AI Hallucination Prevention Workshop

Watch AI Hallucinate Your Code in Real-Time

Then learn exactly how to prevent it

Bring your actual Jira tickets and AI prompts. Watch in horror as we demonstrate how the same prompt generates wildly different implementations. Then master OCRE scoring techniques to predict and prevent chaos before it happens.

Interactive Workshop Experience

Live Hallucination Demo

Submit your prompts and watch AI generate 5+ different implementations in real-time

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Gap Analysis Training

Learn to identify the ontology gaps that cause hallucinations before coding starts

Fix Template Practice

Master prompt engineering techniques that reduce hallucination risk by 87%

What You'll Master

The Core Law of AI Development

Understand why undefined requirements don't cause errors – they cause imagination. Learn the mathematical relationship between task completeness and hallucination probability.

if (taskCompleteness < 60%) { chaosProbability = 94% }

OCRE Scoring Methodology

Identify critical undefined entities in prompts
Apply criticality weighting (2.5x for financial/security)
Calculate implementation variance predictions
Determine safe vs chaos zone thresholds
Create fix templates that work

Real-World Prevention Strategies

Transform vague prompts like "implement secure authentication" into hallucination-proof specifications. Learn the exact patterns that prevent AI from imagining MD5 hashing when you meant bcrypt with proper salting.

What You'll Take Away

Immediate Tools

✓ OCRE scoring checklist
✓ 50+ fix template library
✓ Criticality weighting guide
✓ Prompt engineering patterns
✓ Team training materials

Long-Term Impact

✓ 80% reduction in hallucinations
✓ 35+ hours saved per developer/month
✓ Confidence in AI-generated code
✓ Foundation for agentic engineering
✓ Competitive advantage locked in

Workshop Formats

Team Workshop

On-site or virtual for up to 20 developers. Includes pre-workshop prompt collection and post-workshop support.

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Public Workshop

Monthly virtual sessions with developers from multiple organizations.