First of all, Happy New Year 2026! This year is designated in the Chinese Calendar as the Year of the Fire Horse (starting on February 17.). The year 2026 brings not only tremendous energy to AI development but also, in my humble opinion, many breakthroughs in the field. Although there have been many small steps…...
#agenticsystems #BayesianInference #LLM #PromptEngineering #rag #RightforWrongReason #VibeCoding #VLJEPA
https://foojay.io/today/jc-ai-newsletter-12/

MachineCon USA 2026 is shaping the AI frontier—practitioner‑led talks, enterprise innovators, and deep dives into applied generative AI and agentic systems. Discover why this summit tops the 2026 conference list and what it means for the future of MLDS and GenAI. #MachineConUSA #GenAI #MLDS #AgenticSystems

🔗 https://aidailypost.com/news/machinecon-usa-2026-north-america-ai-summit-listed-top-2026

Tôi đã tạo ra Ctrl – một hệ thống kiểm soát thực thi mã nguồn mở, nằm giữa tác nhân (agent) và các công cụ mà nó sử dụng. Thay vì cho phép gọi công cụ trực tiếp, Ctrl chặn lại, đánh giá rủi ro, áp dụng chính sách (cho phép/từ chối/cần duyệt), rồi mới thực thi – đồng thời ghi lại mọi hành động vào một cơ sở dữ liệu SQLite cục bộ. Hiện tại, Ctrl tích hợp dễ dàng với LangChain + MCP. Phù hợp cho các hệ thống tác nhân tự động hành động trong môi trường thực tế. #Ctrl #AgenticSystems #LangChain #Open

🔍 What if your AI could discover tools like a developer and reason like a strategist?
From tool selection to runtime planning—MCP lets LLMs think beyond the prompt.
Explore the autonomy blueprint for next-gen AI agents 🚀
👇
https://medium.com/@rogt.x1997/how-dynamic-tool-discovery-with-mcp-is-rewriting-the-rules-of-autonomy-5cce7475d6e2
#AI #LLMAgents #AutonomousAI #ModelContext #OpenAI #GenAI #AgenticSystems
https://medium.com/@rogt.x1997/how-dynamic-tool-discovery-with-mcp-is-rewriting-the-rules-of-autonomy-5cce7475d6e2

🧠 What if AI could rewrite your code, verify compliance, and learn from your behavior—all in real time?

🔧 Meet Claude: A 12-part modular brain built for developers, data teams, and decision-makers.

🔁 It’s not just reasoning. It’s reflexive cognition.

#ClaudeAI #ModularAI #AgenticSystems #DeveloperTools #FutureOfAI
🔗
https://medium.com/@rogt.x1997/from-12-components-to-1-thought-engine-breaking-down-claudes-modular-ai-brain-add783f433ce

Realtime Agent Feedback for Design Rule Violations
In highly dynamic design environments — from software architecture to microchip layout — catching violations of design rules early is critical to reducing iteration costs
https://raiswarms.com/realtime-agent-feedback-for-design-rule-violations/
#DevRAI #IndustryRAI #AgenticSystems #AI #AutonomousProgramming #DesignAutomation #DeveloperProductivity #IntelligentAgents #LlmIntegration #MachineLearning #RealtimeFeedback #SoftwareArchitecture

The article provides good insights into industry leaders such as Waymo, DeepMind, and Amazon demonstrate the transformative power of Reinforcement Learning (RL).

Takeaways:
➡️ RL drives autonomy and innovation across industries, but challenges like interpretability remain pivotal.
➡️ Hybrid systems that blend RL and symbolic reasoning hint at breakthroughs in high-level decision-making.

https://www.computer.org/publications/tech-news/community-voices/reinforcement-learning-in-agentic-systems

#ReinforcementLearning #ArtificialIntelligence #AI #AgenticSystems #DeepLearning