Two precision-engineered targeting systems that industrialize scientific discovery — from AI-powered peer review to prompt-driven paper generation — built on the SolveEverything.org L0–L5 maturity framework.
A targeting system, as defined by SolveEverything.org, is a quantified definition of success paired with rigorous, adversarial testing mechanisms. Rather than vague goals, targeting systems establish precise, measurable metrics — industrializing discovery by converting arts into sciences.
Multiple AI reviewers simulate real peer review with venue-specific standards, scoring, and adversarial analysis.
Explore →Generate complete scientific papers from prompts through a structured multi-stage pipeline with quality refinement.
Explore →Submit reviewed papers to aixiv.platformai.org with maturity scores and Arena leaderboard rankings.
Explore →A comprehensive review system that simulates real peer review with multiple specialized AI reviewers, venue-specific benchmarks, and adversarial analysis.
4 specialized AI reviewers evaluate papers across 5 dimensions:
Papers are evaluated against a structured maturity ladder derived from the SolveEverything.org framework:
Each level has checklist-based requirements and threshold criteria.
Adversarial analysis for logical flaws, statistical validity, and reproducibility gaps. Domain-specific gates ensure field-relevant quality standards.
Each journal and conference has calibrated scoring benchmarks and weighting schemes:
Balanced, constructive criticism — mirrors typical conference review.
Encouraging feedback focused on improvement and growth.
Rigorous, harsh critique that stress-tests every claim.
A multi-stage pipeline that transforms user prompts into complete scientific papers, with built-in quality refinement, novelty checking, and integration with the AI Review system.
Generate 5 research ideas from user prompt → AI Critic evaluates → Select top 2 → Refine to 1 final idea
Iterative arXiv literature search (up to 7 rounds) validates originality against existing work
AI researcher agent drafts methods with critic-loop refinement for rigor and completeness
Section-by-section generation: Abstract → Introduction → Methods → Results → Conclusions
Each section undergoes self-reflection for clarity, flow, and technical accuracy
Auto-compile with journal-specific templates (AAS, APS, ICML, NeurIPS, etc.) and error auto-fixing
Generated papers are automatically reviewed by the AI Review targeting system for quality assurance
The Prompt-Paper-Generation system is available on the CompareGPT Intelligent AI Scientist platform. Generate complete scientific papers from your research ideas.
Open CIAS Platform →Papers and research outputs are assessed on the SolveEverything.org Industrial Intelligence Stack — progressing from unmeasured craft to commoditized utility.
Optimality proven, no known failures, community consensus achieved. Compute-bound solution.
+2.5 Arena BonusProduction-ready, distribution shift robustness demonstrated, failure modes characterized.
+2.0 Arena BonusEnd-to-end automation, scalability demonstrated across multiple datasets. Human supervision remains.
+1.5 Arena BonusHyperparameters specified, code and data available, error bars included. Reproducible by others.
+1.0 Arena BonusClear metrics established, baselines defined, results quantified. Progress becomes visible.
+0.5 Arena BonusObjectives undefined, anecdotal decisions, unmeasured — “The Muddle.”
+0.0 Arena BonusReviewed papers are published on aixiv.platformai.org with a two-tier publishing model.
aiXiv:YYMM.NNN
+----------------------------------------------------------+
| User / Researcher |
+----------------------------------------------------------+
| |
v v
+------------------------+ +----------------------------+
| Targeting System 1 | | Targeting System 2 |
| AI PAPER REVIEW | | PROMPT-PAPER-GENERATION |
| | | |
| - 4 AI Reviewers | | - Idea Generation |
| - 3-Layer Architecture | | - Novelty Check |
| - 30+ Venue Standards | | - Method Design |
| - Red Team Analysis | | - Paper Composition |
| - L0-L5 Assessment | | - Self-Reflection |
| - DR-AIS Audit Trail | | - LaTeX Compilation |
+------------------------+ +----------------------------+
| |
v v
+----------------------------------------------------------+
| Review-Generation Loop |
| Generated paper --> AI Review --> Revision --> Re-Review |
+----------------------------------------------------------+
|
v
+----------------------------------------------------------+
| aiXiv Publishing |
| Tier 1: Open (aixiv.platformai.org) |
| Tier 2: Arena (Quality-Gated Leaderboard) |
+----------------------------------------------------------+
CompareGPT Intelligent AI Scientist — Paper generation and review in one place.
cias.comparegpt.ioOpen paper archive with AI-reviewed publications and Arena leaderboard.
aixiv.platformai.orgThe blueprint and L0–L5 targeting framework that powers this system.
solveeverything.orgThe parent platform hosting AI Science infrastructure and services.
platformai.org