Hansoric, Production-Grade Agent Systems
For production business scenarios, we deliver integrated on-prem/private-network implementation covering planning, tool orchestration, memory, rule governance, result return, and audit trails.
Production Agent Value
Measurable improvements in efficiency, quality, and governance.
Efficiency Value
Unified cross-system orchestration and parallel execution reduce manual handoffs and waiting time.
Quality Value
Template-driven execution with rules, evidence references, and rollback mechanisms improves consistency.
Governance Value
Built-in observability, permission auditing, version traceability, and responsibility tracking support refined operations.
Typical Outcome Metrics
Typical project baselines. Actual results depend on scenario, process, and acceptance criteria.
Aerospace
20 Staff -> 3 Staff
Significant reduction in management staffing for multimodal data processing and orchestration chains.
Healthcare Assistance
10 min -> ~30 sec
Per-case analysis time reduced while maintaining diagnostic-assistance accuracy.
Low-Altitude & UAS
Lower Command Barrier
Natural-language and voice commands reduce operational and training thresholds.
Three Production Deployment Barriers
Hardware Barrier
On-prem/private-network compute is constrained and heterogeneous. Systems need acceleration, scheduling, and stability safeguards.
Capability Barrier
Complex goals, long context, and multiple constraints require stable planning, tool invocation, orchestration, retry, rollback, and idempotency.
Compliance Barrier
Data residency is mandatory. Built-in access control, isolation, masking, and full traceability are required for audit and internal control.
Architecture: Engine, Platform, Knowledge Base
Agent engine, agent-native platform, and knowledge components form a continuous delivery architecture from pilot to production.
Hanshu Core
Unified management of task understanding, planning, tool orchestration, and result return.
Hanyuan Platform
Physical carrier optimized for agent workloads, from edge nodes to private clusters.
Industry Knowledge Base
Reusable knowledge and rule components with versioning and continuous iteration.
Core Product System
Coordinated engine and physical platform for standardized delivery.
Hanshu Core
Task decomposition, process orchestration, tool calls, reasoning retrieval, and evidence references.
Hanyuan Platform
Software-hardware co-optimization for KV cache, long-chain reasoning, and multimodal scheduling.
Core Capabilities
Clear mechanisms that make delivery outcomes verifiable and reusable.
Production Scheduling Enhancement
Mechanism: A post-training pipeline combining long-context SFT, staged RL, multi-hop tasks, and long-trajectory tool supervision.
Value: Improves planning stability, tool scheduling success rate, and execution efficiency under constrained compute and private networks.
Reasoning Retrieval & Evidence Positioning
Mechanism: Tree-structured indexing with evidence mapping enables iterative locate-verify-expand retrieval and precise references.
Value: Outputs include evidence paths and node references for audit and replay.
Software-Hardware Co-Optimization
Mechanism: System-level optimization around KV cache hit rate, segmented long-chain reasoning, and multimodal tool scheduling.
Value: Improves throughput and stability while lowering total deployment cost at scale.
Knowledge Component Supply
Mechanism: Terminology sets, rule sets, templates, and evaluation baselines are packaged as versioned components per task chain.
Value: Shortens implementation cycles and reduces repeated cross-project construction costs.
Deployment & Collaboration
Solutions have been deployed in aerospace, healthcare, and low-altitude scenarios, with contract- or agreement-level collaborations involving top-tier defense contractors, UESTC, BMU, and hospitals. Sensitive scenarios are anonymized.
Team Capabilities
Led by national-level talent, with core researchers from UESTC, CUHK, and HKU, forming a collaborative R&D and delivery organization.
Collaboration & Ecosystem
FAQ
Deployment, compliance, audit, and integration topics can be clarified during engagement.
Request Production Deployment Assessment
Submit your scenario, deployment constraints, and delivery goals. We will provide implementation recommendations within 48 hours.