Practical Guides

Playbooks &
Frameworks

Practical guides and best practices for building data infrastructure, AI systems, and modern tech stacks. Distilled from real-world experience.

Applied Intelligence

REASONING SYSTEMS15 min read

Causal Integrity: Counterfactual Reasoning

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

Causal InferenceCounterfactualsStructural Causal Models

KNOWLEDGE SYSTEMS12 min read

Ontology Engineering: The Logic of World-Modeling

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

Ontology EngineeringDescription LogicsKnowledge Representation

REASONING SYSTEMS10 min read

Causal Reasoning for AI Agents: Beyond Vector Similarity

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

Causal InferenceAI Engineering SystemsRoot Cause Analysis

SEMANTIC FRAMEWORKS10 min read

Semantic Continuity: Bridging Connectivity and Structured Knowledge

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

Semantic ContinuityEnterprise OntologyData Modeling

AGENTIC SYSTEMS10 min read

Precedent Engineering: Teaching Agents the 'Why' Behind Decisions

How to capture decision traces and human judgment so AI Engineering Systems can learn from organizational precedent and improve over time.

AI Engineering SystemsDecision SystemsOrganizational Learning

AGENTIC SYSTEMS10 min read

Agentic Engineering: Building AI Systems That Act

From chatbots to autonomous agents—the patterns, architectures, and practices for building AI that reasons, plans, and executes.

Agentic AIMulti-Agent SystemsSystem Design

KNOWLEDGE SYSTEMS10 min read

Knowledge Graph Engineering: Structuring Knowledge for AI

How to build, query, and leverage knowledge graphs for graph-powered AI Engineering Reasoning.

Knowledge GraphsSemantic SearchGraph Databases

Geospatial Intelligence

SPECIALIZED AI8 min read

Geospatial Intelligence: From Drone to Dashboard

Building industrial-grade spatial pipelines that transform raw coordinate data into actionable enterprise intelligence.

GeoIntSpatial DataInfrastructure

Systems Engineering

DECISION FRAMEWORK15 min read

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.

Model SelectionCost OptimizationPerformance

AGENTIC SYSTEMS12 min read

Hardening Agentic Systems: From Demo to Enterprise

Turn your probabilistic toy into deterministic enterprise software. Defense-in-depth for autonomous agents.

AI SafetyProduction ReadyReliability

SECURITY & GOVERNANCE5 min read

Zero-Trust AI Shield: Securing the Agentic Perimeter

Security cannot be prompted into existence. A zero-trust framework for validating inputs, redacting secrets, and verifying outputs.

AI SecurityGuardrailsData Privacy

SYSTEM ARCHITECTURE15 min read

The Dual-Engine Architecture

Stop choosing between control and intelligence. Combine structural discipline with cognitive flexibility for production agents.

AI ArchitectureAgentic PatternsHybrid Systems

PERFORMANCE ENGINEERING7 min read

KV Cache Optimization: Scaling LLM Inference Without Buying More GPUs

The real bottleneck isn't model size—it's memory management. Learn to scale LLM inference without buying more GPUs.

InferenceGPU MemoryPerformance

Product Engineering

STRATEGIC GUIDE15 min read

The Engineering Manifesto: Rigor Over Hype

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

Engineering StrategyAI PhilosophyAgentic Architecture

DEVELOPER PRODUCTIVITY12 min read

LLM Coding Workflow: From Text to Software

A disciplined, AI Engineering workflow for building high-quality software with AI—without losing control of the codebase.

AI CodingEngineering WorkflowBest Practices

PRODUCT STRATEGY10 min read

The 'Thin Slice' MVP: Shipping Value in 30 Days

Forget building everything. Learn how to identify and ship the smallest production-grade version of your product that solves a real problem.

Product StrategyMVPLean Development

STRATEGIC GUIDE8 min read

Beyond the Hype: A Founder's Guide to Practical AI

Beyond the hype: A simple framework for finding real-world AI use cases that actually move the needle for your business.

AI StrategyROIProduct Market Fit

Platform Engineering

PLATFORM ARCHITECTURE12 min read

Enterprise Context Layer: Stitching AI Context Across Systems

Why the next platform opportunity is in cross-system context integration—and how to architect it for enterprise environments.

Enterprise AISystem IntegrationPlatform Engineering