Open Graph Metadata Packs: Fields, Exports, and Workflow Guide
What Metadata Packer extracts, how CSV and ZIP exports help audits and handoffs, strict vs relaxed mode, troubleshooting, and who benefits from batch link reviews.
Oct 2026
Notes on engineering, leadership, and building software
I write about the technical problems, engineering decisions, and leadership challenges I've encountered over the years.
You'll find thoughts on building software, working with engineering teams, improving delivery, and experimenting with new technology.
Some articles are recent. Others are older pieces I've kept because the ideas are still worth discussing.
Read the ArticlesCheck a live page with Open Graph image sizes, Link Preview, or Metadata Packer.
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Breaking the 5-Hour Wall: Building (and Breaking) an Uncapped, Two-Tier AI Coding Pipeline
I bypassed Codex's five-hour cap with a two-tier OpenRouter + Cline setup, then hit context bloat, a 724-file PR, Lambda cold start, and an overnight Qwen bill.
Oct 2026
AI Is Making Coding Faster. But Is Your Team Delivering Faster?
AI can help engineers write code faster, but delivery still depends on clear scope, smaller stories, and timely decisions. Lessons from two engineering teams.
Oct 2026
Master SEO: OpenGraph, Meta Tags, and AI Insights for Website Creators
Learn about SEO insights from CohesionStack, including OpenGraph tags, meta tags, sitemaps, and schema markup for better visibility.
Nov 2025
AI-Assisted Metadata Packer: Five Lessons from CohesionStack’s First Experiment
How CohesionStack’s lab shipped a metadata packer with AI assistants—guardrails, Amazon-style PRFAQ loops, instrumentation, and five reusable lessons.
Nov 2025
Treadmills exhaust teams. Flywheels compound trust.
In a recent conversation, an engineering leader highlighted success as how quickly managers jump in and close escalations. Crisis skills matter: calm triage,…
Sep 2025
Estimate to Decide: A Minimalist Playbook (Triggers, Not Calendars)
Ever participated in a backlog grooming or an estimation meeting that took forever? Ever worked on a project where leadership judges you for delivery only…
Sep 2025
Big Design Phases Don’t Ship, Daily Risk Reduction Does
Thesis: In complex programs, the thing that moves systems to production isn’t a perfect plan, it’s a daily discipline of reducing risk. “ Design ” isn’t a…
Sep 2025
Flawless Is The Enemy of Good
When tackling large-scale, complex initiatives, the notion of “flawless execution” sets up leaders and teams for disappointment. Complexity guarantees…
Aug 2025
Choosing the Right Database in 2025: A Category-First Guide
A practical map for faster system-design decisions Intro The database landscape has exploded—in a good way. Instead of hunting for a single “best” engine,…
Aug 2025
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