Posts

Browse all articles covering artificial intelligence, AGI development, machine learning, and technology insights with practical perspectives.

• EPOCH-Bench: How I Tested Whether an LLM Deserves an Autonomous Role

  
  Published: 22 Feb, 2026 |  at  11:00 AM

  To know if a model can act alone in a multi-agent workflow: EPOCH-Bench, an agentic planning benchmark inspired by Day of the Tentacle, with PDDL, 6 levels and 6 metrics to break down failure modes.

• RAG: Stop Searching, Start Classifying

  
  Published: 1 Feb, 2026 |  at  01:00 AM

  Why a reliable RAG looks more like a library (index, categories, navigation) than a top-k search engine, and which architectures (hierarchy, summaries, graphs, agents) enable that shift.

• LLM Grounding in 2026: Options, Hidden Costs, and Risks

  
  Published: 28 Jan, 2026 |  at  01:00 AM

  Practical guide to anchor your LLM responses on the web — without getting trapped. Comparison of three approaches (integrated, classic API, AI-optimized), analysis of hidden costs, and defense strategies against web poisoning.

• Advanced Prompt Engineering: Why Perspective Changes Everything

  
  Published: 25 Jan, 2026 |  at  11:00 AM

  Why "review this code" and "review this code for security" don't yield the same results. How the prompt guides the model's exploration and why multiplying perspectives improves response quality.