Cloning the Durable Half of a Support-Page Generator on VicroCode
A build debrief: hosted compliance pages, a hand-editable SQLite feedback ledger, and an agent-callable register endpoint — minus the email piece, which isn't ours to run.
AI Market Guide
Evidence-based AI market signals, coding demand, and practical growth cases for builders.
Practical guides
The client-side AI tool is a trap: lessons from a Chrome extension that never became a SaaS
A cross-border seller's tool died as a browser extension. The real fix — hosted backend, async jobs, transparent usage — is buildable with VicroCode.
The Honest Prompt Library: Provenance Labels Over One-Click Promises
A GPT Image prompt collection got the discipline right: show the image, mark what's verified. Here's how to rebuild that as a hosted, searchable case library on VicroCode.
Owning the Schedule: A Login-Free FSRS Listening Trainer You Can Actually Rebuild
A builder debrief on splitting a blind-listening language trainer into hosted Python FSRS math, an editable SQLite review ledger, and a hosted HTML practice loop.
When Model Quotas Get Flaky, Build the Router: A Task-Routing Layer on VicroCode
Developers are burning quota fast and hopping between models mid-task. Here's a small routing-and-logging tool you can actually build and host on VicroCode.
The glue around the model is the real product: building an AI workspace you actually own
Independent builders keep rebuilding the same layer around AI models: prompt templates, model routing, result history, retries. Here is how to ship that layer on confirmed VicroCode pieces.
Building a Symbolic Derivation Service: When the Agent Shouldn't Do the Algebra
A SymPy-backed formula checker with residual verification, rollback-enabled sessions, and a searchable library—hosted in Python, not pushed through MCP.
The router mess is a design lesson: own your tool-calling layer
Outages, throttling, and shady middlemen keep breaking LLM apps. A look at what to own yourself, and how to build a thin, honest tool-calling backend on VicroCode.
The Small AI Tool Pattern: Model in the Middle, Quota at the Door
A look at why solo AI web tools keep landing on the same shape, and how to build the frontend, model backend, metering, and paywall on one platform.