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Thinking archive864 dispatches · page 8 of 87

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The complete field journal, oldest to newest across numbered pages. For the latest dispatches with filters, start at Thinking.

Jun 4, 2026

The Problem Nobody Talks About With AI Coding Assistants

The Context Problem With AI-Assisted Development Every AI coding session starts the same way. You open the tool. You explain your project's stack. You describe your config management rules. You remind it not to touch settings.php. You tell it about your Jira workflow, your branch naming conventions, your test framework.

Jun 2, 2026

One Engineer, One Hackathon, 1,500 Hours Erased: How We Automated Migration Audits For A 500-Site Drupal Fleet

The Problem No One Had Time To Solve Manual pre-migration audits for large Drupal fleets are one of the most time-intensive bottlenecks in enterprise CMS migration projects. Here is what a pre-migration audit looked like for a 500-site Drupal fleet migrating to Acquia ACSF:

Jun 1, 2026

We Had Thin Test Coverage Across Three Codebases. One AI Session Changed The Standard.

How a technical lead used AI and real bug data to generate comprehensive test suites across NextJS, Strapi, and Magento, then made it the team's new baseline. The short answer: A technical lead connected Claude to a live Jira bug backlog via MCP and generated unit, integration, and error-handling tests across NextJS, Strapi, and Magento in a single session — growing the project's spec file count from roughly a dozen E2E files to over 40 targeted specs and eliminating recurring regression categories within two sprints. This is the exact approach, including what the AI still cannot do without human verification.

May 18, 2026

Stop Asking "What Tool Exists?"And Start Asking "What Tool Should Exist For Me?"

Building A Superior n8n Setup In the current AI-First mindset, the most expensive mistake isn't using the wrong tool. It's accepting whatever tool is in front of you and shaping your work around its limits.

May 15, 2026

How We Rebuilt Our IPL Prediction Game With Claude In 2026

Introduction Every IPL season, our team at Axelerant runs an internal prediction game. Colleagues pick match winners, answer bonus questions, and taunt and poke fun at each other on Slack; team loyalties are serious business in the cricket channel. We actually blogged about this some time ago.

May 14, 2026

Cloud Cost Reporting For Finance And Engineering On AWS

When a CIO can't tell which department consumed which service, every dollar lands on IT. The fix isn't another FinOps tool. It's a data engineering pipeline that normalizes fragmented billing data into structured financial intelligence.

May 13, 2026

How To Choose A Digital Modernization Partner For Your Portfolio Company

Introduction Not all digital partners are built for the Private Equity context. Here are the six criteria that separate a partner who can deliver on a PE timeline from one who will absorb your budget and time while the hold period is in effect.

May 11, 2026

How We Partnered With AI To Build The SEO & GEO Strategy For An EdTech Platform

Part 6 of “Building Progression School: A Partnership with Lovable”

May 8, 2026

How Production-Grade Payment Infrastructure Was Built Through An AI Partnership For An EdTech Platform

How an AI-led engineering partnership built production-grade payment infrastructure for an EdTech platform, and what the collaboration model unlocked.

May 7, 2026

Designing A HubSpot-Centered Architecture For A Multi-Brand Industrial Group

Introduction When a multi-brand industrial and manufacturing group approached us, they were not asking for a CRM rollout. They were trying to resolve a growing lack of confidence in how customer data moved across their organization. The group operated across four brands, each at a different level of maturity. One brand was already using HubSpot CRM, while others relied on a mix of ERP workflows, marketing automation tools, form platforms, and spreadsheets.