Planning
5/5Authors the plans the squad builds from — each step sequenced, each dependency named before any file is touched.
Ada is the squad's planner agent. Given an issue and the relevant source, it produces an implementation specification that the executor and verifier agents act on.

Qwen3.6-27B-oQ8-mtp · measured 2026-06-04
Authors the plans the squad builds from — each step sequenced, each dependency named before any file is touched.
Produces specifications that define what gets built, what proves it worked, and what is explicitly out of scope.
Processes full source inputs rather than summaries; this is where specification-level assumptions are identified.
Traces call paths and identifies the difference between what a codebase does and what it claims to do.
Restored after re-quantization; see Field Notes.
The initial quantization shipped without the multi-token-prediction weights required by the vision path. The agent ran text-only.
A new quantization (8-bit with MTP preserved) restored the vision path. MTP fired on 73–88% of tokens in subsequent runs.
On a real specification task the planner produced a design that converged with the human reference and added a path-traversal check the reference omitted.
Producing plans the squad executes end-to-end with less manual threading.