01.00 SERVICES

We ship six things — well.

Each service is grounded in production systems we have already built. Every engagement ships with documentation, tests and infrastructure-as-code.

01.01 SERVICE

AI-augmented delivery

Integrate large language models into your SDLC to accelerate blueprinting, documentation, code and test generation — with engineering rigour.

  • 01 Structured prompts & meta-prompting for code generation
  • 02 Blueprinting and documentation automation
  • 03 Business logic and infrastructure code generation
  • 04 Test generation with TDD discipline
SCHEMATIC
sdlc with llm-in-the-loop
META-PROMPT SPEC GREEN DEPLOY PRD INTENT 01 Blueprint LLM 02 Docs LLM 03 Codegen TESTS FIRST CI/CD GH ACTIONS Production OBSERVED
01.02 SERVICE

Production RAG systems

Production-grade retrieval with hybrid search, semantic reranking and AI-powered answers with source citations.

  • 01 Hybrid vector search — dense + SPLADE, fused with RRF
  • 02 Semantic reranking with cross-encoder models
  • 03 Answer generation with hierarchical citations
  • 04 Webhook-driven ingestion with real-time sync
SCHEMATIC
bookstack rag pipeline
QUERY INGEST UPSERT / SEARCH CANDIDATES CONTEXT CITATIONS User SLACK / MCP 01 BookStack WEBHOOK 02 Embeddings DENSE + SPLADE 03 Vector Index HYBRID 04 Reranker VERTEX AI 05 Gemini 2.5 ANSWER
01.03 SERVICE

MCP server development

Model Context Protocol servers that connect your knowledge systems to Claude Desktop, Claude Code and any MCP-compatible client.

  • 01 Streamable-HTTP transport implementation
  • 02 Tool and resource exposure for AI agents
  • 03 Claude Desktop and Claude Code integration
  • 04 Authentication and rate limiting for production use
SCHEMATIC
mcp server topology
TOOLS/LIST TOOLS/CALL Claude Desktop MCP CLIENT Claude Code MCP CLIENT 01 MCP Server STREAMABLE HTTP 02 Tools SEARCH 03 Resources KNOWLEDGE
01.04 SERVICE

Agentic AI products

AI-powered agents and conversational products that search, reason and act on your behalf within your existing tools and workflows.

  • 01 AI-powered Slack bots with agentic search
  • 02 Claude via Vertex AI Model Garden
  • 03 Tool-use patterns for LLM-powered workflows
  • 04 Pydantic AI for structured agent development
SCHEMATIC
slack agent loop
ASK COMPOSE Slack SOCKET MODE 01 Agent PYDANTIC AI Search TOOL Rerank TOOL Answer TOOL Reply BLOCK KIT
01.05 ALSO

Multi-cloud infra & engineering excellence.

Multi-cloud AI infrastructure

  • 01 GCP Cloud Run, Cloud Tasks, Vertex AI
  • 02 AWS Lambda, API Gateway, Bedrock
  • 03 IaC (Terraform, AWS CDK)
  • 04 CI/CD pipelines with GitHub Actions

Engineering excellence

  • 01 Test-Driven Development with 90%+ coverage
  • 02 Pair Programming and code review
  • 03 Continuous Integration / Continuous Deployment
  • 04 Domain-Driven Design and microservices
// NEXT STEP

Ready to build a system that thinks with you?

An 8-week engagement takes you from question to deployed answer.

Start a project →