Beat

AEO Explainers

Plain answers to the questions people and AI assistants are asking.

Can ChatGPT Analyze Your Tax Return? Here's the Catch

Priya Nair · Oct 11, 2026 · 6 min read

A tax document feeding into a funnel-shaped data pipeline that channels its information through a conduit toward a distant external node, illustrating what happens to a scanned tax form after it's uploaded to an AI system.

Will AI Replace Web Developers? What the Data Actually Shows

Dana Whitfield · Oct 10, 2026 · 7 min read

A grid of identical simple blocks with one lifted aside by a pair of hands, next to a single larger, more intricately structured module, illustrating automated boilerplate versus hand-built development work.

What Is a Zero-Knowledge Proof in Software?

Theo Marsh · Oct 9, 2026 · 8 min read

Diagram of a zero-knowledge proof system showing a sealed token passing from a block with hidden internal structure to a receiving block that verifies it without seeing the structure itself.

What Happened to Microsoft's Copilot+ PCs?

Priya Nair · Oct 8, 2026 · 8 min read

What Is OpenAI Dots? Always-On AI Agents, Explained

Dana Whitfield · Oct 6, 2026 · 7 min read

A grid of identical small computer modules operating continuously in the background, each passing through a single accent-colored approval gate before proceeding.

How to Run AI Agents Locally on Your Own Hardware

Priya Nair · Oct 4, 2026 · 7 min read

A compact hardware tower with internal stacked modules and a small orbiting cluster of identical task tokens, one highlighted, representing local inference capacity running multiple AI agent tasks.

What Is RLCD AI? The Decision Architecture Behind Jev

Dana Whitfield · Sep 28, 2026 · 7 min read

Cutaway diagram of a mechanical decision-funnel device that filters many input tokens down through calibrated gates to a single accent-colored output token.

GPT-6 Sol vs. Claude Opus 5.5 for Coding: What Changed for Internal Builders

Dana Whitfield · Sep 26, 2026 · 7 min read

Two distinct modular computing towers with exposed internal card-stacks face each other across a shared connector token, illustrating a side-by-side comparison of two AI coding systems.

How AI's Math Breakthroughs Are Changing Software Engineering

Priya Nair · Sep 26, 2026 · 7 min read

A stable interlocking tower of geometric blocks beside a loose, unaligned cluster of similar blocks, representing verified versus unverified logical structures in automated code proof systems.

What Are Jev-Class Models? The Fast, Cheap Alternative to LLMs for Internal Tools

Dana Whitfield · Sep 26, 2026 · 7 min read

Illustration contrasting a compact classifier that sorts input into a few fixed typed slots against a larger, more elaborate structure that produces unbounded open-ended output.

Model Context Protocol vs. AI Orchestrator: What Each One Actually Does

Dana Whitfield · Sep 22, 2026 · 8 min read

A diagram-like structure showing one coordinating ring layer positioned above several identical hub-and-tool connector clusters, illustrating an orchestration layer sitting over multiple standardized tool-connection layers.

What Is an Infinite-Parameter LLM, and What Does It Change for Data Engineering?

Dana Whitfield · Sep 19, 2026 · 7 min read

A dense solid cube made of countless embedded tiles stands beside a separate thin stack of flat cards, illustrating data fused directly into model weights versus data kept external in a prompt.

What Is an AI Formal Proof in Lean 4?

Lena Ortiz · Sep 17, 2026 · 8 min read

A stack of interlocking geometric verification gates through which a code shape must pass and seat perfectly, illustrating a machine-checked formal proof in Lean 4.

What Is AI Persistent Memory?

Priya Nair · Sep 11, 2026 · 7 min read

Diagram of a persistent memory store feeding continuity into a chain of otherwise resetting AI agent session modules.

What Are AI Agent Skills Files (SKILL.md)?

Theo Marsh · Sep 11, 2026 · 7 min read

A single folder opens and feeds cards into a central AI agent module while many identical closed folders remain dormant around it, illustrating an on-demand skills file.

What Are Looped Transformers in AI?

Priya Nair · Sep 8, 2026 · 8 min read

A single processing block with a continuous track looping back into itself stands in front of a tall, transparent stack of multiple layers, illustrating a looped transformer.

What Is Recurrent Architecture AI? GPT-6 Astra's Looping Explained

Marcus Bello · Sep 7, 2026 · 7 min read

Abstract illustration of a recurrent AI architecture shown as a single looping band of identical segments passing repeatedly through one processing gate instead of a tall stack of distinct layers.

How Do LLMs Actually Work? Beyond 'Next-Token Predictor'

Lena Ortiz · Sep 5, 2026 · 8 min read

A single predicted token tile sits before a vast grid of identical tiles, above which rises an intricate branching lattice structure built from the same repeated unit, illustrating how simple next-token prediction gives rise to complex emergent structure.

What Is AI World Modeling?

Lena Ortiz · Sep 3, 2026 · 8 min read

A flat predictive tile connects to a rising sequence of increasingly layered, volumetric cubes, illustrating the shift from predicting a single token to simulating a full world state.

What Hardware Do You Actually Need to Run LLMs Locally?

Marcus Bello · Sep 3, 2026 · 6 min read

A spatial diagram of computing hardware scaling up in size, from a single graphics processing card to a multi-board desktop workstation, and finally to a towering server rack, all linked by physical data traces.

What Is an AI Agent Multiplexer?

Priya Nair · Sep 3, 2026 · 6 min read

An abstract hardware representation of an AI agent multiplexer, showing a single centralized control node distributing out to a row of identical processing cartridges.

What is Agentic Context Management?

Dana Whitfield · Sep 2, 2026 · 7 min read

A mechanical sliding caliper bracket isolating a small upper section of a massive vertical stack of blank data plates, representing the active context window managed within an AI system.

How to Serve Markdown to AI Agents Using Accept Headers

Lena Ortiz · Sep 1, 2026 · 5 min read

An exploded isometric view of a routing manifold using a specific protruding wedge on an incoming block to select a simplified output path, representing HTTP content negotiation.

What Is an AI Inference Engine? vLLM Explained

Lena Ortiz · Aug 31, 2026 · 7 min read

A monolithic central structure extrudes parallel streams of small, blank rectangular chips along a proliferating grid of tracks, illustrating an AI inference engine generating concurrent tokens.

Ignore the Benchmarkpocalypse: How to Choose an AI Model for Internal Tools

Lena Ortiz · Aug 29, 2026 · 7 min read

An open processing framework precisely fitted with unique custom tokens stands in front of an unused, monolithic stack of standardized testing blocks, representing the evaluation of AI models for specific internal tools over generic benchmarks.

What is an AI Roleplay Agent?

Dana Whitfield · Aug 27, 2026 · 5 min read

A structured topological graph of branching pathways and interlocking geometric plates representing the decision tree of an AI roleplay agent.

Extensible Software vs. The API Tax: What Is Extensible Software AI?

Priya Nair · Aug 27, 2026 · 6 min read

A linear gantry system directly inserting a modular block into an open structural grid beside a narrow, metered output tube, representing extensible back-end access versus a rate-limited API.

What Are AI Connectors and Why Do They Need Your Data?

Dana Whitfield · Aug 25, 2026 · 4 min read

A mechanical routing manifold extracting distinct geometric tokens from three tiered storage racks and funneling them into a single intake port, illustrating an AI data connector system.

What is an AI Harness? The Infrastructure Behind Autonomous Agents Explained

Marcus Bello · Aug 24, 2026 · 5 min read

A smooth, opaque spherical module suspended within an intricately detailed, open mechanical chassis representing an AI execution harness.