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QA and production readiness

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

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Delivery and QA

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Latest in this collection

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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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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Stacked document shapes illustrating an Ultramarine 1 Flash document-agent evaluation Delivery & QA

Ultramarine 1 Flash for document agents: pricing, API limits and a migration test

The 60x claim gets attention. Document fidelity, API compatibility and human review decide whether switching actually pays.

Kevin Riedl
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Greptile Base vs Plus vs Apex: A PR Review Budget Delivery & QA

Greptile Base vs Plus vs Apex: A PR Review Budget

Choose Greptile review depth by change risk. Compare credits, monorepo rules and a pilot that measures verified findings and human triage time.

Kevin Riedl
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Arga Labs vs Archal: Stateful Agent Integration Tests Delivery & QA

Arga Labs vs Archal: Stateful Agent Integration Tests

Compare Arga and Archal for repeatable integration tests. Use a GitHub-to-Slack protocol covering duplicate events, interrupted runs and forbidden writes.

Kevin Riedl
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Canary AI QA: Test Defect Detection, Not Benchmark Scores Delivery & QA

Canary AI QA: Test Defect Detection, Not Benchmark Scores

Evaluate Canary alongside Claude Code or Codex with known defects, clean controls and independent checks. Understand what QA-Bench v0 actually measures.

Kevin Riedl
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Complete article directory

  1. LangSmith Trace Retention: Sampling, Evals and Cost
  2. 4 Software Agencies in Austria for Development and QA (2026)
  3. Ultramarine 1 Flash for document agents: pricing, API limits and a migration test
  4. Greptile Base vs Plus vs Apex: A PR Review Budget
  5. Arga Labs vs Archal: Stateful Agent Integration Tests
  6. Canary AI QA: Test Defect Detection, Not Benchmark Scores
  7. Cua for Desktop QA: A Browser-to-Native Test Protocol
  8. Browser Use vs Playwright: Verify Authenticated Actions After Timeouts
  9. ChatGPT Dots + GitHub: From Bug Report to Reviewed PR
  10. Agentic Testing vs Test Automation: 2026 Pilot Guide
  11. Cisco Antares Review: 1B Local AI for Vulnerability Localization
  12. External QA Benchmark: What We Find in the First 30 Days
  13. What Software Maintenance Costs After Launch: A DACH SaaS Benchmark
  14. Agile De-engineering
  15. Lovable, Bolt, and Replit App Due Diligence
  16. The Vibe-Code Production-Readiness Checklist
  17. What It Costs to Make a Vibe-Coded App Production-Ready
  18. QA for AI-Generated Code
  19. From Lovable and Cursor Prototype to Production: The Migration Checklist
  20. Vibe-Coded Software Audit: What to Check Before Launch
  21. What Test-Driven Development Can and Cannot Prove
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