Blog

LLM Routing: Static, Semantic and Dynamic Approaches

23 Sep 2026
9 min read

Compare static, semantic and dynamic LLM routing. Learn how to design routing evaluation, fallback and observability for production.

AI Agent Security: A Practical Guide for Engineering Leads

18 Aug 2026
12 min read

Secure AI agents with scoped access, tool validation, isolation and approval controls. Use a practical checklist to test boundaries and plan incident response.

AI Agent Pricing in 2026: What Does an AI Agent Cost?

13 Aug 2026
10 min read

Understand AI agent pricing across models, tools and operations. Use worked examples to compare platform fees and calculate the cost of a successful task.

Software Development Companies in Poland (2026): An Honest Comparison of 15 Partners

29 Jul 2026
13 min read

Stop choosing dev shops based on hourly rates. Learn how to evaluate Polish software partners by risk, delivery predictability, and long-term business ROI.

How to Replace a Developer

Replacing a developer takes more than finding the same stack. Protect access, capture knowledge and check that the new engineer...

When Should You Hire a QA Engineer?

Hire QA when important testing work exceeds your team's capacity. First check whether releases are waiting for testing, decisions or...

How Much Does a Developer Hiring Delay Cost?

An open developer role can cost more than recruitment fees. Calculate the effect on your team, subtract saved payroll and...

Should Your SaaS Build a ChatGPT Plugin? Test One Task First

A ChatGPT plugin is worth building when it completes a useful customer task. Test the workflow, access controls and business...

Hire an LLM Engineer: Look Beyond the Chatbot Demo

A polished chatbot demo does not establish production skill. Define the application boundary and ask for evidence of retrieval, integration,...

AI Vendor Lock-In: Test Your Exit Before You Sign

An export button does not prove your AI workflow can move. Test whether your team can restore its records, permissions...

Claude Code Rollout: What to Standardise Before Adding Seats

Verify billing identity, managed policy, approved environments and release boundaries before expanding Claude Code access. A working login is only...

Team AI Agents: Share the Knowledge, Not Every Permission

Share approved knowledge without sharing every permission. Compare shared instructions, hosted team agents and custom builds, then test who can...

AI Agent Memory: What to Remember and What to Forget

Shared agent memory can preserve useful context or spread outdated facts. Learn what to retain, how to correct it, and...

Staff Augmentation vs. Outcome-Based Engineering

Compare staff augmentation, dedicated teams and outcome-based engineering by delivery responsibility, total cost, acceptance criteria and handover.

How to Use AI at Work: Finish One Safe Task Today

Start using AI at work with one safe, checkable task. Follow a real Claude chat example, catch a plausible mistake,...

What a 96% AI Support Claim Means

A 96% no-escalation figure sounds irresistible. Here is how to compare AI support agents without confusing containment, customer outcomes and...