Blog

Practical insights into software, AI, infrastructure and security. Explore our latest articles or search the archive.

Latest articles

246 articles in the archive

Cloudflare AI Search vs Vectorize: Choose Your RAG Stack
Infrastructure Tutorials

Cloudflare AI Search vs Vectorize: Choose Your RAG Stack

Compare Cloudflare AI Search vs Vectorize for business retrieval. Assess ingestion, search quality, permissions, operating costs and handover.

Read article
Cloudflare AI Gateway vs LiteLLM: Which Gateway Should You Run?
Infrastructure Tutorials

Cloudflare AI Gateway vs LiteLLM: Which Gateway Should You Run?

Compare Cloudflare AI Gateway vs LiteLLM for your application. Assess hosting, access controls, routing, operational ownership and migration costs.

Read article
Vibe Coding Technical Debt: Repair or Rebuild Your App?
Programming Tutorials

Vibe Coding Technical Debt: Repair or Rebuild Your App?

Assess vibe coding technical debt before paying for a rebuild. Compare targeted repairs, release evidence, data migration and a maintainable handover.

Read article
MCP Server Development: Business Integrations and Costs
Artificial Intelligence

MCP Server Development: Business Integrations and Costs

Plan MCP server development for business systems. Compare existing connectors, custom tools, access controls, testing and costs before commissioning.

Read article
AI Automation ROI Measurement: Evaluate the Pilot
Artificial Intelligence

AI Automation ROI Measurement: Evaluate the Pilot

Use AI automation ROI measurement to compare accepted outcomes, staff effort and operating costs. Define a credible baseline before expanding a pilot.

Read article
AI Coding Agent Rollout: Repository Rules and Review
Programming Tutorials

AI Coding Agent Rollout: Repository Rules and Review

Plan an AI coding agent rollout around reproducible builds, scoped permissions and review capacity. Measure accepted changes and preserve release ownership.

Read article
Computer Use Automation: When Legacy Apps Have No API
Programming Tutorials

Computer Use Automation: When Legacy Apps Have No API

Evaluate computer use automation for legacy business applications. Compare API routes, UI reliability, permissions and recovery before commissioning.

Read article
AI Agent Observability: Diagnose Failed Business Tasks
Artificial Intelligence

AI Agent Observability: Diagnose Failed Business Tasks

Plan AI agent observability around task outcomes, tool calls and destination evidence. Define useful traces, safe logging, alerts and operational ownership.

Read article
RAG Data Freshness: Stop Serving Outdated Answers
Artificial Intelligence

RAG Data Freshness: Stop Serving Outdated Answers

Improve RAG data freshness with explicit update, deletion and reconciliation paths. Test source versions, access changes and evidence behind answers.

Read article

Direct engineering support

Have a system that needs more?

Tell us about the workflow, the constraints and the result you need.

A PROJECT STARTS WITH A CONVERSATION

Tell us what
you have in mind.

Share the outcome you need, your existing systems and any constraints. You don't need a technical specification to start.

If the form does not work, email us directly at contact@mecanik.dev

Direct engineering support

Direct technical collaboration.
A clear scope and accountable delivery.