Agentic AI - Chapter 1

You didn’t come this far to stop, go Next but here is quick summary

RECAP..

• Paradigm Shift — Rules → ML → GenAI · Deterministic · Probabilistic · State Space Explosion · Prompt Engineering

• LLMs — Parameters · Weights · Transformer · Context Window · Token · Training Cutoff · Hallucination

• Agent Architecture — LLM + Memory + Tools + Loop · 1P/2P/3P · Root Agent · Observability

• Agent Evolution — Reflex · Goal-Based · LLM Agent · Multimodal · ReAct · Autonomous

• Prompt Engineering — Zero-Shot · One-Shot · Few-Shot · Role · Task · Constraints · Output Format

• Chain of Thought — CoT · CoTSC · Tree of Thoughts · Reasoning Trace · Majority Vote · Debugging

• Temperature — 0.0 Deterministic · 0.3 Precise · 0.6 Balanced · 0.8 Creative · Per-Agent Config

• Evals — Test Harness · Human Rater · Auto-Rater · Accuracy % · Regression · Ground Truth

• HITL — Trust Ladder · Manual → Autonomous · Domain Mastery · Evals Gate · Earned Autonomy

• AI-Driven SDLC — Plan · Design · Code · Test · Deploy · Monitor · Deep Research · Augment