AletheionAGI research notes

Questions before conclusions.

Research and engineering notes on state, memory, causality, grounding, intent and the limits of production AI systems.

MAP metric system RAG evaluation AI retrieval metrics

MAP Metric System for AI Retrieval

Master the MAP metric system for AI retrieval. Learn to evaluate RAG pipelines, measure precision, and enforce evidence controls in production.

October 6, 202616 min read

multi agent coordination AI orchestration agent memory

Multi Agent Coordination in Production AI

Master multi agent coordination for production AI. Explore orchestration patterns, state sharing, memory isolation, and fail-closed grounding protocols.

October 5, 202617 min read

llm hallucination examples AI hallucinations RAG grounding

7 LLM Hallucination Examples and Mitigations

Explore 7 llm hallucination examples across AI systems, with failure analysis and practical grounding, retrieval, abstention, and security mitigations.

October 4, 202618 min read

ai agent guardrails ai safety agentic systems

AI Agent Guardrails: Designing Safe Production Systems

Learn how to implement effective AI agent guardrails for safe production. Explore policy, grounding, abstention patterns and tool-layer controls.

October 3, 202614 min read

instruction-following LLM evaluation IFEval

Instruction-Following Evaluation for Large Language Models

A reference guide to instruction-following evaluation for large language models, covering verifiable benchmarks, metrics, annotation, reproducibility

October 2, 202622 min read

AI uncertainty artificial intelligence uncertainty quantification

Uncertainty in Artificial Intelligence: A Production Guide

Uncertainty in Artificial Intelligence. Distinguish aleatoric and epistemic uncertainty in production AI. Learn measurement, communication, and abstention

October 1, 202619 min read

AI infrastructure RAG systems AI agents

What Is AI Infrastructure for Production

What is AI infrastructure for production? Explore the full stack from GPUs to grounding, memory, and intent parsing for secure, multi-tenant AI agents.

September 30, 202617 min read

ai unit tests rag testing ai agent evaluation

AI Unit Tests for RAG and Agent Systems

Learn how to write AI unit tests for RAG, intent parsers, and agents. Covers mock grounding, fail-closed checks, and CI/CD integration for production AI.

September 29, 202615 min read

AI grounding RAG security hallucination prevention

What Is Grounding and Why Is It Important

Discover what is grounding and why is it important for production AI. Learn how evidence-bounded RAG prevents hallucinations and secures multi-tenant data.

September 28, 202616 min read

evaluating a system AI benchmarks RAG evaluation

Evaluating a System for Production AI: Evidence & Limits

Discover what goes into evaluating a system for production AI, with a clear look at the evidence, limits, and best practices for 2026.

September 27, 202617 min read

agentic ai implementation ai agents rag security

Agentic AI Implementation: A Practical Engineering Guide

A step-by-step guide to agentic AI implementation covering design decisions, control loops, grounding, intent handling, and safety gates for production systems.

September 26, 202615 min read

ai context management ai memory multi-tenant isolation

AI Context Management: Preserving State Across Sessions

Master AI context management techniques for multi-tenant systems. Learn to preserve persistent state, mitigate drift, and govern memory safely.

September 25, 202615 min read

accuracy of artificial intelligence AI metrics RAG accuracy

Accuracy of Artificial Intelligence: Beyond the Benchmark

Accuracy of Artificial Intelligence. Understand AI accuracy: definitions, metrics, precision, recall, calibration, and pitfalls

September 24, 202615 min read