AI/ML Engineer – Technical Skill Set (Agentic AI Focus)
1. Core Programming & Systems Skills
Python (expert level) for ML, orchestration, and agent logic
Strong understanding of async programming, concurrency, and task scheduling

2. Foundations of Agentic AI
Design and implementation of autonomous AI agents capable of:
Multi‑step reasoning and planning
Goal decomposition and task orchestration
Energetic decision‑making under uncertainty
Experience with agent architectures:
ReAct, Plan‑and‑Execute, Reflexive agents
Hierarchical / multi‑agent systems
Tool‑augmented and function‑calling agents
Understanding of stateful vs stateless agents and memory management

3. Large Language Models (LLMs)
Hands‑on experience with LLMs (OpenAI, Azure OpenAI, Anthropic, open‑source models)
Prompt‑engineering techniques for:
Reasoning (Chain‑of‑Thought, Self‑Reflection)
Planning and critique loops
Instruction following and tool use
Experience with:
Few‑shot and zero‑shot prompting
Model selection trade‑offs (latency, cost, context length)
Knowledge of fine‑tuning / adapters (LoRA)



is a plus

4. Agent Frameworks & Tooling
Practical experience with agent frameworks, such as:
LangGraph / LangChain (agents, tools, memory)
Semantic Kernel
AutoGen, CrewAI, or similar
Ability to build custom agent orchestration layers beyond frameworks
Tool abstraction and execution safety (timeouts, retries, sandboxing)

5. Memory, Context & Knowledge Augmentation
Design of agent memory systems:
Short‑term (conversation/state memory)
Long‑term (episodic, semantic memory)
Retrieval‑Augmented Generation (RAG):
Vector databases (FAISS, Pinecone, Azure AI Search, etc.)
Embedding selection and chunking strategies
Techniques for context management and compression
Knowledge graph–augmented or hybrid memory (plus)

6. Planning, Reasoning & Control
Experience implementing:
Task planners (step planning, re‑planning)
Constraint‑based execution
Feedback and self‑correction loops
Understanding of:
Tool reliability scorin

📌 AIML with Agentic AI (Hyderabad)
🏢 Prophecy Technologies
📍 Hyderabad