Prompt Engineering Knowledge Base
Rigorous academic and operational guides on LLM steering, context conditioning, structured JSON enforcement, and adversarial guardrails.
What is a Prompt? The Epistemic Anatomy of AI Steering
A foundational look at how language models interpret conditioning sequences, attention distributions, and context windows.
Zero-Shot vs Few-Shot Prompting: Empirical Performance Limits
When simple instructions suffice versus when synthetic in-context demonstrations are required for deterministic accuracy.
All Guides & Primers (8)
What is a Prompt? The Epistemic Anatomy of AI Steering
A foundational look at how language models interpret conditioning sequences, attention distributions, and context windows.
Zero-Shot vs Few-Shot Prompting: Empirical Performance Limits
When simple instructions suffice versus when synthetic in-context demonstrations are required for deterministic accuracy.
Chain-of-Thought (CoT) Concepts & Latent Reasoning
Why giving models "test-time compute" through visible or invisible reasoning steps dramatically reduces cognitive hallucinations.
Role Prompting & Anthropomorphic Steering
How framing an expert persona activates specialized cluster subspaces in neural weights.
Structured Outputs & JSON Schema Enforcement
Techniques for bridging natural language intelligence with reliable, deterministic software APIs.
Prompt Evaluation & Evals-Driven Development
Moving beyond vibe-based testing into automated assertion suites and golden benchmark datasets.
Token Optimization & Latency Reduction
Slashing API costs and TTFT (time-to-first-token) by eliminating fluff and structuring system instructions.
Defensive Prompting: Mitigating Prompt Injections
Protecting your application boundary against jailbreaks, indirect injections, and system prompt leakage.