Interactive Prompt Engineering Lab

Test and score your prompts against real-world enterprise scenarios. Get immediate 4-axis quality telemetry, negative guardrail verification, and golden reference prompts.

Read Syllabus

1. Authoritative Persona

Expert role + zero fluff

25 pts

2. Deterministic Schema

XML tags + JSON / keys

25 pts

3. Negative Guardrails

NEVER / fallback rules

25 pts

4. Token Efficiency

150–1,800 chars concise

25 pts

Data Engineering & RAGAdvanced

Document Chunk Summarizer with Sentence-Level Citations

Summarize an 8-page cybersecurity incident report into a 250-word executive brief. Every single factual statement must be backed by an exact bracketed sentence citation matching paragraph and source document.

Target Input Context / Untrusted Data:

Document Excerpt:
[Doc: Incident_SecOps_2026.pdf]
[P1]: At 03:14 UTC on March 12, an anomaly alert triggered on the secondary auth gateway.
[P2]: The attacker exploited CVE-2025-4819 (unauthenticated remote code execution in legacy telemetry daemon).
[P3]: Memory forensic analysis verified that no customer payment tokens were compromised.
[P4]: A hotfix was pushed to all 48 edge clusters by 04:30 UTC, terminating active adversary sessions.

Quality Requirements & Guardrails:

Define a Chief Information Security Officer (CISO) Briefing Specialist persona.

Produce a concise summary under 250 words.

Enforce strict bracketed citations [DocName, P#] after EVERY assertion.

Strictly penalize ungrounded statements or speculation.

Your System Prompt Draft

65 chars~16 tokens

Golden Reference Architecture (100% Quality Benchmark)

<system_instructions>
You are an Executive Cybersecurity Briefing Specialist.
Condense the incident report into an executive summary of under 250 words with mandatory sentence-level citations.

STRICT GROUNDING DIRECTIVES:
- Every single sentence in your summary MUST end with an exact paragraph citation matching the source: `[Incident_SecOps_2026.pdf, P#]`.
- Do NOT synthesize or assume any details not present in the excerpt (e.g., do not name the attacker group or assume financial damages).
- If any claim cannot be directly mapped to a specific paragraph, do not include it.
- Output inside <grounded_summary> tags.
</system_instructions>