AI Fills Knowledge Gaps with Fiction.Transform Chaos into Predictable Intelligence.

"Any aspect of the solution not explicitly defined in the ontology will manifest as unpredictable implementation ranging from complete omission to unstable functionality."
— Fundamental Law of Agentic Engineering

Undefined requirements don't cause errors – they cause imagination. Transform from human-centric debugging to AI-first development. Ship 10× faster with agentic engineering.

Transform confused developers debugging AI hallucinations into 10x productive agentic engineers. Same team, AI-native workflows, measurable transformation in 90 days.

OCRE in Action

See how OCRE (Ontology Completeness Risk Evaluator) predicts AI hallucinations before your developers waste time debugging chaos

PROMPT TO GITHUB COPILOT:

"Implement secure payment processing for our e-commerce app"

OCRE ANALYSIS RESULTS

Risk Score: 87%

🔴 CRITICAL GAPS DETECTED

payment_gateway:UNDEFINED
Weight: 2.5x

AI will likely generate: Stripe (82%), PayPal (11%), Raw SQL (7%)

↳ Fix Required: Specify gateway, API version, fallback

idempotency_handling:MISSING
Weight: 2x

AI will likely generate: UUID (45%), Timestamp (35%), None (20%)

↳ Fix Required: Define key format, TTL, collision handling

failure_scenarios:UNSPECIFIED
Weight: 1.5x

AI will likely generate: Generic try/catch (60%), Silent fail (40%)

↳ Fix Required: Define retry policy, user notifications, rollback

encryption_method:VAGUE
Weight: 2x

AI will likely generate: MD5 (31%), bcrypt (42%), AES (27%)

↳ Fix Required: Specify algorithm, key management, compliance

PREDICTED AI OUTPUTS:

Generation 1: Stripe + MD5 + Silent failures

Generation 2: PayPal + bcrypt + Generic retry

Generation 3: Raw SQL + AES + No retry

Generation 4: Stripe + Plaintext + Infinite retry

Generation 5: [BLOCKED BY OCRE]

IMPLEMENTATION VARIANCE
94%
(CHAOS ZONE)
ESTIMATED DEBUG TIME
47 hours across 5 attempts
SECURITY RISK
HIGH

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Proven Agentic Engineering Results

Measurable outcomes from preventing AI hallucinations and empowering agentic engineers

10x

Developer productivity as agentic engineers

87%

Reduction in AI hallucinations detected by OCRE

80%

Fewer "WTF did AI generate?" debugging moments

90%

Auto-ship rate with Judge agent governance

5-10x

Faster shipping velocity with ACF workflows

70%

Less time reviewing obvious code changes

* Results based on average client outcomes. Individual results may vary.

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