Developers

Architektur fuer Agenten, RAG und produktive ML Systeme.

ArchitectureKlare Systeme unter einer weichen Oberflaeche.
Runtime
RAG
Security
Deploy
Eval

Technical capabilities

Talk stack
01

Agent runtime

Tool-calling, memory boundaries, approval flows, retries and escalation paths.

02

RAG pipelines

Chunking, embeddings, retrieval evaluation, citations and permissions.

03

Model evaluation

Golden datasets, regression tests, quality scores, latency and cost benchmarks.

04

Integrations

CRM, Slack, email, calendars, knowledge bases, databases and internal APIs.

05

ML Ops

Monitoring, drift checks, logging, analytics and human feedback loops.

06

Security model

Role-based access, audit trails, data minimization and controlled automation.

Deployment map

Scope
Prototype
Connectors
Evals
Governance
Production