{# 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. #} Core Types of AI Agents in 2026 - A Practical Guide

Core Types of AI Agents in 2026 - A Practical Guide

Start with a well-defined catalog of AI agents and map each type to concrete business outcomes; created as a lightweight blueprint, this catalog helps teams coordinate work across…

~/ai-engineering 14 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 Ultimate Beginner's Guide to Marketing Automation in 2026

The Ultimate Beginner's Guide to Marketing Automation in 2026

Start with a clean, centralized customer data foundation and create a single source of truth for audiences. This order keeps your team aligned, lets you act on insights quickly…

~/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. #} 2026 Ecommerce Content Marketing Planning Guide - Trends, AI Workflows, and Strategy to Crush Your Goals

2026 Ecommerce Content Marketing Planning Guide - Trends, AI Workflows, and Strategy to Crush Your Goals

Start with a 12-week plan and allocate money for test-and-learn experiments across core pages and assets. Build a tight framework where every piece of content links to a clear…

~/ai-engineering 18 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. #} 10 Claude AI Prompts for Newsletters - Boost Open Rates and Engagement

10 Claude AI Prompts for Newsletters - Boost Open Rates and Engagement

Use Claude AI prompts to tailor newsletters around a single goal, define audience segments, and craft a concise subject line and CTA. This approach allows you to combine data…

~/ai-engineering 10 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. #} 8 Best Drip Email Campaign Software | Top Automated Email Tools

8 Best Drip Email Campaign Software | Top Automated Email Tools

Start with customerio for behavior-based drip campaigns; it makes triggers based on user actions and automate messages that guide users from trial to paid, boosting time-to-value…

~/ai-engineering 18 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. #} How We Built Our Multi-Agent Research System - Architecture and Key Lessons

How We Built Our Multi-Agent Research System - Architecture and Key Lessons

Recommendation: Start with a minimal, modular core and a clean interface for all agents. Build a swarm around a central coordinator to enable coordination and predictable data…

~/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. #} How to Use ChatGPT for Marketing Strategy Ideas in 2026

How to Use ChatGPT for Marketing Strategy Ideas in 2026

Generate your 2026 marketing strategy in 60 minutes. Start with a clear need: define the goal, the target customer, and one measurable metric. Then ask ChatGPT to analyze internal…

~/ai-engineering 14 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 No-Code CRM Workflow Automation Tools and Solutions for 2026

Top No-Code CRM Workflow Automation Tools and Solutions for 2026

Start with a single platform that lets you model your core workflow in minutes and connect data without code. This approach yields immediate value, reduces duplicates, and keeps…

~/ai-engineering 16 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. #} Generative AI vs Large Language Models (LLMs) - What's the Difference?

Generative AI vs Large Language Models (LLMs) - What's the Difference?

- What's the Difference?") Start with the task, not the tool: for text-generating work, use a language-based model (LLM) and tune prompts to obtain the best, coherent outputs. For…

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