AI Agent Design
Techwall AI Agent Design defines architecture, tool boundaries, and the operational model before integration work starts. The agent has to survive production traffic, changing APIs, and real user behavior.
We work with product leaders, CTOs, and innovation teams who need agents that connect to real systems: CRMs, ERPs, factory MES, device fleets, and custom APIs.
What We Design
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Single-agent workflows
focused assistants with clear scope, tool access, and escalation paths. -
Multi-agent systems
planner/executor patterns, specialist sub-agents, and supervised handoffs. -
Tool & MCP layers
structured connectors so models invoke APIs safely and predictably. -
Guardrails
input/output filters, policy checks, approval gates, and audit trails. -
Physical AI agents
agents that bridge cloud reasoning with edge devices and manufacturing workflows (Physical AI hub).
Our Design Process
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01 - Discovery
map stakeholders, data sources, latency requirements, and compliance constraints.
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02 - Use-case framing
define agent roles, success metrics, and what stays human-owned.
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03 - Architecture draft
diagrams for agent graph, tool registry, auth model, and deployment topology.
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04 - Prototype scope
thin vertical slice to validate tool calls and failure modes.
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05 - Production roadmap
phased rollout tied to harness & eval design and optional forward deployed engineering.
Design you can ship
Architecture, tools, and eval suites are scoped for your stack and security rules. We document what production promotion requires before you scale users.
Deliverables
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Architecture decision record (ADR) and system diagrams
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Tool/MCP specification with schemas and error contracts
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Guardrail & security checklist
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Pilot backlog with acceptance criteria
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Technology recommendations (models, frameworks, observability)
How This Differs From Integration
Our AI Agent Enterprise Integration service focuses on wiring agents into N8N, Make, Zapier, and existing automation stacks. Agent Design is upstream: the blueprint that makes integration durable. Many clients engage Design first, then Integration or FDE for rollout.
Related Services
Awards and Certifications
Business Social Compliance Initiative (BSCI)
ISO 9001: Quality Management Systems (QMS)
iF International Design Award
Kind + Jugend Innovation Awards
ATEX, IECEx Explosive Products Certification
EU CE Declaration of Conformity
Federal Communications Commission FCC Certification
Bluetooth Low Energy
Awards and Certifications
Business Social Compliance Initiative (BSCI)
ISO 9001: Quality Management Systems (QMS)
iF International Design Award
Kind + Jugend Innovation Awards
ATEX, IECEx Explosive Products Certification
EU CE Declaration of Conformity
Federal Communications Commission FCC Certification
Bluetooth Low Energy
Manufacturing and AI engineering
Get in touch
Discuss your manufacturing or AI engineering requirements with our Hong Kong team.
Typical reply within one business day.
