# Blog

Thinking about workflows, context, and the future of operational AI.

### Articles

1. [Harness Engineering: Matching Agents to the Work](/content/en/blog/harness-engineering-matching-agents-to-work/index.html)  
   Tool calls and sandboxed CLI work are different agent harnesses. The production question is how much freedom, structure, and accountability the task needs.  
   **Date:** Jun 2026  
   **Author:** Denys Lazarenko

2. [Interloom Raises $16.5M to Give AI Agents “Enterprise Memory”, Solving the Knowledge Gap for Global Operations](/content/en/blog/seed-announcement/index.html)  
   Interloom announces a $16.5 million seed round led by DN Capital to capture expert knowledge and transform it into permanent memory for AI agents.  
   **Date:** Mar 2026  
   **Author:** Fabian Jakobi

3. [How to Use AI to Organise Your Shared Inbox](/content/en/blog/how-to-use-ai-to-organise-your-shared-inbox/index.html)  
   A practical walkthrough that illustrates how to turn thousands of unstructured emails into data map with hierarchical topics.  
   **Date:** Sep 2025  
   **Author:** Denys Lazarenko

4. [Building Age of Empires for Enterprises](/content/en/blog/building-age-of-empires-for-enterprises/index.html)  
   A generation of gamers is becoming managers — and they won't accept anything less than the feeling of playing Age of Empires while running their business. This is the vision behind Interloom.  
   **Date:** Aug 2025  
   **Author:** Fabian Schmidt-Jakobi

5. [Agentic Task Delegation](/content/en/blog/agentic-task-delegation/index.html)  
   Our experiments demonstrate the potential of LLM-based solutions for agent delegation, highlighting practical techniques such as reranking and leveraging model probabilities to enhance accuracy and interpretability.  
   **Date:** Apr 2025  
   **Author:** Denys Lazarenko

6. [Adaptive Software for Rapid Change](/content/en/blog/adaptive-software-for-rapid-change/index.html)  
   Recent global disruptions demand immediate business agility, yet traditional enterprise software is rigid and slow to adapt. Knowledge workers currently fill this gap manually. Leveraging AI-driven, language-based software empowers these workers to rapidly respond to change, fundamentally enhancing business resilience and responsiveness.  
   **Date:** Apr 2025  
   **Authors:** Felix Schlensok, Fabian Jakobi

7. [AI-Native Organizations](/content/en/blog/ai-native-organizations/index.html)  
   The missing piece in the AI productivity puzzle is organizational. To unlock AI's full potential, businesses must redesign workflows, roles, and coordination models for a hybrid human-agent future.  
   **Date:** Apr 2025  
   **Author:** Felix Schlensok

8. [Planning Is the New Search: Transforming the Knowledge Economy](/content/en/blog/planning-is-the-new-search-transforming-the-knowledge-economy/index.html)  
   Search retrieves facts. Planning drives outcomes. It aligns work with intent, connects systems, captures corporate memory, and orchestrates human-AI execution. The result is less friction, more consistency, and scalable productivity.  
   **Date:** Jan 2025  
   **Author:** Fabian Jakobi

9. [Reliable Planning with LLMs](/content/en/blog/reliable-planning-with-llms/index.html)  
   Explore how OpenAI's new o1 model is reshaping AI agentic workflows by advancing reasoning and planning capabilities, bridging traditional methods with the generative power of large language models to tackle real-world challenges.  
   **Date:** Sep 2024  
   **Author:** Denys Lazarenko

10. [Remember Everything Ever: Collective Long-Term Memory of AI Agents Against the Doom of Documentation](/content/en/blog/remember-everything-ever-collective-long-term-memory-of-ai-agents-against-the-doom-of-documentation/index.html)  
    Explore how Interloom's AI-powered Collective Long-Term Memory transforms traditional documentation by automating knowledge capture across conversations, documents, and workflows, enhancing decision-making and efficiency for businesses.  
   **Date:** May 2024  
   **Author:** Denys Lazarenko

11. [The Case for Adaptive Automation](/content/en/blog/the-case-for-adaptive-automation/index.html)  
   Learn how Interloom's vision for adaptive automation addresses the limitations of traditional enterprise software by using AI to infer work patterns, capture collective memory, and automate complex processes, setting a new standard for efficiency and flexibility in business operations.  
   **Date:** Mar 2024  
   **Author:** Fabian Jakobi

12. [Press Release: Interloom Raises $3 Million to Build the Next Generation AI-Powered Process Automation Software](/content/en/blog/press-release-interloom-raises-3-million-to-build-the-next-generation-ai-powered-process-automation-software/index.html)  
   Discover how Interloom's groundbreaking AI platform combines task mining, knowledge graphs, and adaptive automation to tackle the inefficiencies of traditional workflows, offering actionable insights into transforming complex processes like procurement, customer onboarding, and claims processing.  
   **Date:** Mar 2024  
   **Author:** Fabian Jakobi