Use-case stack · embedded makers

Hardware log triage

Turn serial dumps, dmesg, and PlatformIO errors into ordered debug steps.

Paste logs + platformio.ini. Demand version conflicts before rewrites. Measure power and wiring yourself.

Preferred / primary

Hybrid Coding

Not a chat product — the PlatformIO toolchain paired with an LLM for ESP32/Arduino triage.

In this stack: Build system of record; paste ini + log.

Details Site

Web LLM / chat

Anthropic models strong at long-context writing, code review, and careful analysis.

In this stack: Ordered debug steps from logs.

Details Site

Web Coding

Developer-oriented search/chat for errors, APIs, and how-tos.

In this stack: Error/API search.

Details Site

Web LLM / chat

OpenAI’s mainstream chat + tools product for writing, code, and analysis.

In this stack: Quick decode of common faults.

Details Site

Web LLM / chat

Strong cost/performance chat and coding models popular for technical work.

In this stack: Budget coding/log help.

Details Site

App / desktop Coding

AI-first code editor (VS Code lineage) for multi-file refactors and agents.

In this stack: Apply fixes in a real repo after diagnosis.

Details Site

Hybrid Coding

CLI pair-programmer that commits git diffs with LLMs.

In this stack: Git-native patch application.

Details Site

Stacks are editorial starting points — swap tools when policy, budget, or hardware demands it.