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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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Crypto News & Web3 Events | TON Ecosystem

@tonevents_en · Post #1706 · 07/30/2025, 11:06 AM

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🚀TON Tokens: Is the Memecoin Scene Waking Up? The TON ecosystem keeps growing. Alongside the memecoins themselves, new services appear that make it easier to track data and trade. Trading bots are still few, but the trend is up. 🔍@x1000 — a token aggregator and chat assistant The bot pulls key stats on any token and replies as soon as someone posts a contract address. It works in direct messages or group chats, auto-showing fresh info. We’ve already added @x1000 to our work chat — no need to dig through explorers; the bot does it for us. 👨‍💻What the developer plans next Stepan, the creator (link above), says the next updates will add: 🟠 detailed holder stats 🟠 info on dev teams 🟠 a honey-pot check (can you actually sell the token?) 🟠 a scanner for new coins by custom filters 🟠 a possible scam indicator 💻Try the bot now in the comments or via DM. Just send a contract address, for example: EQA2kCVNwVsil2EM2mB0SkXytxCqQjS4mttjDpnXmwG9T6bO #TON#Memecoin#CryptoTools#TelegramTrading#CryptoNews

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