcTracker · Post #149147 · 04/17/2026, 01:22 PM

Arbitrage with XCN ended 42s XCN | #XCN| 9.01% | Long 🟢💚👌 Origin: DEX (PUMP) [M: 0% VS D: 10%] Price MEXC: 0.004896 Spot: 0.0048873 Price Dexscreener: 0.005381 Chain:#ethereumDep✅W/d✅ CA:0xA2cd3D43c775978A96BdBf12d733D5A1ED94fb18 MEXC DEX MC - $230.26M V1h - $33.74K V24h $194.59K $86.93K Liq - $1.36M Limit $2.45K - Fund -0.0599% - source // chat // me

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