Practical decisions for AI and software
Technical guides to choose models, verify software and plan delivery.
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New comparisons, practical guides and engineering lessons.
Delivery & QAManaging Multiple Shopify Stores: Reporting App or Custom Operations Dashboard?
Reporting shows a delivery problem. An operational workflow gives it an owner and a verified outcome. Compare existing tools, extensions and custom work using the MyMerch case and 14 proposed tests.
AI & AgentsDeerFlow 2.0: Docker Setup, Sandboxes and Memory
A practical DeerFlow guide beyond the launch claims: configure Docker, understand shared sandboxes, troubleshoot memory and define production acceptance checks.
Delivery & QAApple Container vs Docker: Compose, Networking and Migration
Can Apple Container replace Docker on your Mac? Check Compose and Docker API dependencies, fix localhost assumptions, preserve data and pilot the switch.
AI & AgentsCLM-8B Self-Hosting: vLLM, Action Cache and Verifiers
A source-checked deployment guide to CLM-8B: the full encoder behind the small heads, reusable candidates, private APIs and verifier evaluation limits.
AI & AgentsAnyJev: LLM Calibration and Option-Order Bias
A deeper look at Nokia’s AnyJev: why stable answers are not calibrated probabilities, what version 0.2.0 changes and how to evaluate a real router.
Business & RegulationSoftware Agencies in Austria & Vienna for Existing Products
Already have users? Compare Wavect, 9Y, bitsfabrik, craftworks and sclable for the next releases of an existing product, with sourced facts and an explicit publisher disclosure.
AI & AgentsLiteAgents SDK: Per-Turn Routing, Setup and Migration
One agent, different models: a source-checked guide to LiteAgents setup, custom routing, Jev fallbacks and migration without assuming identical tools or permissions.
AI & Agentsmcp-memory-service: Shared Memory for Claude Code and Cursor
Stop reconstructing project decisions when you switch coding tools. A practical shared-memory setup with client configs, debugging checks and clear privacy boundaries.
AI & AgentsClaude Opus 5.5: Best Uses, Prompts and Effort Settings
Where Opus 5.5 is worth trying, what to ask it to deliver and how to verify the result. Five practical workflows, copy-ready prompts and a cost-per-accepted-task pilot.
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