Files
agentic-mobile-control/docs/CONSTITUTION.md
T
q792602257andClaude Sonnet 5 61ff3b425d feat(agent-runtime): add LLM-driven AI Planner with dual-provider tool calling
Replaces the stub Planner's fixed describe_screen/[] behavior with a real
decision-maker: AIPlanner uses native tool/function calling (Anthropic or
OpenAI, pluggable via AI_PLANNER_PROVIDER) to select exactly one grounded
action per turn, with an explicit finish_task(success, reason) tool for
completion/failure instead of an ambiguous "no tool call" signal. Default
disabled (AI_PLANNER_ENABLED=false) and additive; TaskRunner falls back to
the existing stub Planner unchanged when disabled.

Amends CONSTITUTION.md's Perception Boundary with one narrow exception:
only the AI Planner may receive the current step's raw screenshot bytes
alongside Scene, for vision-grounded coordinate grounding. Also fixes a
latent gap in TaskRunner.run(): observe/plan exceptions are now caught per
iteration and turned into a failed task with a failure_reason, instead of
propagating uncaught.

openspec change: ai-planner-runtime.

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
2026-07-12 13:48:50 +08:00

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1.9 KiB
Markdown

# Constitution
These invariants are durable project rules. Every future milestone change must
state in its `design.md` how it preserves them.
## Device Boundary
`Driver` is the only device-capability contract. Concrete drivers translate
external SDKs into that contract and do not own task, workflow, or planner
state.
Drivers are stateless with respect to agent tasks. A driver may hold a live
connection handle, but task memory, retries, plans, and workflow state belong
above the driver layer.
## Tool Boundary
`tools/` exposes device capabilities to the runtime. Tools call into
device/driver capabilities through abstractions and never import a concrete
driver such as `WDADriver`.
## Perception Boundary
`Scene` is the only perception artifact the LLM sees, with one narrow,
explicit exception: the runtime-layer AI `Planner` (and only that Planner)
may additionally receive the raw screenshot bytes for the current step,
alongside `Scene`, to support vision-grounded decision-making. No other
layer — `api`, `tools`, `perception`, `storage`, or any other LLM consumer —
may receive raw screenshot bytes; every other perception consumer still
receives `Scene` only. `Scene` itself is still produced exclusively through
`PerceptionProvider`, not by direct calls to OCR, UI tree parsing, or
`scene_builder` from runtime and API layers.
## Runtime Boundary
The Planner produces a plan. The Executor is the only component that calls
tools and handles retries for tool execution.
LLM dependencies enter at `runtime` through Planner behavior. HTTP and MCP
dependencies enter at `api`. No LLM, HTTP, or MCP dependency may appear in
`core`, `driver`, `device`, or `tools`.
## Change Discipline
Future changes must keep the dependency direction:
`core` -> `driver`/`device` -> `tools` -> `perception` -> `storage` -> `runtime`
-> `api`.
When a change needs a new external integration, add it at the adapter layer
that owns that concern, not at the domain or device boundary.