News & Insights

Ontology, Epistemology, and Axiology: The Three Questions Every AI Agent Has to Answer
By Roman Litvinecs • August 1, 2026
Most AI agents fail for reasons that aren't technical. Three questions – ontology, epistemology, axiology – decide whether yours earns its keep.
Diagram showing AI self-aggregation: multiple paths feed into an
By Roman Litvinecs • November 30, 2025
Discover how self-aggregation lets your AI generate multiple solutions, compare them automatically, and deliver validated answers - saving you time and reducing errors.
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By Roman Litvinecs • November 16, 2025
Master contraposition and contradiction to unlock advanced logical reasoning in LLMs. Build on syllogistic frameworks with practical techniques that catch AI errors and reveal hidden insights - no PhD required.
A flowchart illustrating how contrastive prompting moves from inaccurate AI responses to accurate ones via comparison.
By Roman Litvinecs • November 3, 2025
Discover contrastive prompting - the simple AI technique that improves accuracy by up to 10%. Learn how showing LLMs both correct and incorrect examples activates critical thinking and reduces errors.
A funnel diagram shows five steps for implementing syllogistic reasoning in AI, from methods selection to optimization.
By Roman Litvinecs • October 27, 2025
Learn how Syllogistic Reasoning frameworks force AI to use bulletproof logic. Perfect for contracts, compliance, and critical decisions. Simple templates included.
A chart titled
By Roman Litvinecs • September 27, 2025
Make AI cheaper and faster: Chain of Drafts trims tokens 92% and latency 76%, with current models (GPT-5, Claude) and euro pricing.
A circular diagram titled
By Roman Litvinecs • September 21, 2025
Cut AI hallucination and build trust with Highlight-of-Thought (HoT). See how Irish SMEs can use HoT across Make.com, Power Automate, SharePoint, and Teams to get verifiable AI results.
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By Roman Litvinecs • September 3, 2025
Learn 14 proven Chain-of-X prompting methods to get better AI answers for your business. From simple reasoning chains to advanced verification. British SMB guide.
By roman • July 7, 2025
Discover the top 100 productivity killers hiding in your business—and how smart automation can reclaim over 1,275 hours and €17,220 per employee, per year. This actionable guide breaks down wasted time and costs across admin, finance, marketing, sales, and more, providing a roadmap for rapid efficiency gains through di
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