BILLION HOPES BLOG

AI KNOWLEDGE CENTRE

Deep knowledge insights on technical and academic aspects of AI and related topics

68 articles Category: AI Knowledge Centre

06.10.2026 · 7 min read

Understanding ‘harnessing’ in LLM working

Understanding ‘harnessing’ in LLM working Introduction People often say that an organisation should “harness AI”, meaning that it should put AI to useful work. In discussions about language-model agents, a…

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22.09.2026 • 8 min read

Technical aspects of “AI existential dread”

Technical aspects of “AI existential dread” How to handle the torrent of scary news Introduction “AI existential dread” is not a recognised…

11.09.2026 • 8 min read

How LLMs learn continuously, or not

How LLMs learn continuously, or not What are training runs? What happens in-between? Introduction Large language models create an unusually convincing illusion…

08.09.2026 • 6 min read

Copyright tangles in LLM generations: Text versus Images

Copyright tangles in LLM generations: Text versus Images Models are different, so are the copyright claims Introduction Generative AI has made copyright…

04.09.2026 • 6 min read

Latest LLMs from leading vendors: September 2026 beginner’s guide

Latest LLMs from leading vendors: September 2026 beginner’s guide How LLM landscape is changing rapidly Introduction Following large language models has become…

01.09.2026 • 10 min read

AI Regulation and Compliance Global Landscape

AI Regulation and Compliance Global Landscape EU AI Act, US guidance, India’s AI policy direction, sector-specific compliance, and audit readiness. Introduction Artificial…

28.08.2026 • 8 min read

AI Governance Frameworks for Organizations

AI Governance Frameworks for Organizations Risk classification, accountability, documentation, model cards, human oversight, and responsible deployment. Introduction Artificial intelligence has moved rapidly…

25.08.2026 • 12 min read

Privacy-Preserving AI and Federated Learning

Privacy-Preserving AI and Federated Learning Federated learning, differential privacy, secure computation, confidential computing, and enterprise privacy. Introduction Artificial intelligence has historically been…

21.08.2026 • 9 min read

Guardrails, Policy Engines, and Safe AI Deployment

Guardrails, Policy Engines, and Safe AI Deployment AI Safety, LLMs, Enterprise AI; Content filters, permissioning, refusal design, data leakage prevention, audit trails,…

18.08.2026 • 13 min read

Prompt Engineering to Context Engineering

Prompt Engineering to Context Engineering Moving beyond prompts into context design, memory, tools, retrieval, guardrails, and workflow architecture. Introduction For the first…