Async and Queue-Based Long-Running LLM Workflows
How to move long-running, tool-using LLM tasks out of the request path with async APIs, queues, resumable workflows, retries and observability.
GenAI Consulting26 min read
Insights
Building with Generative AI
Practical guides, architecture notes, and lessons from shipping GenAI to production.
Token Budgeting for Agentic and RAG Workflows
How to design agentic and RAG systems around token limits with budgeting, compression, adaptive context, routing, evals and observability.
GenAI Consulting24 min read
Circuit Breakers for Runaway LLM Agent Loops
How to stop runaway agent tool loops with runtime trip conditions, budgets, side-effect containment, fallbacks and observability.
GenAI Consulting22 min read
Offline Replay Testing for Production GenAI
How to build offline replay harnesses that use real traces to validate prompt, retrieval, routing and tool changes before release.
GenAI Consulting25 min read
Prompt Injection Defense for Enterprise RAG
A defense-in-depth playbook for hardening enterprise RAG and agents against prompt injection across retrieval, tools, web and memory.
GenAI Consulting23 min read
Policy-as-Code Guardrails for Production GenAI
How to implement GenAI guardrails as executable policy across inputs, retrieval, tools, outputs, approvals and side effects at runtime.
GenAI Consulting27 min read
Cross-Encoder vs Embedding Upgrades in RAG
How to choose between embedding upgrades, rerankers or both in RAG, with migration patterns, evals, dual-index backfills and rollout guardrails.
GenAI Consulting24 min read
Shadow Mode for GenAI Systems Before Cutover
How to shadow prompt, retrieval, routing and agent policy changes on live traffic to catch regressions before users see them.
GenAI Consulting24 min read
Capacity Planning for Production GenAI
How to size tokens, throughput and concurrency before launch, covering queues, rate limits, burst behavior, backpressure and launch-day resilience.
GenAI Consulting23 min read
Feature Flags for Production GenAI Systems
How to feature-flag prompts, retrieval, model routes, tools and guardrails so GenAI teams can ship, test, target and roll back safely.
GenAI Consulting21 min read
Model Context Protocol in Production
How to use MCP as a control plane for enterprise LLM tools, with patterns for contracts, auth, isolation, approvals and observability.
GenAI Consulting24 min read
Staged Rollouts for LLM Tool Permissions
How to expand agent tool permissions safely with risk tiers, policy layers, shadow execution, approvals, tenant rollouts and audit trails.
GenAI Consulting25 min read
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