Production AI Systems Engineering.
Zero Wrapper Code.
We design, benchmark, and deploy reliable AI systems with deterministic guarantees, strict schemas, and isolated infrastructure.
Three Pillars of Operational AI
Built for high-volume operations, full auditability, and production reliability.
Deterministic Agentic Workflows & Multi-Agent Swarms
State-machine-governed supervisor-worker agent loops for complex operations
We replace brittle, open-ended chatbot prompts with deterministic directed state graphs. Every agent transition is bounded by typed schema validation, execution budgets, step ceilings, and human-in-the-loop checkpointing.
- Supervisor-worker multi-agent coordination architectures
- Cryptographic execution tickets with step & token spend caps
- Micro-virtualized gVisor / WebAssembly tool execution sandboxes
- Transactional write-ahead log (WAL) state hydration in <200ms
- Suspended-state human approval gates via Slack & webhooks
→ Eliminates infinite recursion · 100% deterministic state transitions · Cryptographically auditable
Deterministic Graph RAG & Knowledge Grounding
Hallucination-resistant retrieval for high-stakes regulatory & compliance environments
Vector similarity alone fails on complex regulatory circulars, statutory exclusions, and financial agreements. We combine structured knowledge graphs with dense vector retrieval and token-level citation verification.
- Hybrid dense-vector (Pinecone/pgvector) & knowledge graph (Neo4j) topology
- Natural language inference (NLI) sentence-by-sentence fact-checking
- Character start/end source document coordinate bounding boxes
- Event-driven incremental knowledge graph updater from DMS & S3
- NeMo Guardrails intercepting prompt injection and PII exfiltration
→ Turnaround reduced from 14 days to 4 mins · Verified citations on 100% of claims · Zero hallucinations
Production Document Intelligence & Schema Normalization
High-throughput multimodal extraction converting messy inputs into typed ERP ledgers
We turn unstructured PDFs, faded thermal receipts, and multi-page tables into typed JSON schemas with 99.8% precision, automated arithmetic verification, and direct ERP sync.
- Tensor-level image filtering (CLAHE) for degraded thermal receipts
- Continuous spatial graph parsing across unpredictable page breaks
- Three-way invoice-to-PO-to-goods-receipt semantic reconciliation
- Automated vendor dispute drafting for missing lines or discrepancies
- Native ERP connectors: SAP IDoc/RFC, NetSuite, and EDI 810/850
→ 99.8% extraction precision · 92% reduction in manual audit cycles · Automated ledger closing
Deterministic Code vs. Probabilistic Prompting
How our engineering practices differ from typical AI wrapper consultancies.
Deploy Reliable Systems in Weeks.
We work directly with senior software architects and operations leaders. Connect with our engineering team to review your schemas, latency constraints, and operational bottlenecks.
Schedule a Briefing
Book a direct 30-minute technical session on our calendar to discuss your database architectures, pipeline requirements, or automation hurdles:
Direct developer access · Instant booking
Direct Email Consultation
Skip the scheduling cycle and drop us your specific engineering problem statements, pipeline schemas, or structural bottlenecks:
Response time typically under 12 hours.