velocity
Solutions & Architecture

From the first decision to the system that keeps running.

We don't ship brittle prompts and walk away. We engineer stateful agent architectures, integrate them into your production systems, benchmark them against real data, and operate them with full observability.

Google ADK · Gemini on Vertex AI · Cloud Run scale-to-zero · OpenTelemetry tracing

Architectures

Three production AI shapes we build.

Engineered for mission-critical workflows where hallucinations, silent failures, and unmonitored costs are disqualifying.

Agentic Execution

Multi-Step Autonomous Workflows

Coordinated agents executing structured business workflows with state persistence, automatic retries, and strict human approval gates.

  • Stateful DAG execution via Google Agent Development Kit (ADK)
  • Structured JSON schema validation on every tool call
  • Human-in-the-loop escalation paths for edge cases and exceptions
  • Containerized deployment to Google Cloud Run
Grounded Intelligence

High-Assurance Knowledge Systems

Retrieval-Augmented Generation (RAG) that delivers authoritative answers backed by immutable source citations — no hallucinations, no guesswork.

  • Hybrid dense vector + sparse lexical search (Vertex AI Search / pgvector)
  • Verbatim source attribution with document page-level citations
  • Private data boundary within your Google Cloud VPC
  • Confidence scoring with deterministic fallbacks when data is inconclusive
Defensible AI

Audited Decision & Evaluation Systems

Decision-support engines that score, triage, and recommend actions with a forensic audit trail built for regulatory and federal scrutiny.

  • Deterministic policy evaluations and adversarial prompt injection defenses
  • Continuous regression testing against golden benchmark datasets
  • Immutable execution logs persisted to BigQuery for forensic compliance
  • Distributed OpenTelemetry tracing with token-level cost attribution
Full-Lifecycle Delivery

What we take off your plate.

From initial workflow decomposition to 24/7 telemetry and model lifecycle management. Every engagement delivers production-grade code you own.

01

Agent design & architecture

We map the discrete decisions a workflow makes, then design stateful agents, typed tool schemas, and control flow around them — never relying on unconstrained prompts.

02

Build & enterprise integration

Agents wired into your real systems — transactional databases, APIs, and human review queues — using Google ADK and Gemini on Vertex AI, shipped as cleanly versioned, owned code.

03

Evaluation & guardrails

Every tool call passes deterministic schema checks, prompt injection filters, and policy rules. We benchmark accuracy prior to release and trace confidence in real time.

04

Serverless runtime on GCP

Hosted on Google Cloud Run with scale-to-zero defaults: zero idle costs when inactive, instant concurrency on demand. You pay only for live execution, never for standing compute.

05

Observability & audit trails

End-to-end OpenTelemetry distributed tracing into Google Cloud Trace and BigQuery. Every model invocation, tool input/output, latency, and exact token cost is auditable.

06

Zero-trust security & identity

Keyless CI/CD via Workload Identity Federation pinned to your specific repository, client VPC isolation, and zero customer data retained for upstream LLM training.

Enterprise Specifications

The GCP production standard.

Every system is built on a hardened Google Cloud Platform baseline designed to satisfy federal scrutiny, zero-trust security controls, and strict financial governance.

Layer Standard Architectural Implementation
Cloud & Compute Google Cloud Platform Cloud Run scale-to-zero containers, zero idle infrastructure charges.
Agent Framework Google ADK & LangGraph Stateful orchestration, typed tool bindings, robust retry policies.
Foundation Models Gemini 1.5/2.0 on Vertex AI Enterprise SLA, zero model training on customer data, VPC isolation.
CI/CD & Identity Workload Identity Federation Keyless GitHub Actions deploys pinned to specific repo and branch.
Observability OpenTelemetry + Cloud Trace Step-level latency, token attribution, and BigQuery forensic audit logs.
Compliance Posture NIST AI RMF & FedRAMP Ready Least-privilege IAM, encrypted data at rest/transit, Section 508 / WCAG 2.1 AA.
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Tell us the workflow. We'll tell you what it takes.

Bring us the system that has to be right, has to be fast, and has to keep running.

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