How it works
How Flash turns your project into board-aware firmware.
Flash isn't a chat box. It reads your hardware, builds deterministic context, and works the build–flash–debug loop on your exact board.
The pipeline
Ingest the board
Schematics and datasheets become a structured board model — pins, buses, peripherals, clocks, and memory.
Build deterministic context
A no-LLM pipeline distills your project into compact, reproducible engineering context before any model runs.
Generate for your board
Local or private AI writes drivers, init, and changes mapped to your SDK, build system, and pin map.
Build, flash, debug
Flash runs the build, flashes the target, and reads the serial loop — feeding results back until it works.
Under the hood
Hardware context engine
The model everything else reads from: board, firmware, and the evidence behind each fact.
Schematic ingestion
Turn your schematic into a structured board model — pins, nets, buses, and peripherals.
Datasheet intelligence
Answers grounded in the datasheet, with citations — not a model's fuzzy memory.
Hardware interaction
Build, flash, and watch the serial loop, with output fed back into the agent.
Agent orchestration
AdvancedSpecialized agents, execution modes, and model routing for each step.
The context layer that ties these together is deterministic: pure static analysis, reproducible and auditable, with no language model guessing about your board.