1. RAG Architecture advanced

    A retrieval-augmented system over enterprise documents gives confidently wrong answers. Which failure modes are responsible, and where should engineering effort go?

    2 min answer ragretrievalgroundingpermissions
  2. RAG Architecture advanced

    A retrieval-augmented system serves millions of documents with sub-100 ms latency while embeddings are regenerated nightly. How should index rebuilds, hybrid retrieval, filtering and embedding versions be handled?

    3 min answer ragvector-searchindex-rebuildhybrid-retrieval
  3. RAG Architecture advanced

    A user asks the internal assistant a question and receives content from a document they cannot access. How did this happen and how is it prevented?

    2 min answer ragauthorizationsecurity
  4. RAG Architecture advanced

    An internal AI assistant gives confidently wrong answers. The team wants to upgrade to a better model. What do you check first?

    2 min answer airagretrievalevaluation
  5. Application Rationalisation advanced

    A multi-product SaaS company has accumulated overlapping internal systems - three notification services, four job schedulers, two feature-flag systems. How should rationalisation be approached?

    2 min answer freshworksrationalisationportfolioconsolidation
  6. Application Rationalisation advanced

    A rationalisation programme assessed 400 applications and identified £8m of savings. Two years later nothing has been saved. Why?

    2 min answer eaportfolioexecution
  7. Application Rationalisation advanced

    An application marked for retirement is switched off after its users are migrated. Nobody cuts the 14 interfaces that fed it or read from it. What happens over the following year?

    3 min answer rationalisationdecommissioningintegrationzombie
  8. Application Rationalisation advanced Multiple choice

    An enterprise consolidates nine departmental systems that all implement the same capability into one platform. Which risk materialises first and does most damage to the programme?

    2 min answer rationalisationconsolidationmigrationrequirements
  9. Application Rationalisation advanced

    An enterprise consolidates nine systems implementing the same capability into one. What are the risks, and what makes such programmes fail?

    2 min answer rationalisationconsolidationmigrationsecond-system
  10. Application Rationalisation advanced

    An enterprise has 900 applications, many overlapping. How do you decide what to keep, consolidate, replace or decommission — and why do rationalisation programmes usually stall?

    3 min answer portfoliorationalisationdecommissioningsix-rs
  11. Application Rationalisation advanced

    Your company acquires a competitor of about a third its size. Both run their own ERP, CRM, identity provider, data warehouse and payments integration. The board wants "one company" within 18 months and synergy numbers were already published. How do you decide what to consolidate and what to leave alone?

    3 min answer mergersrationalisationidentitycoexistence
  12. Real-Time Serving Layer advanced

    A contest platform must update leaderboards for millions of participants as scoring events arrive. What is the architecture, and what must not be attempted?

    2 min answer dream11leaderboardfanoutprecomputation