Why Most AI Still
Why Most AI Still Can’t Be Trusted in the Boardroom — And What Our Benchmark Revealed For
Leia o postaiBlue Core™ — Validation & Benchmark Programs
Independent Evaluation Pathways for Cognitive Architecture Research aiBlue maintains two structured evaluation programs that allow qualified institutions, research teams, and senior practitioners to examine the behavior of the aiBlue Core™ Cognitive Architecture Layer under controlled, reproducible conditions.
The goal is not to test “performance” in the traditional sense. It is to evaluate reasoning structure, stability, drift resistance, and architecture-level behavior when the Core runs on GPT-4.1 compared to other leading LLMs. Both programs operate under strict methodology and transparent scientific standards.
Each program serves a different purpose: one oriented toward industry benchmarking, and the other toward formal research in cognitive architectures.
Two Complementary Evaluation Programs
1. Market Benchmark Protocol (MBP)
For industry professionals comparing Core vs. raw-model cognition
The Market Benchmark Protocol enables evaluators to test:
- Guided reasoning behavior of the Core on GPT-4.1
- Cognitive stability under stress, ambiguity, and constraint load
- Interpretive accuracy in operational and strategic tasks
- Drift patterns in competing LLMs under identical conditions
- Architecture-induced consistency, safety, and reasoning structure
Evaluators compare the Core against any LLM (Claude, Gemini, GPT variants, DeepSeek, Llama, etc.), always using:
- Brand-new, zero-history sessions
- Identical prompts across all models
- Controlled constraints (token limits, no memory, unified rules)
- Standardized scoring matrix
The MBP is the first market-standard benchmarking protocol for assessing reasoning behavior in real-world environments.
Download MBP Whitepaper Apply for MBP Participation
2. Independent Evaluation Protocol (IEP)
For researchers, universities, and cognitive-science teams
The Independent Evaluation Protocol provides a deeper research pathway for:
- Cognitive-science groups
- AI safety institutes
- Enterprise R&D labs
- Universities and research institutions
- Advanced LLM engineering teams
The IEP includes access to:
- Complete Stress Test Library
- The 8 Evaluation Dimensions
- Baseline, Stress, and Drift analysis
- Multi-document reasoning tests
- Execution layers (4.1-mini / 4.1-large)
- Scientific reporting templates
- Optional debrief with aiBlue Labs
IEP participants may publish findings after confidentiality review.
Download Cognitive Architecture Whitepaper
Request Access to the IEP
Two Complementary Evaluation Programs
Each program serves a different purpose: one oriented toward industry benchmarking, and the other toward formal research in cognitive architectures.
Purpose of the Benchmark
-
What This Program Is — and What It Is Not
- Structured scientific benchmarking frameworks
- Methods for evaluating reasoning under controlled conditions
- Comparative processes for Core vs. raw-model behavior
- Collaborative research pathways
- Steps toward emerging cognitive architecture standards
-
This program is not:
- Commercial offers
- Product sales funnels
- Accuracy competitions
- Marketing demos
- Access to proprietary internal architecture
The aiBlue Core™
Who Can Apply:
This program is invitation-only and was designed for teams who need more than a polished demo or a clever prompt. It is for organizations that depend on AI reasoning in contexts where failure has a real cost — strategic, financial, educational, social or political.
aiBlue is accepting applications from:
MBP Applicants (Industry):
- AI consultants
- Enterprise innovation leaders
- AI operations teams
- Product leads working with LLM integrations
- Advanced practitioners in applied machine intelligence
IEP Applicants (Research):
- Universities & research labs
- Cognitive-science groups
- AI-safety institutions
- Enterprise R&D units
- Teams studying reasoning, drift, or interpretive models
Applicants must demonstrate methodological rigor, familiarity with LLM behavior, and acceptance of confidentiality requirements.
Apply Now
What Participants Receive
- Controlled access to the evaluation interface
- All testing modes (Baseline, Stress, Ambiguity, Drift, Multi-Step, Adversarial)
- Full Benchmark Prompt Pack
- Unified Scoring Matrix
- 8 Evaluation Dimensions Framework
- Research guidance from aiBlue Labs
- Permission to publish validated findings (post-NDA review)
Evaluation Requirements
- Follow the standardized protocol (MBP or IEP)
- Use identical prompts across all models
- Adhere to token and document limits
- Disable memory or warmed context in all LLMs
- Document every output
- Score results using the official matrix
- Submit anonymized reports (optional)
Selection Criteria
- Relevance of research or industry domain
- Methodological rigor
- Capacity to analyze cognitive behavior
- Institutional credibility
- Alignment with aiBlue’s safety and research guidelines
Only a limited number of evaluators are accepted per cohort.
Apply Now
How to Apply
Please complete the application form linked below.
Required Fields:
- Name and institution
- Technical or research background
- Intended evaluation domain
- Methodological approach
- Interest in cognitive architecture testing
- Acknowledgment of NDA requirements
The Core
Disclaimer
The aiBlue Core™ is an experimental research system. This benchmark invitation does not constitute an offer of commercial services or a representation of performance in production environments. All capabilities, outputs, and behaviors may change as the architecture evolves.
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Final Notes
These programs exist to establish transparent, reproducible standards for evaluating cognitive architectures — a field still emerging in the global AI landscape. aiBlue is committed to advancing this area collaboratively, with scientific integrity and methodological clarity.
