{# 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. #} AAAI 2022 Tutorial - AI Planning Theory and Practice — Key Concepts, Methods, and Takeaways

AAAI 2022 Tutorial - AI Planning Theory and Practice — Key Concepts, Methods, and Takeaways

Start with a concrete recommendation: map your planning task to a compact process and run a reproducible experiment. Pick a major use case such as traffic management or logistics…

~/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 Advertising 2026 - How It Will Transform Paid Media for Professionals

AI Advertising 2026 - How It Will Transform Paid Media for Professionals

Recommendation: Kick off a 90-day pilot that allocates 20-25% of spend to AI‑assisted experiments, deploy gen-3 creative optimization, and set up alerts for spend spikes. This…

~/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. #} Suggested Prompt - A Practical Guide to Writing Effective AI Prompts

Suggested Prompt - A Practical Guide to Writing Effective AI Prompts

First, define a precise task and the expected text output. This approach reduces ambiguity and speeds up iteration. For teams implementing this practice, the prompt becomes a…

~/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 Build AI Agents from Scratch in 5 Simple Steps

How to Build AI Agents from Scratch in 5 Simple Steps

First, define a concrete objective for your AI agent and set a 30-day success metric you can verify with real data. The base task is clear: triage an email queue, prioritize…

~/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. #} Prompt Engineering Guide - Techniques, Tips, and Best Practices

Prompt Engineering Guide - Techniques, Tips, and Best Practices

Begin with a clear objective: define the task, success metrics, and how you will check results. есть a specific aim, and join engineers to draft a signed prompt spec. To reduce…

~/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. #} Future of AI in Marketing - Trends and Predictions for AI Agent Adoption by 2030

Future of AI in Marketing - Trends and Predictions for AI Agent Adoption by 2030

Adopt AI agents now to drive rapid results and build a high-quality, accessible marketing stack that helps businesses scale. Alongside traditional tools, AI agents take on…

~/ai-engineering 15 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. #} 5 Ways AI Will Influence Consumer Buying Behavior in 2026

5 Ways AI Will Influence Consumer Buying Behavior in 2026

Recommendation: Implement real-time contextual AI signals across on-site, mobile, and retail touchpoints to positively influence purchase decisions in 2025. Acting on shopper…

~/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. #} AI in PPC 2026 - Eric Bush on Paid Search at Brafton

AI in PPC 2026 - Eric Bush on Paid Search at Brafton

Recommendation: lean into automated bidding and test-driven AI for paid search, while maintaining accurate measurement and human review. Eric Bush presents a focused Brafton…

~/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. #} Sora 2 Prompt Guide - How to Write Better Prompts for AI Video Generation

Sora 2 Prompt Guide - How to Write Better Prompts for AI Video Generation

Begin with a precise scene cue and a clear objective for the AI. Define the core conflict in a single sentence, then add constraints that guide visuals and pacing for a video…

~/ai-engineering 15 min

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