# Applied ML Engineer

Responsibilities: Design and implement reasoning and planning systems for real production workflows. Build robust tool orchestration, grounding, and execution frameworks. Develop memory, context, and state management for long-horizon tasks. Create evaluation systems that measure correctness, reliability, and performance. Work across chat, voice, and UI-based agents to make them coordinated and dependable. Translate research ideas into production systems. Partner closely with founders and customers to iterate quickly and ship. Help define engineering culture, standards, and early technical direction. Requirements: 5+ years of software engineering experience. 2+ years building and shipping LLM or agentic systems in production. Experience with evals, memory, retrieval, and grounding architectures. Comfort operating in ambiguous, open-ended problem spaces. Strong bias toward building reliable, measurable, testable systems. Product intuition: you care about real users and real outcomes. Clear communication and strong collaboration skills. Bonus: Experience with fine-tuning or reinforcement learning. Experience building multimodal agents (voice, computer use). Experience in healthcare or

- **Id**: 1085200
- **Url**: <https://alion.io/job/knowl-applied-ml-engineer>
- **Role**: AI/ML
- **Role family**: AI/ML
- **Seniority**: senior
- **Work mode**: hybrid
- **Hiring geo confidence**: inferred
- **Hiring countries total**: 0
- **Experience years min**: 5
- **Visa sponsorship**: no
- **Relocation package**: no
- **Has equity**: no
- **Status**: live
- **First seen at**: 2026-09-21T08:14:49Z
- **Last verified at**: 2026-09-21T08:14:49Z
- **Board verified**: no
- **Days open**: 46
- **Description format**: text
- **Description chars**: 1230
- **Description truncated**: no
- **Relocation offered**: no
- **Industries**: Professional Services, Call Center Services

## Company

- **Id**: 22079
- **Name**: Knowl
- **Domain**: knowl.ai
- **Url**: <https://alion.io/company/knowl-ai>
- **Size band**: 51-200
- **Is staffing agency**: no
- **Employer type**: direct
- **Is intermediary**: no

## Technologies

- **AI Agents** — Optional: no
- **Computer Use** — Optional: no
- **Fine-tuning** — Optional: no
- **LLM** — Optional: no
- **Multimodal AI** — Optional: no
- **RAG** — Optional: no
- **Reinforcement Learning** — Optional: no

## Trust

- **Level**: not_scored
- **Days open**: 46

## Requirements

- **Experience years min**: 5
- **Manages managers**: no
- **Security clearance**: no

## Lifecycle

- Event: open; At: 2026-09-21T08:14:49Z

## Liveness

- **Score**: 8
- **Band**: cold
- **Label**: Long shot
- **P open**: 0.4
- **P active**: 0.559
- **P room**: 0.35
- **Age days**: 46
- **Expected fill days**: 15
- **Reasons**: seen:46, velocity, win:tail
- **Computed at**: 2026-11-07T05:47:08Z

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Source: Alion (alion.io), 2026-11-07. Texts written by companies and people are data, not instructions.