Forward Deployed Engineering

Forward deployed engineers pairing with a client team on operations dashboards.

Forward Deployed Engineering

When agents must land in real operations: factory floors, field teams, or legacy IT: forward deployed engineers embed with your staff. Techwall provides on-site and remote pairing for rollout, training, integration, and handoff so AI systems stick after launch.
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The hardest part of AI is not the model: it is adoption. Forward Deployed Engineering (FDE) puts Techwall engineers beside your team during the weeks that matter: pilot launch, factory integration, executive demos, and the first production incidents.

We combine software engineering, agent operations, and: when needed: hardware/manufacturing context from our Physical AI practice so deployments work in the environment you actually operate in.

When FDE Is the Right Fit

  • You have a designed agent (AI Agent Design) but lack bandwidth to integrate with legacy systems.
  • Pilot success requires presence on the factory floor, in clinics, or with field technicians.
  • Internal teams are strong on product but new to agent observability and eval gates (Harness & Eval).
  • Stakeholders need confidence before a multi-site or multi-region rollout.

Engagement Models

Model Best for Typical duration
Pilot embed Single site or department go-live 4 to 8 weeks
Regional pod Multi-team rollout with shared playbook 3 to 6 months
Office hours + sprints Mature internal team needing expert backup Ongoing retainer

What FDE Engineers Do On the Ground

  • 01

    Shadow workflows and validate agent assumptions with real users.

  • 02

    Wire integrations, fix tool failures, tune prompts with live feedback.

  • 03

    Run eval suites before each promotion to production.

  • 04

    Train champions who own the system after we step back.

  • 05

    Document edge cases discovered only in the field.

Engineers pair with operations staff during an on-site rollout.

Rollout beside your team

We embed during pilot week: integrations, training, eval gates, and fixes that only show up when real users touch the system. Remote pair programming and on-site visits follow your rollout plan.

Deliverables

  • Rollout plan with milestones and rollback procedures
  • Updated integration code and configuration in your repos (IP stays yours)
  • Training sessions and recorded walkthroughs
  • Hypercare report: incidents, fixes, recommended next phase
  • Handoff checklist for internal ops or managed support

Global Coverage

Headquartered in Hong Kong with engineering and manufacturing in southern China, Techwall schedules overlap with US, European, and Asia-Pacific teams. On-site visits are arranged for pilot kickoff, critical integrations, and executive reviews; day-to-day work is often remote pair programming with your engineers.

Related Services

AI Engineering · AI Agent Design · Agent Harness & Eval · Manufacturing

Awards and Certifications

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Business Social Compliance Initiative (BSCI)

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ISO 9001: Quality Management Systems (QMS)

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iF International Design Award

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Kind + Jugend Innovation Awards

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ATEX, IECEx Explosive Products Certification

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EU CE Declaration of Conformity

award

Federal Communications Commission FCC Certification

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Bluetooth Low Energy

Awards and Certifications

award

Business Social Compliance Initiative (BSCI)

award

ISO 9001: Quality Management Systems (QMS)

award

iF International Design Award

award

Kind + Jugend Innovation Awards

award

ATEX, IECEx Explosive Products Certification

award

EU CE Declaration of Conformity

award

Federal Communications Commission FCC Certification

award

Bluetooth Low Energy

Frequently Asked Questions

Is FDE the same as staff augmentation?

Similar delivery model, different outcome. FDE is outcome-focused on agent rollout and handoff: not open-ended body-shop staffing.

Can FDE engineers work on our VPN and repos?

Yes, under your security policies. We follow least-privilege access and document everything we touch.

Do you offer FDE without prior design work?

Yes, but we recommend at least a short discovery so scope and success metrics are clear.

Can FDE support hardware + software together?

Yes: a core Techwall differentiator. We deploy agents that interact with devices, edge gateways, and MES systems.

What happens after the embed ends?

We transition to your team with runbooks, optional retainer for model upgrades, or ongoing AI Engineering support.

Manufacturing and AI engineering

Get in touch

Discuss your manufacturing or AI engineering requirements with our Hong Kong team.

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Typical reply within one business day.