Adversarial Verification
Brutal review to find flaws before you ship
Full Invention Pipeline. The ultimate AI swarm for generating provable, novel solutions. Chains 8 specialized tools in sequence—from creative exploration to rigorous verification—to produce inventions that withstand scrutiny.
Capabilities
auto_invent is an enterprise-grade invention pipeline that orchestrates multiple AI tools to generate novel, provable solutions. Unlike single-tool approaches, it employs a swarm methodology: first exploring the problem space creatively, then synthesizing insights, and finally subjecting the solution to rigorous adversarial verification.
Each invention costs $2.00 flat—regardless of which rigor level you choose (fast, standard, deep, or exhaustive). The price reflects the computational cost of running 8 specialized tools in concert.
8-Stage Pipeline
Mind opener, idea fold, bcalc, web search, genius_plus, cvi_verify, roast, compute
4 Rigor Levels
Fast (60s), standard (90s), deep (160s), exhaustive (200s+)
Prior Art Search
Web search validates novelty and incorporates existing knowledge
Adversarial Verification
Brutal review to find flaws before you ship
Example
// Request
{
"name": "auto_invent",
"arguments": {
"problem": "Find a novel approach to optimize neural network training",
"domain": "math",
"rigor": "deep",
"constraints": [
"Must be computationally tractable",
"Should work on standard hardware"
]
}
}
// Response structure
{
"ok": true,
"invention": {
"solution": "...",
"confidence": 0.85,
"novelty_score": 0.72
},
"stages": [...],
"proofs": [...],
"duration_ms": 156420,
"cost": "$2.00"
}
Use Cases
Explore mathematical conjectures, find novel algorithms, generate publishable hypotheses with built-in verification.
Generate novel technical solutions with prior art search and novelty validation. Document inventions with proof of work.
Tackle multi-domain problems that require creative exploration AND rigorous verification in one automated pipeline.