AI Tooling

Priya Nair

Priya covers the daily churn of AI agents, coding tools, and what actually ships.

Shadow AI & Governance

How to Govern Employee ChatGPT Use and Shadow AI

Priya Nair · Sep 9, 2026 · 8 min read

A spatial diagram of an AI gateway pipeline where unlabelled data tokens flow through segmented filtering rings toward a central processing node.

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.

The Best Tools for AI Coding Agents Aren't the Fancy Ones

Priya Nair · Sep 7, 2026 · 7 min read

A simple probing rod tracing one direct path through a grid of stacked text blocks, while more complex network and sphere-like search structures float unused nearby.

HydraFusion vs OpenRouter: Multi-Model LLM Orchestration Explained

Priya Nair · Sep 5, 2026 · 7 min read

Diagram-like illustration of a central routing hub selecting one active pathway among several model endpoints for an incoming query.

Claude Browser vs. API Automation: Which One Should Do the Task?

Priya Nair · Sep 3, 2026 · 6 min read

A routing switch diverts a data block toward either an enclosed multi-pin hardware socket or an overhead mechanical gantry pressing onto flat interface panels, contrasting API automation with browser-level UI navigation.

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.

Building a Local AI Agent with a Raspberry Pi and Read-Only Postgres

Priya Nair · Sep 2, 2026 · 6 min read

A single-board computer mounted above a sealed foundational cylinder, representing a local AI agent drawing from a read-only database.

Why Your Coding Agent is Ignoring You (And How to Fix It)

Priya Nair · Sep 2, 2026 · 6 min read

A minimalist setup comparing a loose, unattached flat token on a smooth surface alongside an identical token firmly locked into a heavily machined structural chassis, illustrating plain-text instructions versus rigid code enforcement.

Shadow AI & Governance

How to Manage Shadow AI in the Workplace (Now That Employees Are Shipping Apps, Not Just Prompts)

Priya Nair · Aug 31, 2026 · 6 min read

A structural contrast of an open, transparent geometric lattice representing managed IT infrastructure, with several opaque, sealed cartridges representing unofficial employee-built applications attached to its exterior nodes.

Why AI SaaS Infrastructure Costs Are Driving Up Your Bill

Priya Nair · Aug 31, 2026 · 5 min read

A massive, unlabeled industrial power conduit locking directly into a dense, multi-layered AI computing module.

Stop Using OCR: Why Visual Document Retrievers Are the Future of Internal Data

Priya Nair · Aug 30, 2026 · 6 min read

A 3D representation of visual document retrieval where a scanner preserves the complex layout of a geometric plate as an intact block, rather than flattening it into a single thread.

Shadow AI & Governance

The Employee Rebellion: Disabling Intrusive Corporate AI

Priya Nair · Aug 29, 2026 · 5 min read

An exploded hardware diagram showing a bypass toggle switch diverting data traces away from a monolithic primary processing block and into a custom-built array of local compute modules.

Software Ownership

How to Run Frontier AI Models Locally on Consumer Hardware

Priya Nair · Aug 28, 2026 · 7 min read

A dense, multi-layered grid representing a large AI model tightly packed into the physical housing of a single consumer desktop compute card.

Software Ownership

When the Cloud Breaks: Why Local AI Is the Ultimate Software Asset

Priya Nair · Aug 28, 2026 · 6 min read

An opaque, sealed monolith suspended above an open, structurally legible local hardware chassis holding a central compute module.

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.

Software Ownership

How to Run AI Workflows Locally (And Stop Paying the Cloud Tax)

Priya Nair · Aug 27, 2026 · 6 min read

A self-contained hardware dock processing a dense, stepped geometric block, representing a quantized AI model running on an isolated local inference stack.

Shadow AI & Governance

Shadow AI Is Now Sitting on Your Employees' Desks

Priya Nair · Aug 26, 2026 · 4 min read

An exploded view of a wearable edge AI processing pendant connected via cable to the internal port of a standard laptop chassis.

From Figmimic to Claude: Replacing Design SaaS With Scrappy AI Workflows

Priya Nair · Aug 25, 2026 · 5 min read

A physical representation of parsing a DOM tree into a constructed UI component, showing an open structural framework where disconnected, branching plates converge through an extraction gate to form a unified interface module, contrasting with a sealed opaque block.

Shadow AI & Governance

The 'Free Claude' Problem: Why Shadow AI Is Your Next Governance Nightmare

Priya Nair · Aug 24, 2026 · 5 min read

An architectural model showing dense streams of small data tokens taking intricate bypass conduits to route entirely around a large, empty central filter gateway.