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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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Coin Sonar

@CoinSonar · Post #243385 · 04/17/2026, 12:54 AM

#LAYER | Volume spike (USDT PAIR) 31 times the average volume 129.36K USDT traded in 15 min └Buying vol: 81.42K USDT 🟢 Boost score: 4/10 24h Vol: 394.58K USDT (Binance) Price: 0.0902 (-1.2% in 24h)

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Pump Leaks

@pumpleaks · Post #678 · 01/06/2024, 12:36 AM

Pump Result: One of the best pumps we’ve had. The volume crossed an unprecedented $3.2 million in the first 15 minutes, catapulting #LAYER to our 10x target (957%) and making all of our members huge profits, that’s exactly why we’re the best in the world. Our coin held as the top gainers for hours after our signal, demonstrating the real power of our whales and market makers. Even though we saw a huge volume of external selling (very likely coming from the coin team), we truly delivered on the expected exceptional first pump of the year, and things are just going to get better from here. We’re still receiving an overwhelming amount of gratitude messages from members that scored big, and asking for our next pump. No stress, enjoy the profits, we’ll announce it soon. In the meantime, we’re focusing our efforts on never used before marketing strategies to bring in over 1 million new members for our next Kucoin Mega Pump, which will absolutely dwarf anything we’ve seen until now. Stay tuned for our next pump announcement.

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Wall Street Gems

@wallstreetgems · Post #583 · 01/06/2024, 12:37 AM

Pump Result: One of the best pumps we’ve had. The volume crossed an unprecedented $3.2 million in the first 15 minutes, catapulting #LAYER to our 10x target (957%) and making all of our members huge profits, that’s exactly why we’re the best in the world. Our coin held as the top gainers for hours after our signal, demonstrating the real power of our whales and market makers. Even though we saw a huge volume of external selling (very likely coming from the coin team), we truly delivered on the expected exceptional first pump of the year, and things are just going to get better from here. We’re still receiving an overwhelming amount of gratitude messages from members that scored big, and asking for our next pump. No stress, enjoy the profits, we’ll announce it soon. In the meantime, we’re focusing our efforts on never used before marketing strategies to bring in over 1 million new members for our next Kucoin Mega Pump, which will absolutely dwarf anything we’ve seen until now. Stay tuned for our next pump announcement.

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Pepe Pumps Signals

@pepe_pumps_signals · Post #293 · 01/06/2024, 12:36 AM

Pump Result: One of the best pumps we’ve had. The volume crossed an unprecedented $3.2 million in the first 15 minutes, catapulting #LAYER to our 10x target (957%) and making all of our members huge profits, that’s exactly why we’re the best in the world. Our coin held as the top gainers for hours after our signal, demonstrating the real power of our whales and market makers. We truly delivered on the expected exceptional first pump of the year, and things are just going to get better from here. We’re still receiving an overwhelming amount of gratitude messages from members that scored big, and asking for our next pump. No stress, enjoy the profits, we’ll announce it soon. In the meantime, we’re focusing our efforts on never used before marketing strategies to bring in over 1 million new members for our next Kucoin Mega Pump, which will absolutely dwarf anything we’ve seen until now. Stay tuned for our next pump announcement.

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