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Get Started Free →Delegate well-scoped coding issues to a SWE-AF node as a cheap sub-harness via implement_issue, then collect and merge the returned branches. Use when the user asks to offload, delegate, or fan out scoped tasks to SWE-AF / swe-planner / swe-fast, or when several independent, fully-specified changes could run in parallel without burning main-harness tokens.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-06 | ✗→✓ | ▲ Improved | -9% | 0% |
| case-10 | ✗→✓ | ▲ Improved | 24% | 0% |
| case-12 | ✗→✓ | ▲ Improved | 2% | 0% |
| case-13 | ✗→✓ | ▲ Improved | 6% | 0% |
| case-19 | ✗→✓ | ▲ Improved | 26% | 0% |
You are the main harness. SWE-AF is the sub-harness: it implements one fully-scoped issue per call on an isolated branch, using cheap models, and hands the branch back. You keep planning, merging, review, and CI.
Delegate an issue only when ALL of these hold:
the acceptance criteria without the sub-harness needing to plan anything.
another delegation or with your own uncommitted work).
has at least one commit.
Do NOT delegate: vague feature requests (use swe-planner.build instead), changes to files you are editing yourself right now, or anything whose spec you'd have to guess. Garbage spec in → garbage branch out.
bash# Control plane up and the node registered? curl -s ${AGENTFIELD_SERVER:-http://localhost:8080}/api/v1/nodes | grep -o '"swe-[a-z-]*"' | sort -u
Pick the node (swe-planner, swe-fast, or the -go twins — the implement_issue surface is identical). If an X-API-Key is configured for the control plane, add -H "X-API-Key: $AGENTFIELD_API_KEY" to every curl.
Write the spec from YOUR context — the whole point is that the sub-harness skips planning. Required: title, description. Strongly recommended: acceptance_criteria (verifier checks these), files_to_modify / files_to_create, testing_strategy. Set needs_deeper_qa: true only for risky/interface-heavy changes (doubles the review cost per iteration).
Commit (or at least be aware of) your local state first: the issue branch is created from the committed base, so your uncommitted edits are invisible to it.
bashcurl -s -X POST ${AGENTFIELD_SERVER:-http://localhost:8080}/api/v1/execute/async/swe-planner.implement_issue \ -H "Content-Type: application/json" \ -d @issue.json
with issue.json shaped like:
json{ "input": { "issue": { "title": "...", "description": "...", "acceptance_criteria": ["..."], "files_to_modify": ["..."], "testing_strategy": "..." }, "repo_path": "/abs/path/to/checkout", "base_branch": "main", "config": { "models": { "default": "haiku" } } } }
Capture execution_id from the 202 response. Track every in-flight delegation in your todo list (one item per execution_id).
Cap fan-out at 3 concurrent delegations per repo unless the user explicitly asks for more — each one is a paid multi-agent run, and an unbounded loop of delegations is a surprise bill. Never re-fire a delegation just because it is slow; poll it.
bash# Terminal status + result curl -s $SERVER/api/v1/executions/<execution_id> # Live agent notes (what the coder/reviewer are doing) curl -s $SERVER/api/v1/executions/<execution_id>/notes
Poll on a backoff (30–60s is plenty; a typical issue lands in 10–30 min). Batch-check several: POST /api/v1/executions/batch-status with {"execution_ids": [...]}.
The execution's result is an IssueBuildResult:
success: true → branch holds the implementation(issue/<build_id>-<slug>). Review the diff yourself (git diff main...<branch>), run YOUR test gate, then merge: git merge --no-ff <branch> (or cherry-pick), and delete the branch.
success: false with a branch → partial work was salvaged. Triage:read verification / debt_items / error_message, then either fix forward on the branch yourself, re-delegate with a sharpened spec, or drop the branch (git branch -D).
success: false with branch: "" → nothing usable was produced; thesub-harness already cleaned up. Sharpen the spec before retrying — do not retry verbatim.
After merging all accepted branches, run the project's full test suite once yourself before reporting done. The sub-harness verifier is a per-issue check, not your integration gate.
Other measured skills in the registry, with their headline benchmark lift.