17 articles · 6 categories
Notes from building software.
Written when a question comes up often enough in scoping calls that it deserves a proper answer. No thought leadership, no reheated press releases.
- 18 Aug 2026AI
Evaluating RAG Pipelines in Production: Beyond Vibes and Demo Questions
If your evaluation strategy is asking the bot five questions you already know the answer to, you are flying blind in production.
10 min - 12 Aug 2026Web Development
Mastering Next.js App Router: Caching, Server Components, and State
The App Router fundamentally changes how full-stack applications handle data flow. Here is the architectural mental model to avoid common production pitfalls.
9 min - 10 Aug 2026AI
AI Agents vs Deterministic Workflows: When Autonomy Breaks Down
Autonomous agents sound futuristic until they loop in production. Here is where probabilistic decision-making belongs — and where it costs you money.
8 min - 04 Aug 2026Engineering
Why Vector Search Alone Fails in Production RAG
Semantic similarity sounds great until your user searches for an exact invoice number, product SKU, or acronym.
7 min - 01 Aug 2026Engineering
Database Indexing Strategies Every SaaS Developer Needs to Know
Slow queries are rarely a database engine problem. They are almost always missing compound indexes, sequential scans, and unoptimized join keys.
10 min - 28 Jul 2026AI
How AI Chatbots Actually Improve Customer Support
Most support bots fail for the same two reasons. Both are fixable, and neither is about the model you picked.
7 min - 22 Jul 2026Software Development
Low-Code Internal Tools vs Custom Portals: The Hidden TCO
Low-code platforms let you build internal tools in hours, but per-user pricing and brittle integrations can become a quiet tax as you scale.
6 min - 20 Jul 2026Software Development
Multi-Tenant SaaS Architecture: Database Isolation, Auth, and Security
Choosing between shared schemas, row-level security, and separate databases impacts your margins, compliance posture, and engineering velocity for years.
11 min - 14 Jul 2026Software Development
When Should a Business Build Custom Software?
Custom software is the right answer less often than developers suggest and more often than software vendors admit. Here is how to tell.
8 min - 06 Jul 2026Business Automation
How to Actually Calculate ROI on Business Automation
Automating a task just because it is repetitive is a great way to waste engineering hours. Here is the math to run before writing any code.
6 min - 30 Jun 2026AI
RAG vs Fine-Tuning: What Should You Actually Use?
They solve different problems. Choosing wrongly is the most common and most expensive AI mistake we see.
9 min - 23 Jun 2026Product
The Real Cost of Technical Debt in Early-Stage Startups
Technical debt is not bad code; it is an unhedged loan against your future development velocity. Here is how to manage it deliberately.
7 min - 16 Jun 2026Web Development
How Much Does a Custom Business Website Really Cost?
Why quotes for the same brief differ by a factor of ten, and how to read the difference.
7 min - 08 Jun 2026Product
The Death of Manual QA: Modern End-to-End Testing Strategies
Manual regression testing bottlenecks releases and burns team morale. Here is how modern teams run reliable, fast automated test suites.
8 min - 27 May 2026Business Automation
5 Business Processes You Can Automate Today
None of these need AI, a platform migration, or a three-month project. All five are usually a week or less.
6 min - 12 May 2026Engineering
What "Production-Ready" Actually Means
A working demo and a production system differ by a checklist. Here is the one we hold ourselves to.
7 min - 24 Apr 2026Product
Scoping an MVP Without Building the Wrong Thing
Most MVPs fail by being too broad, not too small. Cut features, never quality.
6 min
HAVE A PROBLEM WORTH SOLVING?
Tell us what you're trying to build, improve, or automate. We'll help turn it into a practical technology solution.
No sales pressure. Just a conversation about your project.