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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

A circular arrow connects saving, loading and verifying a session Delivery & QA

Can Claude Fable 5.2 resume your saved agent sessions?

A worker restarts between an invoice lookup and the answer. Test which parts of the conversation survive your database, model upgrade and rollback.

Kevin Riedl
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A circular arrow connects tracing a defect, changing code and verifying the result Delivery & QA

A 2026 AI agent development stack, tested on a frontend regression

One click exposes a bug that a first-page screenshot misses. Follow the evidence from a ChunkHound search through a Pi workflow to a repeatable browser check.

Kevin Riedl
Read
One Git change branches into two paths, retry.go and retry_test.go Delivery & QA

Alibaba Open Code Review returned no comments. Which files did it check?

One invoice, two retry keys. See why Alibaba’s CLI selected the code but skipped the test that changed the payment contract.

Kevin Riedl
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A water meter dial with a regular reading and a separate leak alert Delivery & QA

How can a water utility field-test a LoRaWAN meter reading and leak alarm?

A water meter can deliver a reading while its leak alarm is still untested. What to ask a supplier to show at two sites before placing a larger order.

Kevin Riedl
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Two delivery paths meet at one checked acceptance point Delivery & QA

Both software vendors say they’re done. What should you test before signing off?

A customer paid and the operator had no order. Follow one transaction across two systems and decide what evidence is worth asking for before release.

Kevin Riedl
Read
Layered geometric frames representing a reference image becoming editable 3D code Delivery & QA

img2threejs: Turn an image into editable Three.js code

Start with the GitHub skill, inspect its TypeScript output and test the changes your browser prototype needs. Includes setup and a practical reconstruction prompt.

Kevin Riedl
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Complete article directory

  1. Can Claude Fable 5.2 resume your saved agent sessions?
  2. A 2026 AI agent development stack, tested on a frontend regression
  3. Alibaba Open Code Review returned no comments. Which files did it check?
  4. How can a water utility field-test a LoRaWAN meter reading and leak alarm?
  5. Both software vendors say they’re done. What should you test before signing off?
  6. img2threejs: Turn an image into editable Three.js code
  7. Organoid: AI material specification with evidence attached
  8. ING-B: AI for electrical engineering document review
  9. README ZIP malware: review the actual AI tool install
  10. AI-generated Odoo modules: audit the business contract
  11. Odoo migration acceptance: reconcile records and balances
  12. Odoo + n8n: retry order creation without duplicates
  13. HubSpot and Odoo: who may change customer data?
  14. Odoo AI agent tests: validate saved activities
  15. Odoo 20 permissions migration: test company isolation
  16. Odoo email and PDF quotations: review products and prices first
  17. Supplier updates in Odoo: rules, n8n or an AI agent?
  18. Odoo 19 to 20 AI: what must you reaccept?
  19. Odoo invoice OCR: when do you need an exception workflow?
  20. Odoo AI import mapping: validate supplier prices
  21. Odoo Online to Odoo.sh: prove the integration requirement first
  22. Odoo customer portal: when to configure, extend or build
  23. SAP Business One to Odoo: how much history should move?
  24. Odoo BMD export: reconcile the batch before monthly handoff
  25. NestJS MCP: Add the Official Module to Your Existing Backend
  26. Lovable Data Exposure: How to Prove a Permissions Fix
  27. Figma Weave and Figma Design: Choose the Right Connection
  28. Craft Anything: How to Check a Website Rebuild
  29. Google’s Elephant-Goldfish Model: Review the Plan Before Code
  30. OpenMontage: Turn Your Coding Agent into a Video Workflow
  31. Mireye Land Search API: MCP, Pricing and Parcel Screening
  32. LangSmith Trace Retention: Sampling, Evals and Cost
  33. git-ai Review: Concurrent Agent Merges and Verification
  34. PHP2Shell: Upgrade Legacy PHP or Migrate to Node.js?
  35. Software Agencies Austria: A 2027 Development and QA Guide
  36. Enterprise Software: Adding a Specialist Alongside Your System Integrator
  37. NVIDIA Run:ai Open Source: GPU Fleet vs Software Factory
  38. Ultramarine 1 Flash for document agents: pricing, API limits and a migration test
  39. GitButler for Parallel AI Agents: Multiple Branches, One Build
  40. Greptile Base vs Plus vs Apex: A PR Review Budget
  41. Vendo for SaaS: Tenant Isolation and Approval Boundaries
  42. Arga Labs vs Archal: Stateful Agent Integration Tests
  43. Canary AI QA: Test Defect Detection, Not Benchmark Scores
  44. Cua for Desktop QA: A Browser-to-Native Test Protocol
  45. AgentMail for SaaS: Tenant Isolation and Duplicate-Send Recovery
  46. Browser Use vs Playwright: Verify Authenticated Actions After Timeouts
  47. AI Coding and the Software Moat: Who Runs What You Build?
  48. ChatGPT Dots + GitHub: From Bug Report to Reviewed PR
  49. Shopify B2B Order Approvals: Native Features, Apps, or a Custom Buyer Portal?
  50. Shopify–ERP Returns and Refunds: When the Standard Connector Is Not Enough
  51. Integrating an ERP Without an API: File Exchange, Database Access, RPA, or Replacement?
  52. Managing Multiple Shopify Stores: Reporting App or Custom Operations Dashboard?
  53. Apple Container vs Docker: Compose, Networking and Migration
  54. Pake: Turn Websites into Desktop Apps Without Electron
  55. Flughafen Innsbruck: An Independent Software, Digitalisation and AI Opportunity Map
  56. EU Battery Passport Software Architecture for 2027
  57. EU Data Act: Connected-Product API Checklist
  58. Cursor Origin vs GitHub: Should Your Team Switch?
  59. MoneyPrinterTurbo Review 2026: Free AI Video, Real Costs
  60. Odoo API integration: the five limits that decide your architecture
  61. AI in Grocery Retail: An MPREIS Opportunity Map
  62. Stateful LLM Platform Production Architecture
  63. Tirol Kliniken (TILAK): A Digital Operations Opportunity Map
  64. TIWAG Digital Energy: A Software and AI Opportunity Map
  65. AI 3D Model Generators for Game Development: 2026 Guide
  66. Fintech Architecture Remediation Without a Rewrite
  67. Agentic Testing vs Test Automation: 2026 Pilot Guide
  68. Tampermonkey Workflow Automation
  69. Will AI Kill Cross-Platform Frameworks?
  70. Floci vs LocalStack: AWS Emulator Review for CI in 2026
  71. OpenAI Eval Sandbox Escape: 12 Controls Before You Test a Cyber Agent
  72. Git Worktrees vs Jujutsu for AI Coding Agents: 2026 Decision Guide
  73. Cisco Antares Review: 1B Local AI for Vulnerability Localization
  74. External QA Benchmark: What We Find in the First 30 Days
  75. Programming Languages Matter Less. Software Engineering Matters More.
  76. The Future of Enterprise Software
  77. What Software Maintenance Costs After Launch: A DACH SaaS Benchmark
  78. Smart City Architecture Best Practices: MQTT, LoRaWAN, Kubernetes and Terraform
  79. The Factory Returns
  80. Agile De-engineering
  81. Lovable, Bolt, and Replit App Due Diligence
  82. The Vibe-Code Production-Readiness Checklist
  83. What It Costs to Make a Vibe-Coded App Production-Ready
  84. QA for AI-Generated Code
  85. From Lovable and Cursor Prototype to Production: The Migration Checklist
  86. Vibe-Coded Software Audit: What to Check Before Launch
  87. React Native vs Flutter for DACH Hiring in 2026
  88. LoRaWAN vs NB-IoT vs Sigfox: Budget an IoT Pilot
  89. Software Is a Living Product
  90. What Test-Driven Development Can and Cannot Prove
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