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• The Observer Effect in AI: When Models Know They're Being Tested - (Part 1/4)

  Frontier AI models from OpenAI, Anthropic, and Google can now recognize when they're being tested. This observer effect undermines AI safety evaluation.

  11 min read   ·   September 30, 2025

  2025 situational-awareness AI-evaluation frontier-models claude openai AI Safety Machine Learning Research

• We Need a Consent Layer for AI (And I'm Trying to Build One)

  AI companies are getting sued over training data, agents operate with no permission framework, and users can't control their AI profiles. I wrote four open standards (LLMConsent) to create a decentralized consent protocol for AI—like HTTP but for data rights, agent permissions, and user sovereignty. This is an RFC, not a product.

  23 min read   ·   August 16, 2025

  2025 ai blockchain standards consent ethics protocol llm agents privacy decentralization ai standards ethics architecture

• Why Kimi K2 Stands Out - A Deep Dive into Its Trillion-Parameter MoE

  Explore Kimi K2’s trillion-parameter MoE architecture, MuonClip optimizer, and agentic training. Learn why it outperforms GPT-4.1 and DeepSeek-V3

  9 min read   ·   July 13, 2025

  2025 genai llm llm genai

• Implementing Model Context Protocol in Autonomous Multi-Agent Systems - Technical Architecture and Performance Optimization

  Discover how to implement Model Context Protocol (MCP) in autonomous multi-agent systems with this technical deep dive. Learn advanced context optimization strategies, distributed architecture patterns, and performance benchmarks with complete Python implementations. Includes hypothetical telecom implementation scenarios showing potential optimization benefits.

  60 min read   ·   March 22, 2025

  2025 genai architecture system-design architecture genai system-design

• Engineering Autonomous Multi-Agent Systems - A Technical Deep Dive into Telecom Customer Service

  Dive into the world of autonomous AI agents with practical implementations, code examples, and real-world scenarios. Learn how to build intelligent systems with advanced memory management, dynamic prompt evolution, and sophisticated monitoring capabilities in telecom customer service.

  52 min read   ·   January 05, 2025

  2025 genai architecture casestudy system-design architecture genai casetudy system-design