Versioned assets
Establish trusted inputs, ownership, and clear access boundaries.
TECHNOLOGY / AI
MLOps, LLMOps & agent evaluation
Operate AI with evidence rather than intuition.
ARCHITECTURE GUIDE / 08HOW THE TECHNOLOGY CONNECTS
REFERENCE DESIGN01Versioned assets
02Evaluation suite
03Release gate
04Runtime traces
05Feedback + refinement
CONTROL PLANEIdentity · governance · observability
THE PRACTICAL VIEW
Understand the pattern.
Then choose the tools.
A successful prototype must become an observable production workflow.
Versioned prompts and models, evaluation datasets, trace analysis, deployment gates, and feedback loops. The right design depends on data characteristics, operating constraints, risk, and the people who will maintain it.
Baseline task quality; test regressions; stage releases; monitor drift, latency, cost, and tool failures.
ARCHITECTURE RESPONSIBILITIES
Evaluation suite
Make this responsibility explicit, observable, and independently testable within the overall workflow.
Release gate
Make this responsibility explicit, observable, and independently testable within the overall workflow.
Runtime traces
Make this responsibility explicit, observable, and independently testable within the overall workflow.
Feedback + refinement
Define acceptance checks and ownership of the resulting information or action.
TECHNOLOGY OPTIONS
Architecture first.
Tools with a purpose.
MLflow, experiment tracking, evaluation harnesses, OpenTelemetry
Examples describe architectural options, not Travinto partnerships, certifications, or confirmed integrations.
Fit
Does the pattern solve a specific workflow problem?
Trust
Can access, quality, and source evidence be verified?
Operate
Can the team observe, recover, and manage the system?
Value
Can usefulness and cost be evaluated against a baseline?
Where this pattern
can come into focus.
START WITH YOUR CONTEXT
Make the next step
a practical one.
Explore the opportunity, assess your current landscape, and agree a focused scope with clear success criteria.
Discuss MLOps, LLMOps & agent evaluation ↗X2X / PRODUCTS
Modernization and operations.
Designed around the work.
Explore proposed product experiences for code, data, BI modernization, agent-assisted ingestion, and accountable operations.
All offerings are product designs. Final scope, availability, source/target coverage, and integrations require confirmation.