
AI Engineer — Agent Systems
- Anywhere · Remote
- Full-time
- PKR 150,000 – 300,000 / month
- Apply by Nov 1
- Posted today
About the role
You will own the design and implementation of agentic workflows for a local-first AI platform where privacy and verifiable accuracy are the core promises. Reporting to the CTO, you will build reliable B2B document intelligence systems that run entirely on-device for data-sensitive professionals. Your work ensures that small local models deliver high-quality results through structured decoding and sophisticated pipeline design.
What you'll do
- Design and build end-to-end agent workflows for B2B products.
- Own major subsystems from initial architecture through to final shipping.
- Develop evaluation infrastructure including golden sets and ablation studies.
- Optimize local models using speculative decoding and constrained output techniques.
- Implement multi-turn conversation state and context handling for chat interfaces.
- Collaborate directly with founders to make high-level architectural decisions.
- Embed into client communication channels to provide direct technical updates.
What you'll bring
- 2+ years of relevant experience
- Experience building robust backend services and APIs using Python and FastAPI.
- Production experience building multi-step LLM systems with complex retrieval loops.
- Proficiency in enforcing correctness through structured decoding and schema validation.
- Ability to design reliable agent harnesses that integrate external tools and failure handling.
Nice to have
- Familiarity with local inference runtimes and optimizing models for consumer hardware.
- Experience implementing embedding pipelines with combined vector and full-text search.
- Exposure to systems programming or building cross-platform desktop applications.
- Knowledge of model compression techniques to fit LLMs within strict RAM budgets.
What we offer
Salary in USD (USD wallet), Gym allowance (PKR 5,000/mo), Daily food allowance (PKR 500/day), Health insurance (PKR 500k limit), Annual increments & bonuses, Paid time off, Cursor/Claude allowance.
End of descriptionWhat they're looking for
Must have
- Python and FastAPI
- Agentic LLM Systems
- Structured Outputs
- Tool Use Orchestration
Nice to have
- llama.cpp or Ollama
- Hybrid Search
- Rust or Tauri
- Quantization
Skills named in this posting
- python
- fastapi
- llm
- agentic systems
- structured decoding
- schema validation
- vector search
- full-text search
- llama.cpp
- ollama
- rust
- tauri
- quantization
- speculative decoding
- model compression
- embedding pipelines
About Pattern
- Lahore, Pakistan
- 11-50 people
- thepatternlabs.com
Pattern provides custom software and AI engineering services, specializing in product architecture, full-stack development, and cloud infrastructure for startups and enterprises. We earn revenue by building and maintaining premium SaaS products and custom solutions for clients in the F&B, commerce, and subscription food sectors.
What they offer
Salary in USD (USD wallet), Gym allowance (PKR 5,000/mo), Daily food allowance (PKR 500/day), Health insurance (PKR 500k limit), Annual increments & bonuses, Paid time off, Cursor/Claude allowance.
End of description