{# LCP-image preload on the listing page: the first post card with a cover is the largest contentful paint candidate on most viewports. Same imagesrcset / imagesizes as the card so the browser fetches the right variant. Only emits on page 1 — paginated views scroll into other LCPs and a wrong preload would waste bytes. #} Skip to content

cat /var/log/keygroup.log

Notes on AI, growth, and product.

Field reports from the KeyGroup team — what we ship, how we measure it, and the patterns that survive contact with production.

{# Browsers pick the smallest supported format (AVIF → WebP → JPEG) AND the closest width for the layout. Cards render at ~320 px on mobile, ~400 px on tablet, ~480 px in the 3-up desktop grid; 320 / 640 / 960 cover those at 1× / 2× / 2×-large-desktop. `sizes` tells the browser the slot is roughly one-third of viewport on large screens. #} ChatGPT for Marketing - The Complete 2026 Guide to AI-Driven Growth

ChatGPT for Marketing - The Complete 2026 Guide to AI-Driven Growth

Start with a concrete move: deploy an auto-generating content engine that adapts in real-time to audience signals and uses a single interface to optimize responses across…

~/ai-engineering 13 min
{# Browsers pick the smallest supported format (AVIF → WebP → JPEG) AND the closest width for the layout. Cards render at ~320 px on mobile, ~400 px on tablet, ~480 px in the 3-up desktop grid; 320 / 640 / 960 cover those at 1× / 2× / 2×-large-desktop. `sizes` tells the browser the slot is roughly one-third of viewport on large screens. #} Real Beauty Redefined for the AI Era - An Inclusive Case Study

Real Beauty Redefined for the AI Era - An Inclusive Case Study

Audit your visual library today to ensure inclusive representation across campaigns and products. This quick step aligns with trends and helps your team understand how looks and…

~/ai-engineering 11 min
{# Browsers pick the smallest supported format (AVIF → WebP → JPEG) AND the closest width for the layout. Cards render at ~320 px on mobile, ~400 px on tablet, ~480 px in the 3-up desktop grid; 320 / 640 / 960 cover those at 1× / 2× / 2×-large-desktop. `sizes` tells the browser the slot is roughly one-third of viewport on large screens. #} Top 12 Marketing Automation Software - Best Tools for Marketers

Top 12 Marketing Automation Software - Best Tools for Marketers

Choose a platform that can intelligently map customer journeys across multiple channels and automate core setups from day one to address challenges and drive growth. renee notes…

~/ai-engineering 12 min
{# Browsers pick the smallest supported format (AVIF → WebP → JPEG) AND the closest width for the layout. Cards render at ~320 px on mobile, ~400 px on tablet, ~480 px in the 3-up desktop grid; 320 / 640 / 960 cover those at 1× / 2× / 2×-large-desktop. `sizes` tells the browser the slot is roughly one-third of viewport on large screens. #} Rational AI Agents - How They Think, Learn, and Drive Business Growth

Rational AI Agents - How They Think, Learn, and Drive Business Growth

Recommendation: Build a goal-based core for rational AI agents, map decisions to business KPIs, and keep a tight loop that connects states, actions, and performance results. They…

~/ai-engineering 13 min
{# Browsers pick the smallest supported format (AVIF → WebP → JPEG) AND the closest width for the layout. Cards render at ~320 px on mobile, ~400 px on tablet, ~480 px in the 3-up desktop grid; 320 / 640 / 960 cover those at 1× / 2× / 2×-large-desktop. `sizes` tells the browser the slot is roughly one-third of viewport on large screens. #} AI Product Videos for E-Commerce Pros - Use Cases, Tools, and Best Practices

AI Product Videos for E-Commerce Pros - Use Cases, Tools, and Best Practices

Create a 30–60 second AI product video for your top 10 SKUs in batch today. This quick format accelerates testing, clarifies value, and drives conversions on product pages and…

~/ai-engineering 17 min
{# Browsers pick the smallest supported format (AVIF → WebP → JPEG) AND the closest width for the layout. Cards render at ~320 px on mobile, ~400 px on tablet, ~480 px in the 3-up desktop grid; 320 / 640 / 960 cover those at 1× / 2× / 2×-large-desktop. `sizes` tells the browser the slot is roughly one-third of viewport on large screens. #} What is Environment in AI - Types of Environments in AI - A Complete Guide

What is Environment in AI - Types of Environments in AI - A Complete Guide

Define the environment for your AI task at the outset to guide performance and reduce uncertainty. This choice shapes data flow, evaluation, and how the model interprets context…

~/ai-engineering 13 min
{# Browsers pick the smallest supported format (AVIF → WebP → JPEG) AND the closest width for the layout. Cards render at ~320 px on mobile, ~400 px on tablet, ~480 px in the 3-up desktop grid; 320 / 640 / 960 cover those at 1× / 2× / 2×-large-desktop. `sizes` tells the browser the slot is roughly one-third of viewport on large screens. #} Knowledge-Based Agents in AI - What They Are and How They Work

Knowledge-Based Agents in AI - What They Are and How They Work

Use a modular knowledge base that stores facts, rules, and a strategy library. Tie it to a method that processes queries and updates beliefs via loops. Structure the control loops…

~/ai-engineering 12 min
{# Browsers pick the smallest supported format (AVIF → WebP → JPEG) AND the closest width for the layout. Cards render at ~320 px on mobile, ~400 px on tablet, ~480 px in the 3-up desktop grid; 320 / 640 / 960 cover those at 1× / 2× / 2×-large-desktop. `sizes` tells the browser the slot is roughly one-third of viewport on large screens. #} The Future of Marketing Automation - 5 Trends Reshaping 2026

The Future of Marketing Automation - 5 Trends Reshaping 2026

Centralize your data into a single platform to connect teams, align objectives, and design a transparent funnel that guides campaigns from awareness to action. Building a basic…

~/ai-engineering 12 min
{# Browsers pick the smallest supported format (AVIF → WebP → JPEG) AND the closest width for the layout. Cards render at ~320 px on mobile, ~400 px on tablet, ~480 px in the 3-up desktop grid; 320 / 640 / 960 cover those at 1× / 2× / 2×-large-desktop. `sizes` tells the browser the slot is roughly one-third of viewport on large screens. #} Google AI 2026 - Everything You Need to Know About the Latest Features

Google AI 2026 - Everything You Need to Know About the Latest Features

Recommendation: Pilot Google AI 2025 features on a single site to gather real engagements and quantify impact before broad rollout. Run a simple query to verify results and build…

~/ai-engineering 13 min

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