Files
AILang/skills/fieldtest/SKILL.md
T
Brummel 72e54f4fd3 iter ext-rename: .ailx → .ail across the live toolchain
The surface-form file extension changes from .ailx to .ail. AILang's
authoring surface now uses the same .ail stem as its canonical JSON
form (.ail.json), giving the language a single coherent extension
family: .ail is the LLM-authored Form A, .ail.json is the canonical
JSON-AST Form B.

Scope (touched):
- 61 example renames examples/**/*.ailx → .ail (git mv)
- 1 rename experiments/.../rendered/ailx.md → ail.md
- 35 content-edited live-toolchain files (crates/, docs/DESIGN.md,
  docs/roadmap.md, docs/PROSE_ROUNDTRIP.md, skills/, bench/reference/*.c,
  experiment crates under experiments/.../{render,harness,master})
- Experiment-crate cohort rename Cohort::Ailx → Cohort::Ail,
  Form::Ailx → Form::Ail, per_cohort/ailx → per_cohort/ail,
  {form-only: ailx} → {form-only: ail}, ```ailx → ```ail

Out of scope (deliberately untouched, to preserve honest history):
- docs/journal-archive.md (content-frozen per CLAUDE.md)
- docs/journals/, docs/specs/, docs/plans/, bench/orchestrator-stats/
- experiments/.../runs/ (frozen LLM-output artefacts; models actually
  saw .ailx — renaming would falsify the experimental record)

Verification: cargo build/test --workspace green; experiment crate
cargo test green; bench/check.py + compile_check.py + cross_lang.py
all 0-regressed; negative grep for ailx|Ailx|AILX outside the
out-of-scope paths returns zero matches.

Opens immediate follow-up: roadmap.md P2 todo `ail check`/build/run
accept .ail extension — after this rename, .ail is canonical
authoring surface but the CLI still produces a misleading JSON-parse
error on `ail check foo.ail`. That's the next iter.
2026-05-12 14:20:27 +02:00

6.4 KiB

name, description
name description
fieldtest Boss-dispatched only, after audit closes clean (or with ratified drift only), when the orchestrator judges the iteration is complete and wants a field test. Picks 2-4 real-world programming tasks within the milestone's scope, implements each in the AIL Surface form (.ail — not raw JSON), runs the resulting binaries, and writes a friction-and-bug spec to docs/specs/<date>-fieldtest-<milestone>.md. The spec feeds the next plan as a reference. Implementer simulates a downstream LLM that has only DESIGN.md plus the public examples — never the language's own implementation.

fieldtest — LLM-usability field test for a shipped milestone

Violating the letter of these rules is violating the spirit.

Overview

audit measures drift between DESIGN.md and what the codebase claims to do. fieldtest measures something audit cannot: whether the language, as it now ships, is usable by an LLM author who has only DESIGN.md and public examples to work from. The shipping LLM-author is the user of AILang. If a freshly shipped feature is awkward for that author to reach for, or if DESIGN.md leaves a corner ambiguous that real code immediately exercises, the milestone has shipped a latent debt — even when audit reports clean.

The skill produces a friction-and-bug spec that the next iteration's planner consumes as a reference. The spec sits next to milestone-design specs at docs/specs/<date>-fieldtest-<milestone>.md.

The substantive process — read DESIGN.md + JOURNAL + milestone spec, pick 2-4 real-world programming tasks per milestone axis, implement each in .ail Surface form, run via ail check/build/run, classify findings, write the spec — lives in agents/ailang-fieldtester.md. That file also carries the spec template, the source-isolation discipline (no reading under crates/, runtime/, bench/), and the per-finding classification rules. This skill file only governs trigger, dispatch, and handoff.

When to Use / Skipping

Triggers:

  • Boss-dispatched after audit closes cleanly, when the orchestrator believes the iteration is correct and wants a field test. The pre-condition is a clean (or ratify-d) audit; the trigger is the Boss's judgment-call that the iteration is complete.
  • A shipped feature is suspected of being LLM-hostile in some way the earlier brainstorm could not foresee.
  • A user-facing surface change (Decision 6, schema rev, new effect/typeclass mechanic) has just landed.

Findings cluster around two shapes — simple bugs (route via debugimplement mini) or catastrophic architecture problems (route via next brainstorm). Friction and spec-gap items are also possible; the routing table below applies in all cases.

Skipping is permitted only for:

  • Bug-fix iterations (use debug).
  • Tidy iterations whose scope is purely internal cleanup with zero surface impact.
  • Iterations whose entire scope is documentation in docs/.

Skipping is not permitted for:

  • A milestone that introduced or changed surface syntax, schema, effects, types, modes, or any user-visible diagnostic.
  • A milestone whose JOURNAL entry claims "LLM author can now write X". fieldtest is the gate that empirically substantiates such claims; an unverified claim is drift.

The Iron Law

THE FIELDTESTER WORKS FROM DESIGN.MD AND PUBLIC EXAMPLES — NOT FROM THE COMPILER SOURCE.
EVERY EXAMPLE IS WRITTEN IN .ail (SURFACE) FIRST. RAW .ail.json IS NEVER HAND-AUTHORED.
EVERY FRICTION POINT AND BUG IS RECORDED. NONE IS WORKED AROUND.

The first clause is load-bearing: the whole point of the field test is to simulate a downstream LLM author who has only the specification and the example corpus. The agent file enforces this with a hard path allowlist; the orchestrator must trust that contract and not feed the agent compiler-internal hints in the carrier.

Dispatch

Dispatch ailang-fieldtester with the carrier from the Handoff Contract below. The agent picks 2-4 examples (one per axis the milestone touched), implements them in .ail, runs them through the public ail CLI, classifies findings, and writes the spec. All artefacts (fixtures + spec) stay in the working tree as unstaged changes; the Boss commits them after reviewing the report (suggested commit subject: fieldtest: <milestone> — <N> examples, <K> findings).

Two to four examples is the right size. One is too few (no signal on variation); five is too many for one report to stay readable.

Handoff Contract

fieldtest consumes (from orchestrator at milestone close):

Field Content
milestone_id e.g. milestone-22
milestone_scope 1-3 sentences naming what shipped
axis_hints bullet list, one per milestone axis the test should probe
commit_range <prev-milestone-close>..HEAD

fieldtest produces:

Field Content
spec_path docs/specs/<date>-fieldtest-<milestone>.md
examples_added list of .ail paths committed
findings list, each with class (bug / friction / spec_gap / working) + recommendation
status clean / friction_found / bugs_found / infra_blocked

The orchestrator drives downstream:

  • bugdebug (RED-first; GREEN via implement mini-mode)
  • friction → next brainstorm or a tidy iteration via planner
  • spec_gap → ratify in JOURNAL + DESIGN.md, or tighten DESIGN.md
  • working → carry-on (worth recording, no follow-up)

fieldtest does NOT self-resolve.

Cross-references

  • Agent dispatched: skills/fieldtest/agents/ailang-fieldtester.md — carries the five-phase process, the Iron Law in operational form, the spec template, the per-finding classification rules, the Common Rationalisations table, and the Red Flags list.
  • Upstream gate: skills/audit/SKILL.md runs first; fieldtest comes after a clean (or ratified) audit.
  • Cadence ordering: fieldtest runs before skills/docwriter/SKILL.md; docwriter happens at a later, longer stability window.
  • Downstream targets:
    • skills/debug/SKILL.md — for each bug finding
    • skills/brainstorm/SKILL.md or skills/planner/SKILL.md — for friction and spec_gap findings worth a follow-up iteration
  • Project source: docs/DESIGN.md "Feature-acceptance criterion" — the field test is the empirical complement to brainstorm's prospective application of that criterion. Brainstorm asks "would an LLM author reach for this?"; fieldtest asks "did one?"