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Added 1 hour ago
3
Forward Deployed Engineer
3Pillar
Canada
- Full-time
Build, test, and harden production-grade integrations (APIs, MCP connectors, data pipelines) directly against client systems.
Added 2 hours ago
BT
IT & Innovation Consultant, SR&ED
Baker Tilly Canada
Windsor, ON
- Full-time
Assist with AI-enabled workflows, integrations, scripts, data handling, and knowledge-management initiatives, based on experience and project needs.
Added 2 hours ago
B
Data Specialist
BRP
Sherbrooke, QC
- Full-time
Write, test, and optimize complex SQL queries to efficiently extract large volumes of data.
Added 3 hours ago
W
Senior Process Engineer (Minerals & Metals)
Wood
Burlington, ON
- $157,000 to $192,000 CAD / year
- Full-time
Develop process circuit design from analysis and interpretation of test-work program results or plant data
Added 4 hours ago
SM
RQ11734 – Business Analyst – Senior (Onsite)
S M Software Solutions Inc
Toronto, ON
- Internship
Experience eliciting, documenting, validating, and managing business, functional, non-functional, data, reporting, integration, and operational requirements.
Added 4 hours ago
SM
RQ00242 – Senior Data Analytical Specialist/Scientist
S M Software Solutions Inc
Toronto, ON
- Full-time
We are seeking a highly skilled Senior Data Analytical Specialist/Scientist with strong expertise in data science, advanced analytics, statistical analysis, predictive modelling, and…
Added 4 hours ago
SM
RQ11731 – Business Analyst – Senior (Onsite)
S M Software Solutions Inc
Toronto, ON
- Internship
Experience eliciting, documenting, validating, and managing business, functional, non-functional, data, reporting, integration, and operational requirements.
Added 4 hours ago
SM
RQ11734 – Business Analyst – Senior (Onsite)
S M Software Solutions Inc
Toronto, ON
- Internship
Experience eliciting, documenting, validating, and managing business, functional, non-functional, data, reporting, integration, and operational requirements.
Added 4 hours ago
SM
RQ11731 – Business Analyst – Senior (Onsite)
S M Software Solutions Inc
Toronto, ON
- Internship
Experience eliciting, documenting, validating, and managing business, functional, non-functional, data, reporting, integration, and operational requirements.
Added 4 hours ago
SM
RQ11673 – Report Developer – Junior
S M Software Solutions Inc
Toronto, ON
- Internship
Support metadata management, data cataloguing, and governance initiatives.
Added 4 hours ago
SM
RQ11734 – Business Analyst – Senior (Onsite)
S M Software Solutions Inc
Toronto, ON
- Internship
Experience eliciting, documenting, validating, and managing business, functional, non-functional, data, reporting, integration, and operational requirements.
Added 4 hours ago
SM
RQ11857 – Systems Administrator/Operations Support Specialist – Senior
S M Software Solutions Inc
Toronto, ON
- Internship
…enterprise systems administration, operational support, security management, and system integrations. The ideal candidate will have hands-on experience supporting and optimizing Oracle…
Added 4 hours ago
SM
RQ11857 – Systems Administrator/Operations Support Specialist – Senior
S M Software Solutions Inc
Toronto, ON
- Internship
…enterprise systems administration, operational support, security management, and system integrations. The ideal candidate will have hands-on experience supporting and optimizing Oracle…
Added 4 hours ago
SM
RQ00242 – Senior Data Analytical Specialist/Scientist
S M Software Solutions Inc
Toronto, ON
- Full-time
We are seeking a highly skilled Senior Data Analytical Specialist/Scientist with strong expertise in data science, advanced analytics, statistical analysis, predictive modelling, and…
Added 4 hours ago
SM
RQ00242 – Senior Data Analytical Specialist/Scientist
S M Software Solutions Inc
Toronto, ON
- Full-time
We are seeking a highly skilled Senior Data Analytical Specialist/Scientist with strong expertise in data science, advanced analytics, statistical analysis, predictive modelling, and…
Added 4 hours ago
SM
RQ11673 – Report Developer – Junior
S M Software Solutions Inc
Toronto, ON
- Internship
Support metadata management, data cataloguing, and governance initiatives.
Added 4 hours ago
SM
RQ11673 – Report Developer – Junior
S M Software Solutions Inc
Toronto, ON
- Internship
Support metadata management, data cataloguing, and governance initiatives.
Added 4 hours ago
SM
RQ11857 – Systems Administrator/Operations Support Specialist – Senior
S M Software Solutions Inc
Toronto, ON
- Internship
…enterprise systems administration, operational support, security management, and system integrations. The ideal candidate will have hands-on experience supporting and optimizing Oracle…
Added 4 hours ago
SM
RQ11731 – Business Analyst – Senior (Onsite)
S M Software Solutions Inc
Toronto, ON
- Internship
Experience eliciting, documenting, validating, and managing business, functional, non-functional, data, reporting, integration, and operational requirements.
Added 4 hours ago
SM
Java Developer or Python Developer – Data Lineage & Metadata
S M Software Solutions Inc
Mississauga, ON
- Full-time
We are looking for a highly skilled Java Developer or Python Developer specializing in Data Lineage and Metadata Management with strong expertise in software engineering, backend…
Added 4 hours ago
SM
GOAPRDJP000001055 – Application Analyst – Intermediate
S M Software Solutions Inc
AB · Edmonton, AB
- Internship
Experience with MS SQL Server, Management Studio, stored procedures, data modelling, and reporting services – 5 years.
Added 4 hours ago
SM
Java Developer or Python Developer – Data Lineage & Metadata
S M Software Solutions Inc
Mississauga, ON
- Full-time
We are looking for a highly skilled Java Developer or Python Developer specializing in Data Lineage and Metadata Management with strong expertise in software engineering, backend…
Added 4 hours ago
SM
Java Developer or Python Developer – Data Lineage & Metadata
S M Software Solutions Inc
Mississauga, ON
- Full-time
We are looking for a highly skilled Java Developer or Python Developer specializing in Data Lineage and Metadata Management with strong expertise in software engineering, backend…
Added 4 hours ago
SM
RQ11843 – Software Developer – Senior
S M Software Solutions Inc
Toronto, ON
- Internship
Agile development experience, including Scrum, User Stories, Continuous Integration (CI), test automation, etc.
Added 4 hours ago
SM
GOAPRDJP000001055 – Application Analyst – Intermediate
S M Software Solutions Inc
AB · Edmonton, AB
- Internship
Experience with MS SQL Server, Management Studio, stored procedures, data modelling, and reporting services – 5 years.

3Pillar

Forward Deployed Engineer

Canada

Full-time

Apply About employer

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Job details

Job type: Full-time
Experience: 10+ years of professional software engineering experience, including 2+ years building and shipping production AI systems (not prototypes).
Posting language: English
Posted: Nov 8, 2026

Original job description

Forward Deployed AI Engineer

Responsibilities

Embed on-site or in tight virtual proximity with client teams for the life of the engagement, and identify the highest-leverage workflow to build first, then the next.

Build, test, and harden production-grade integrations (APIs, MCP connectors, data pipelines) directly against client systems.

Own the last mile: deployment, monitoring, user adoption, and iteration based on real usage, not just proof-of-concept handoff.

Run build-measure-learn cycles with client stakeholders, translating ambiguous business problems into scoped technical solutions.

Act as a trusted technical counterpart to client engineering leads and executive sponsors; communicate tradeoffs in business terms.

Contribute reusable patterns, connectors, and accelerators back to HelixAI (Atlas, Nexus, AIRE) for future engagements.

What Good Judgment Looks Like Here

Simplifies complexity fast: turns a messy client environment into a clear, sequenced plan without waiting for a full spec.

Decides soundly under pressure and owns the call, rather than escalating everything or waiting to be told what to do.

Writes production code directly when that's what moves the engagement forward. This isn't an architecture-only or advisory seat.

Spots risk early and adapts, rather than discovering a blocker after it's already cost the engagement time.

Turns what's learned in the field into something reusable, not a one-off fix for one client.

Qualifications

10+ years of professional software engineering experience, including 2+ years building and shipping production AI systems (not prototypes).

Depth in retrieval architecture (RAG), agent orchestration/tool-use patterns, and evaluation pipeline design.

Strong Python proficiency, with production experience using LangChain and/or LangGraph.

Hands-on AWS experience across core compute, storage, and AI/ML services (e.g., Bedrock, Lambda, S3).

Demonstrated ability to work independently and ambiguously in a client-facing, field environment.

Hands-on experience integrating with enterprise systems via APIs, webhooks, or connector frameworks.

Prior experience in a forward-deployed, solutions engineering, or field engineering role.

Nice to Have

Experience with agentic SDLC methodologies and AI-assisted development tooling (Claude Code, Cursor, GitHub Copilot, or equivalents).

Familiarity with RBAC, audit logging, and governance requirements for regulated or enterprise clients.

Background in a specific vertical (financial services, asset management, healthcare, etc.).

Apply About employer

More about this job

Responsibilities

Embed with client teams to identify high-impact workflows, build and harden production AI integrations, and own deployment, monitoring, adoption, and iteration. Translate ambiguous business needs into scoped technical solutions, advise client stakeholders, and contribute reusable patterns and tools for future engagements.

Requirements

Requires 10+ years of professional software engineering experience, including at least 2 years building and shipping production AI systems, with expertise in RAG, agent orchestration, evaluation pipelines, Python, LangChain or LangGraph, and AWS. Candidates must also have enterprise integration experience and be able to work independently in ambiguous, client-facing field environments; prior forward-deployed, solutions engineering, or field engineering experience is required.

Skills

Python
Retrieval-Augmented Generation (RAG)
Agent Orchestration
Tool-Use Patterns
Evaluation Pipeline Design
LangChain
LangGraph
AWS
Amazon Bedrock
AWS Lambda
Amazon S3
API Integration
MCP Connectors
Data Pipelines
Production AI Systems

Visa sponsorship

Not detected in the job text

Keywords

Forward-Deployed Engineering
Production AI Systems
Retrieval-Augmented Generation (RAG)
Agent Orchestration
Tool Use
Evaluation Pipelines
Python
LangChain
LangGraph
AWS
Amazon Bedrock
AWS Lambda
Amazon S3
APIs
MCP Connectors
Webhooks
Data Pipelines
Enterprise Systems
Production Integrations
Deployment
Monitoring
User Adoption
Build-Measure-Learn
Client-Facing Engineering
Solutions Engineering
Field Engineering
Agentic SDLC
Claude Code
Cursor
GitHub Copilot

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