From the Lab

Lab Notes.
Real Insights.

Case studies, research, and playbooks from our work across industries. See how we turn challenges into measurable outcomes.

Causal Integrity: Counterfactual Reasoning
Playbook
Causal InferenceCounterfactuals

Causal Integrity: Counterfactual Reasoning

Moving to the top of Judea Pearl's Ladder of Causation for autonomous agent auditing.

15 min read

The Engineering Manifesto: Rigor Over Hype
Playbook
Engineering StrategyAI Philosophy

The Engineering Manifesto: Rigor Over Hype

AlphaPebble's core philosophy for building high-stakes autonomous AI systems.

15 min read

Ontology Engineering: The Logic of World-Modeling
Playbook
Ontology EngineeringDescription Logics

Ontology Engineering: The Logic of World-Modeling

Moving beyond taxonomies to Description Logics and verifiable reasoning for AI agents.

12 min read

Causal Reasoning for AI Agents: Beyond Vector Similarity
Playbook
Causal InferenceAI Engineering Systems

Causal Reasoning for AI Agents: Beyond Vector Similarity

Mastering Root Cause Analysis and Explainability through the Causal AI Ecosystem.

10 min read

Semantic Continuity: Bridging Connectivity and Structured Knowledge
Playbook
Semantic ContinuityEnterprise Ontology

Semantic Continuity: Bridging Connectivity and Structured Knowledge

Why technical integration isn't enough—and how to build a Universal Ontology grounded in business reality.

10 min read

Strategic Model Selection: Winning with Medium Models
Playbook
Model SelectionCost Optimization

Strategic Model Selection: Winning with Medium Models

A decision framework for selecting the right model for the right task—moving beyond 'bigger is better' to optimize for cost, latency, and accuracy.

15 min read

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