Who is it for?
Teams whose users do not yet trust the system’s answers or actions, despite a seemingly functional prototype.
02 / CONTROL EXECUTION
Reliable Agents & RAG
Grounded answers. Controlled actions.
Hybrid search, citations, tool calling, permissions, human approvals and error recovery. I harden the links that break in real use.
RAG & retrievalMCP & toolsAction controls
TYPICAL ENGAGEMENT Focused work on critical components
Let’s talk productionWhat you get
- Analysis of retrieval and orchestration failures
- Permission, approval and error-handling rules
- Relevance and action evaluations for your business cases
- Traces to understand decisions and reproduce incidents
Example projects
- Documents retrieved without respecting access rights
- Agents calling the wrong tool or replaying actions
- Missing citations and poorly grounded answers
- Workflows stopping when an API fails
How an engagement runs
Diagnose
I review your code and traces. We identify critical cases, constraints and failures to reproduce.
Deliverable: risks & prioritiesSet the criteria
Expected quality, access rights, acceptable latency and costs. We agree on tests that gate deployment.
Deliverable: acceptance criteriaIndustrialize
I implement fixes and integrations. Business scenarios, errors and permissions are tested at each iteration.
Deliverable: evaluated systemDeploy & hand over
Progressive rollout, alerts, documentation and rollback. Your team knows what to watch and how to respond.
Deliverable: operations & handoverScope, deliverables, timeline and budget are agreed before work begins.
Let’s look at your system
30 minutes · Remote · Technical conversation
Let’s talk production