06 Aug
|
Ampstek
|
Brampton
Skillset Requirements
- Native RAG Implementation: Custom chunking, embeddings, hybrid search, re-ranking, and retrieval logic.
- Agentic Programming: Building tool-use flows, working memory, state machines, and deterministic agent orchestration.
- Prompt Engineering: Crafting structured prompts, multi-shot reasoning scaffolds, and domain-specific context packing.
- Python Engineering: Solid fundamentals, async programming, concurrency, and performance tuning.
- FastAPI: Building transparent, debuggable AI microservices.
- Structured Extraction: JSON schema design, Pydantic models, and deterministic extraction patterns.
- LLM Tooling: Experience with HTTP clients, raw API calls, and minimal-framework AI development.
- Testing & Debugging: Unit tests for agents, RAG regression tests, and prompt-level debugging
- Observability: Instrumenting tracing, logging, and token/latency metrics for agents and RAG components.
📌 AI Developer (Canadian Citizen And PR) (Brampton)
🏢 Ampstek
📍 Brampton