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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 M - Crypto News

@CryptoM · Post #64742 · 04/09/2026, 05:17 PM

🚀 TON's Catchain 2.0 Upgrade Enhances Speed and Validator Rewards TON has announced the implementation of its Catchain 2.0 consensus upgrade, which significantly improves transaction speed and validator incentives. According to NS3.AI, the upgrade reduces block times to 400 milliseconds and accelerates payment settlement to approximately one second. Additionally, the change is expected to increase annual inflation to 3.6%, up from around 0.6%, as the faster block production boosts rewards for validators. #TON#Catchain2.0 #Blockchain#ConsensusUpgrade#TransactionSpeed#ValidatorRewards#Cryptocurrency#CryptoNews#BlockchainTechnology#DeFi

Crypto M - Crypto News

@CryptoM · Post #64697 · 04/09/2026, 02:44 PM

🚀 Telegram's TON Blockchain Achieves Significant Speed Upgrade Telegram founder Pavel Durov announced a major upgrade to the TON blockchain, significantly enhancing its processing speed. According to Foresight News, the upgrade has increased block generation rates by six times and achieved sub-second transaction confirmations. Durov stated that this is the first of seven steps in his 'Make TON Great Again' (MTONGA) plan. The next step aims to reduce the already relatively low transaction fees by approximately six times to further improve network performance and cost competitiveness. #Telegram#TONBlockchain#PavelDurov#SpeedUpgrade#Blockchain#TransactionSpeed#MTONGA#ForesightNews#SubSecondConfirmations#TransactionFees#NetworkPerformance