Posts

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

• 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.

• Engram: DeepSeek’s proposal to stop recomputing simple facts

  
  Published: 20 Jan, 2026 |  at  03:40 PM

  Why LLMs “recompute” simple facts, and how Engram (DeepSeek) proposes an on-demand external memory to retrieve them quickly.

• Analysis: Capabilities, Limitations, and Premature Patterns of AI Agents

  
  Published: 18 Jan, 2026 |  at  11:00 AM

  Systematic analysis of 100+ publications (2023-2025) on single and multi-agent AI systems. Identification of viable, fragile, and structurally impossible patterns. Technical reference document.