#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
CRPF QRT teams have taken over Security of Nabanna & other Key Govt HQs in West Bengal amid the power transition and have sealed all movements of Government Files, orders from Union Home Ministry
#Policy
West Bengal Chief Secretary orders all Department Secretaries and Head of Offices to ensure that no important paper or file is removed or damaged or taken out from the offices. #Policy
🚨 Indian Govt invokes Force Majeure for contracts hit by West Asia disruptions
👉🏻 West Asia situation treated as war-like event for contracts
👉🏻 Contractors can claim relief for delays linked to disruptions
👉🏻 Govt may grant 2–4 month extension case-by-case
👉🏻 No penalties or liquidated damages for eligible delays
👉🏻 Applies across goods, services & works contracts
👉🏻 Valid only if no prior default before 27 Feb 2026
👉🏻 Contracts delayed beyond 90 days may be terminated without penalty #Policy