1. Domain Breakthroughs vs. Structural Failure Modes
Discrete Mathematics
Select an evaluation domain to inspect verified frontier capabilities vs. critical operational failure modes.
✓ Verified Frontier Capability
⚠ Structural Hazard & Downside
8.8/10
Frontier Utility
Very High
Verification Burden
High
Systemic Liability
Low CapabilityHigh Frontier Autonomy →
High HazardLow Hazard
M
C
F
B
2. "Million-Dollar Hammer" Simulator
Tradeoff Engine
Simulate net operational efficiency when factoring in multi-step inference compute costs, water/energy footprints, and human verification latency.
Task Stakes / Consequence Severity:
High (Legal / Tariffs / Production Code)
Reasoning Model Effort (Chain-of-Thought / Agents):
Deep Agentic (Heavy Compute)
Verification Rigor Required:
Line-by-Line Primary Source Audit (100%)
1.4x
Net Speed Gain
4.8 kWh
Energy / Task Batch
2.4 L
Cooling Water
Operational Verdict: High verification tax offsets initial drafting velocity. Primary lookup from official registry is faster and liability-free.
3. High-Signal Risk Critique Builder
Evidence-Grounded
Move beyond outdated dismissals (e.g. "it cannot count letters") to rigorous, unassailable structural critiques based on actual frontier behavior.
Generating brief...