Applied AI Systems & Autonomous Agents
Autonomous neural pipelines embedded directly into enterprise operational loops.
Architectural Overview
We move beyond conversational novelties to build hard-engineered AI systems. Our engineering squads design custom retrieval engines, model quantization pipelines, and multi-agent coordination architectures guaranteed with deterministic constraints and audit trails.
Core Technical Capabilities
Autonomous Multi-Agent Swarms
State-machine guided agentic execution with guardrails and rollback checkpoints.
Hybrid Vector-Graph Retrieval
Sub-15ms semantic and relational hybrid graph search over petabyte-scale knowledge bases.
Deterministic Output Verification
Grammar-constrained sampling ensuring 100% schema-valid JSON generation.
Engineering Methodology & Lifecycle
Data Architecture Audit
Profiling embeddings, ingestion velocity, and data governance boundaries.
Model Benchmark & Quantization
Benchmarking SOTA models against custom domain eval suites.
Agent Orchestration
Developing deterministic state trees and tool-calling execution engines.
Production Hardening
Zero-trust verification, rate limiting, and automated drift detection.
Deliverables
- Custom fine-tuned weights
- Self-hosted inference cluster
- Observability & hallucination telemetry
- API gateway & auth