Forward Deployed Engineer

PremiumWhy does deleting the…

Why does 'fine-tune on our company docs' usually fail, and what should you do instead?

What are the options and trade-offs of closed API fine-tuning vs open weight FT?

How do you design the post-FT eval suite for a customer support fine-tuned model?

What is the failure mode when a small medical fine-tuned model leaks verbatim credit card snippets under red teaming, and what is the standard mitigation?

Which license clause must you re-read when shipping a Llama-4 fine-tuned model to 800M MAU?

Design a golden eval set for a production RAG system serving a legal research product. Explain how you build it, how big it should be, what each example contains, and what you measure with it.

A new enterprise customer onboards with an empty index and zero eval data: stand up their RAG and prove it works

After a user reports the assistant quoting another company's internal doc, run the postmortem

Enforcing per user document permissions in a multi-tenant RAG system: where does access control belong?

Design the retrieval architecture when 95% of queries carry five or more metadata predicates of wildly varying selectivity.

List SWE-bench, AgentBench, GAIA, and TAU-bench: what they measure, their shared blind spots, and how to interpret agent benchmark numbers.

A 40 team org already has OpenAPI specs and three LLM providers. Defend layering MCP on top instead of picking one integration approach.

When should automated eval escalate to human review in a production LLM product?

Why deploy a language detection gate on a regulated chatbot

Explain how bank model risk management applies to LLM use in a bank

Explain what FedRAMP authorization changes about the available LLMOps stack

Match each cloud managed guardrail product to its provider

Match each compliance regime to the concrete guardrail control it forces

Which is the best stack for a self-hosted on prem healthcare deployment?

PremiumWhy scan user input…

Which EU AI Act obligation most directly drives runtime guardrail design?

PremiumA tenant demands full…

Which audit log fields must a guardrail persist to satisfy a typical AI act audit?

Find the security flaw in how this multi-tenant RAG system enforces document permissions