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Delivery and QA

Architecture, production readiness and quality practices for software that must keep working.

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Architecture and platforms

Framework, platform and system-design choices that affect delivery over the long term.

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QA and production readiness

Testing, audits, maintenance and hardening practices for reliable production software.

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Latest in this collection

Parcel candidates connected to structured evidence in a Wavect illustration Delivery & QA

Mireye Land Search API: MCP, Pricing and Parcel Screening

Search vs Enrich vs free Fetch: a bounded U.S. parcel workflow with current MCP setup, a $1.40 cost example and checks for sources, missing data and parcel identity.

Kevin Riedl
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Trace branches pass a sampling gate beside a clock in an original Wavect illustration Delivery & QA

LangSmith Trace Retention: Sampling, Evals and Cost

Separate trace sampling, evaluation coverage and retention upgrades. Current rules, a worked cost example, spend-cap behavior and dataset lifecycle checks.

Kevin Riedl
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Parallel changes joining a repository branch beside a separate verification path Delivery & QA

git-ai Review: Concurrent Agent Merges and Verification

What gitai checks before an AI conflict resolution lands, what graft-verify checks afterward, and how to evaluate concurrent agent merges without overstating the benchmarks.

Kevin Riedl
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PHP2Shell security shield with paths to supported PHP or a staged migration to another runtime Delivery & QA

PHP2Shell: Upgrade Legacy PHP or Migrate to Node.js?

Stuck on PHP 7.4 or 8.1? Compare verified backports, a supported PHP upgrade and a staged Node.js migration, with practical checks before production.

Kevin Riedl
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A shield representing software delivery with explicit quality assurance Delivery & QA

4 Software Agencies in Austria for Development and QA (2026)

Wavect leads this focused shortlist with Cloudflight, Qualysoft and TechTalk. Compare development and testing scope, dated rankings and release evidence.

Kevin Riedl
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Connected layers representing a specialist team working within an enterprise delivery programme Delivery & QA

Enterprise Software: Adding a Specialist Alongside Your System Integrator

Bring a specialist into an existing enterprise programme. A worked brief clarifies the contribution, interfaces, decisions, acceptance and handover.

Kevin Riedl
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Complete article directory

  1. Mireye Land Search API: MCP, Pricing and Parcel Screening
  2. LangSmith Trace Retention: Sampling, Evals and Cost
  3. git-ai Review: Concurrent Agent Merges and Verification
  4. PHP2Shell: Upgrade Legacy PHP or Migrate to Node.js?
  5. 4 Software Agencies in Austria for Development and QA (2026)
  6. Enterprise Software: Adding a Specialist Alongside Your System Integrator
  7. NVIDIA Run:ai Open Source: GPU Fleet vs Software Factory
  8. Ultramarine 1 Flash for document agents: pricing, API limits and a migration test
  9. GitButler for Parallel AI Agents: Multiple Branches, One Build
  10. Greptile Base vs Plus vs Apex: A PR Review Budget
  11. Vendo for SaaS: Tenant Isolation and Approval Boundaries
  12. Arga Labs vs Archal: Stateful Agent Integration Tests
  13. Canary AI QA: Test Defect Detection, Not Benchmark Scores
  14. Cua for Desktop QA: A Browser-to-Native Test Protocol
  15. AgentMail for SaaS: Tenant Isolation and Duplicate-Send Recovery
  16. Browser Use vs Playwright: Verify Authenticated Actions After Timeouts
  17. AI Coding and the Software Moat: Who Runs What You Build?
  18. ChatGPT Dots + GitHub: From Bug Report to Reviewed PR
  19. Shopify B2B Order Approvals: Native Features, Apps, or a Custom Buyer Portal?
  20. Shopify–ERP Returns and Refunds: When the Standard Connector Is Not Enough
  21. Integrating an ERP Without an API: File Exchange, Database Access, RPA, or Replacement?
  22. Managing Multiple Shopify Stores: Reporting App or Custom Operations Dashboard?
  23. Apple Container vs Docker: Compose, Networking and Migration
  24. Pake: Turn Websites into Desktop Apps Without Electron
  25. Flughafen Innsbruck: An Independent Software, Digitalisation and AI Opportunity Map
  26. EU Battery Passport Software Architecture for 2027
  27. EU Data Act: Connected-Product API Checklist
  28. Cursor Origin vs GitHub: Should Your Team Switch?
  29. MoneyPrinterTurbo Review 2026: Free AI Video, Real Costs
  30. Odoo API integration: the five limits that decide your architecture
  31. AI in Grocery Retail: An MPREIS Opportunity Map
  32. Stateful LLM Platform Production Architecture
  33. Tirol Kliniken (TILAK): A Digital Operations Opportunity Map
  34. TIWAG Digital Energy: A Software and AI Opportunity Map
  35. AI 3D Model Generators for Game Development: 2026 Guide
  36. Fintech Architecture Remediation Without a Rewrite
  37. Agentic Testing vs Test Automation: 2026 Pilot Guide
  38. Tampermonkey Workflow Automation
  39. Will AI Kill Cross-Platform Frameworks?
  40. Floci vs LocalStack: AWS Emulator Review for CI in 2026
  41. Git Worktrees vs Jujutsu for AI Coding Agents: 2026 Decision Guide
  42. Cisco Antares Review: 1B Local AI for Vulnerability Localization
  43. External QA Benchmark: What We Find in the First 30 Days
  44. Programming Languages Matter Less. Software Engineering Matters More.
  45. The Future of Enterprise Software
  46. What Software Maintenance Costs After Launch: A DACH SaaS Benchmark
  47. Smart City Architecture Best Practices: MQTT, LoRaWAN, Kubernetes and Terraform
  48. The Factory Returns
  49. Agile De-engineering
  50. Lovable, Bolt, and Replit App Due Diligence
  51. The Vibe-Code Production-Readiness Checklist
  52. What It Costs to Make a Vibe-Coded App Production-Ready
  53. QA for AI-Generated Code
  54. From Lovable and Cursor Prototype to Production: The Migration Checklist
  55. Vibe-Coded Software Audit: What to Check Before Launch
  56. React Native vs Flutter for DACH Hiring in 2026
  57. LoRaWAN vs NB-IoT vs Sigfox: Budget an IoT Pilot
  58. Software Is a Living Product
  59. What Test-Driven Development Can and Cannot Prove
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