Insights

Research, strategy, and engineering guidance for AI leaders.

Actionable insight across AI strategy, engineering, operations, and edge delivery.

Strategy6 min

AI Operating Models That Scale

Structure AI initiatives around measurable value streams and accountable owners.

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Engineering7 min

Engineering Trustworthy AI Agents

Reliability comes from evaluation harnesses, not just bigger models.

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Operations5 min

AI Ops Metrics That Matter

Measure AI with the same rigor as any revenue-critical system.

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Research8 min

Edge Deployment for Global AI

Edge-ready architectures keep AI experiences fast and compliant worldwide.

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Engineering9 min

RAG Architecture Patterns for Enterprise

Move beyond vector search to hybrid retrieval systems that rank by relevance and recency.

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Engineering6 min

When and How to Fine-Tune LLMs

Fine-tuning is rarely the answer. Here's the decision tree for your use case.

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Operations7 min

AI Cost Governance and Unit Economics

Track cost per decision, cost per user, and cost per dollar of value unlocked.

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Strategy8 min

Safety Guardrails Without Blocking Value

Implement policy as code, not as friction. Let guardrails guide behavior without killing UX.

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Strategy10 min

Designing Reliable Agentic Workflows

Agents need clear boundaries, measurable success criteria, and human override paths.

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