When Your AI Coding Assistant Over-Defends: A Model Swap Strategy That Actually Works
GPT-6 Astra's defensive coding style broke multi-agent pipelines. Here's how to build a hosted test harness to verify whether switching models actually fixed it.
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Practical guides
Building a Multi-Role Service Dispatch App Without a Native App or External Cloud
How an indie developer can use AI coding assistants to ship a family-order → dispatcher → worker → audit chain as a hosted web app, no app store required.
From Vibe Coding to Live URL: Closing the Gap Between Local and Hosted
The copy-paste debug cycle is gone. The new friction is the jump from 'it works here' to 'it works at a real URL'. Here's what that gap looks like and how to close it.
Streaming LLM Output Into a Live Table Without the Half-Parsed Garbage
A resume line about streaming table rendering hides a real problem. Here's the half you can actually ship, and the half where structured parsing falls apart.
The reusable half of a natural-language-to-VBA tool is the plumbing, not the model call
Rebuilding FormulaAI's VBA generator as a hosted Python endpoint: schema-aware prompts, a request ledger, and the honest line at Excel execution.
The AI Tuned a Hair-Edge Algorithm for an Hour. The Reusable Part Was the Test Harness.
An ID-photo segmentation loop, rebuilt as a hosted Python endpoint, a SQLite version ledger, and an HTML before/after board so you can actually tell which version got better.
The Idempotency Layer AI Coding Tools Keep Skipping
AI writes the happy-path handler fast. The retry-safe boundary in front of it is still yours. Here's a small hosted key-store that stops double-charging.
The Demo Was the Easy Part: Hosting an AI-Built Game and Giving It a Real Leaderboard
A browser game built in a day across three models is impressive. The reusable move is what survives the refresh: static hosting plus a small Python-and-SQLite score layer.
The AI-Coding Balance Aggregator, Split Honestly: What Rebuilds on a Hosted Platform and What Can't
MyTokenDashboard keeps credentials on-device. But its fetcher, endpoint map, and dashboard rebuild cleanly on VicroCode — if you respect the credential boundary.