LangGraph
Stateful agent orchestration, checkpoints, and human-review boundaries.
Project documentationACUMEN / TECHNOLOGY ECOSYSTEMDepth in the stack.
Depth in the stack.
Clarity in the choices.
The tools matter. Knowing where they fit—and where they don’t—matters more.
Explore the frameworks, databases, speech systems, and engineering foundations relevant to our solution approach.
A strong architecture connects the right components into a system your team can operate. We select and validate a project’s stack against its data boundary, workflow, integration requirements, and lifecycle cost—not simply the popularity of a framework.
01
Agents & orchestration
LangChain
Model, tool, and retrieval integrations in application workflows.
Project documentationMCP
A protocol for exposing tools and context; authorization remains an application responsibility.
Project documentation02
RAG & vector data
LlamaIndex
Ingestion, indexing, retrieval, and data-aware application components.
Project documentation
Qdrant
Vector retrieval, metadata filtering, and multi-stage search.
Project documentation
pgvector
Vector similarity search alongside relational data in PostgreSQL.
Project documentation
Milvus
A vector-database option for embedding search workloads.
Project documentation
Redis
Caching and application state; search capabilities depend on the selected deployment.
Project documentation03
Voice & speech
Whisper
Open-weight speech recognition for transcription experiments and private deployments.
Project documentation
Deepgram
Hosted speech recognition for recorded and streaming audio.
Project documentation
ElevenLabs
Speech synthesis and voice-interface components, subject to consent and licensing choices.
Project documentation04
Models & training
PyTorch
Model experimentation, training, and tensor-based computation.
Project documentation
Hugging Face
Model tooling, datasets, Transformers, and parameter-efficient adaptation.
Project documentationPEFT / LoRA
Parameter-efficient adaptation; dataset quality and held-out evaluation remain essential.
Project documentationvLLM
Model serving and inference optimization for supported models and hardware.
Project documentation05
Infrastructure & operations
NVIDIA
GPU and accelerator ecosystem for workload-specific compute planning.
Project documentation
Docker
Reproducible service packaging and deployment environments.
Project documentation
Kubernetes
Container orchestration where the operational scale justifies it.
Project documentation06
Software & data
Python
AI services, data pipelines, evaluation, and integration code.
Project documentation
TypeScript
Typed application interfaces and enterprise web development.
Project documentation
JavaScript
Web interfaces and application integrations.
Project documentation
React
Interactive application workspaces and review experiences.
Project documentation
FastAPI
Typed Python service interfaces and API validation.
Project documentationPostgreSQL
Relational business records, transactions, and application persistence.
Project documentation07
Security & observability
OWASP GenAI
Threat guidance used to shape security review; not a certification or product guardrail.
Project documentation
OpenTelemetry
Trace and metric instrumentation across application boundaries.
Project documentation
Prometheus
Operational metrics and alerting for services and infrastructure.
Project documentation
Grafana
Dashboards that connect system behavior with operating decisions.
Project documentationHOW WE CHOOSEA coherent system.
A coherent system.
Not a logo collection.
Start with task quality, integration fit, deployment requirements, licensing, observability, and lifecycle cost. A familiar framework can accelerate delivery; it should not dictate the architecture when the workload calls for something simpler.
For teams in California, Atlanta, Georgia, and across the United States, we connect these choices to enterprise workflows and practical operating ownership.
Discuss your stackBrand marks identify their respective projects and owners; no endorsement or affiliation is implied. SVG brand icons: Simple Icons. Projects without supplied brand marks use neutral typographic symbols.