High-level understanding pages for the AgentCanvas architect-search methods.
All methods sit on top of one shared substrate — the files contract. It governs iter-dir layout, parameter resolution, edit whitelist, profile schema, sentinel convention, and the backend wire format. Read this before diving into any specific method.
ADAS · meta-agent search (Hu et al. 2024)
archive of agents paper + project page
AFlow · MCTS over workflows (Zhang et al. 2024)
MCTS code-as-workflow
Paper analysis + the aflow port. Monte-Carlo tree search over
code-represented workflows; strongest MCTS-branch representative.
knowledge-distillation orchestrator · v1
THINK→EXP→DISTILL goal-driven termination
Project's own loop. Optimizes understanding against a user-authored
goal.md; agent-performance lift is a byproduct. Eight structured
working-memory files, no archive.
| Method | Upstream paper | Search shape | Skill-tree status |
|---|---|---|---|
| adas | ADAS — Hu et al. 2024 | Meta-agent search — LLM writes new agent code into an archive | Reference page here; active skill — mirror/adas-subagent/ |
| aflow | AFlow — Zhang et al. 2024 | MCTS over code-represented workflows | Active skill — mirror/aflow/ |
| myloop | Project's own — no upstream paper | Hard-paired THINK → EXPERIMENT → DISTILL; eight-file working memory; goal-driven termination | Active skill — mirror/myloop/ |
# Recommended: served as part of the docs/ dev server bash docs/run_dev.sh # then visit http://127.0.0.1:8092/aas/reference/index.html # (use the top "AAS" tab from any docs page) # Or open directly xdg-open docs/pages/aas/reference/index.html
Each method's algorithm.html is a copy of the
canonical file under .claude/commands/architect/<variant>/algorithm.html
(where the skill folder still ships one). The skill folder version travels with
the skill markdown; this site aggregates them for side-by-side reading. If a copy
drifts, the skill folder wins.
| Page | Source of truth |
|---|---|
adas/algorithm.html |
ADAS understanding page + bundled paper. Current port: adas-subagent (see mirror/adas-subagent/). |
aflow/algorithm.html |
.claude/commands/architect/aflow/algorithm.html |
myloop/algorithm.html |
.claude/commands/architect/myloop/algorithm.html |