laya loop-taxonomy v1 corpus (5,280 train + 24 boundary drills)

README.md

@@ -0,0 +1,103 @@
+---
+license: apache-2.0
+task_categories:
+  - text-classification
+language:
+  - en
+pretty_name: Agent Task Classifier Dataset (laya loop-taxonomy v1)
+size_categories:
+  - 1K<n<10K
+tags:
+  - agent
+  - routing
+  - task-classification
+  - decision-model
+  - laya
+---
+
+# agent-task-classifier-dataset
+
+5,304 labeled English examples for training classifiers that map a user request (to a
+personal-assistant agent) to the **agent-loop shape** it demands — the skeleton of the
+high-level process a task of that kind must follow — rather than its topic.
+
+Companion model: [kumarabd1996/agent-task-classifier](https://huggingface.co/kumarabd1996/agent-task-classifier)
+(a fine-tuned [laya](https://huggingface.co/convaiinnovations/laya) checkpoint; 20/24 on the
+boundary drills included here, vs 8/24 for the untuned base).
+
+## The eleven labels
+
+| label | the loop it demands |
+|---|---|
+| `conversation` | answer/act directly — the default, safe fallback |
+| `diagnose` | find the cause of a specific malfunction or anomaly |
+| `research` | assemble understanding from investigation (multi-source, synthesis) |
+| `arrange` | commit a real-world arrangement — book, reserve, schedule, hire |
+| `acquire` | obtain a purchasable good, and verify it arrived |
+| `execute` | complete a known, externally-defined procedure (renew, file, claim) |
+| `make` | produce an artifact judged against a standard (tests, spec, taste) |
+| `tend` | review/maintain a standing concern (budget, health, home, wardrobe) |
+| `learn` | build the user's own ability over sessions (practice, tutoring) |
+| `companion` | inner-life support with no outcome in the world (reflection, therapy) |
+| `react` | urgent/deteriorating situation — act before full understanding |
+
+Two requests share a label iff they demand the same loop skeleton — same phases, same iteration
+driver, same exit criterion. Topic is irrelevant.
+
+## Format
+
+`train.jsonl` — one JSON object per line, laya's native training format:
+
+```json
+{"state": "<the request text>", "questions": {"loop": {"type": "choice", "instructions": "...", "criteria": {...}}}, "expected": {"loop": "<label>"}}
+```
+
+Continuations carry the request being continued, in the exact format used at inference:
+
+```
+Earlier request: <prior request>
+New request: <follow-up>
+```
+
+`eval_drills.jsonl` — 24 held-out boundary cases (info-vs-procedure, understanding-vs-commitment,
+urgency-vs-worry, artifact-vs-investigation). Never trained on; the model card reports against it.
+
+## Composition
+
+| source | items | license | note |
+|---|---|---|---|
+| MultiWOZ 2.1 | ~990 | permissive (research; Budzianowski et al. 2018) | human booking utterances + continuations (`arrange`) |
+| MASSIVE en-US | ~920 | CC-BY-4.0 (Amazon Science) | takeaway orders, transport bookings, sampled commands |
+| OASST2 (English) | ~1,060 | Apache-2.0 (OpenAssistant) | real prompts + continuations, model-labeled with the taxonomy spec, spot-audited |
+| Synthetic (this release) | ~2,315 | Apache-2.0 | all eleven labels incl. 34 hand-written boundary cases; labels by construction |
+| — continuation-form subsets | 1,056 total | — | `Earlier request: … / New request: …` examples across sources |
+
+Label distribution (after per-class caps, none above ~28%): arrange 1,500 · conversation 1,200 ·
+make 549 · diagnose 406 · acquire 404 · execute 292 · research 225 · learn 221 · companion 186 ·
+tend 174 · react 123.
+
+## Provenance and licensing
+
+- **MASSIVE**: Amazon Science, CC-BY-4.0 — attribution required and given.
+- **OASST2**: OpenAssistant Conversations Dataset, Apache-2.0.
+- **MultiWOZ 2.1**: Budzianowski et al., 2018; distributed for research use.
+- **Synthetic items**: generated for this release; scripts included
+  (`generate_synthetic.py`, `taxonomy_labels.py`) so the construction is reproducible.
+
+## Limitations
+
+- A large share of items is synthetic; template patterns bias the text distribution.
+- English only. The eleven labels are fixed; out-of-taxonomy requests resolve to `conversation`.
+- OASST2 labels are teacher-model labels following the taxonomy spec (spot-audited), not fully
+  human-verified. Labels for some continuation-of-ongoing-work patterns are under review for a
+  v1.1 revision.
+- **Privacy**: contains only public datasets and synthetic text. The maintainer's own evaluation
+  turns are deliberately excluded.
+
+## Example use
+
+```python
+import json
+from datasets import load_dataset
+ds = load_dataset("kumarabd1996/agent-task-classifier-dataset")
+```

eval_drills.jsonl

@@ -0,0 +1,24 @@
+{"state": "Why is my gateway restarting?", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"react": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window).", "acquire": "The outcome is possession of a purchasable good \u2014 buy, order, restock, replace.", "arrange": "The outcome is a commitment in the world with other parties or the calendar \u2014 book, reserve, schedule, hire, plan-to-commit.", "execute": "The request names a known, externally-defined procedure to be completed to submission or acceptance \u2014 renew, file, claim, apply, submit.", "make": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste).", "diagnose": "The outcome is the cause of a specific malfunction or anomaly.", "research": "The outcome is understanding assembled from investigation \u2014 multi-source, current, or synthesis-shaped.", "learn": "The outcome is the user's own ability, built over sessions \u2014 practice, tutoring, review.", "tend": "The request concerns the ongoing state of a standing concern \u2014 review, maintain, adjust; recurring or wake-arrived.", "companion": "Inner-life support with no outcome in the world \u2014 explicitly reflective or support-seeking.", "conversation": "Nothing above fits \u2014 questions, quick asks, lookups, chatter, micro-tasks."}}}, "expected": {"loop": "diagnose"}, "src": "drill", "id": "drill-0"}
+{"state": "How does our gateway routing work?", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"react": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window).", "acquire": "The outcome is possession of a purchasable good \u2014 buy, order, restock, replace.", "arrange": "The outcome is a commitment in the world with other parties or the calendar \u2014 book, reserve, schedule, hire, plan-to-commit.", "execute": "The request names a known, externally-defined procedure to be completed to submission or acceptance \u2014 renew, file, claim, apply, submit.", "make": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste).", "diagnose": "The outcome is the cause of a specific malfunction or anomaly.", "research": "The outcome is understanding assembled from investigation \u2014 multi-source, current, or synthesis-shaped.", "learn": "The outcome is the user's own ability, built over sessions \u2014 practice, tutoring, review.", "tend": "The request concerns the ongoing state of a standing concern \u2014 review, maintain, adjust; recurring or wake-arrived.", "companion": "Inner-life support with no outcome in the world \u2014 explicitly reflective or support-seeking.", "conversation": "Nothing above fits \u2014 questions, quick asks, lookups, chatter, micro-tasks."}}}, "expected": {"loop": "conversation"}, "src": "drill", "id": "drill-1"}
+{"state": "Book me a table for four, Saturday 8pm.", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"react": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window).", "acquire": "The outcome is possession of a purchasable good \u2014 buy, order, restock, replace.", "arrange": "The outcome is a commitment in the world with other parties or the calendar \u2014 book, reserve, schedule, hire, plan-to-commit.", "execute": "The request names a known, externally-defined procedure to be completed to submission or acceptance \u2014 renew, file, claim, apply, submit.", "make": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste).", "diagnose": "The outcome is the cause of a specific malfunction or anomaly.", "research": "The outcome is understanding assembled from investigation \u2014 multi-source, current, or synthesis-shaped.", "learn": "The outcome is the user's own ability, built over sessions \u2014 practice, tutoring, review.", "tend": "The request concerns the ongoing state of a standing concern \u2014 review, maintain, adjust; recurring or wake-arrived.", "companion": "Inner-life support with no outcome in the world \u2014 explicitly reflective or support-seeking.", "conversation": "Nothing above fits \u2014 questions, quick asks, lookups, chatter, micro-tasks."}}}, "expected": {"loop": "arrange"}, "src": "drill", "id": "drill-2"}
+{"state": "We're out of laundry detergent.", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"react": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window).", "acquire": "The outcome is possession of a purchasable good \u2014 buy, order, restock, replace.", "arrange": "The outcome is a commitment in the world with other parties or the calendar \u2014 book, reserve, schedule, hire, plan-to-commit.", "execute": "The request names a known, externally-defined procedure to be completed to submission or acceptance \u2014 renew, file, claim, apply, submit.", "make": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste).", "diagnose": "The outcome is the cause of a specific malfunction or anomaly.", "research": "The outcome is understanding assembled from investigation \u2014 multi-source, current, or synthesis-shaped.", "learn": "The outcome is the user's own ability, built over sessions \u2014 practice, tutoring, review.", "tend": "The request concerns the ongoing state of a standing concern \u2014 review, maintain, adjust; recurring or wake-arrived.", "companion": "Inner-life support with no outcome in the world \u2014 explicitly reflective or support-seeking.", "conversation": "Nothing above fits \u2014 questions, quick asks, lookups, chatter, micro-tasks."}}}, "expected": {"loop": "acquire"}, "src": "drill", "id": "drill-3"}
+{"state": "Plan the Bali trip for December.", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"react": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window).", "acquire": "The outcome is possession of a purchasable good \u2014 buy, order, restock, replace.", "arrange": "The outcome is a commitment in the world with other parties or the calendar \u2014 book, reserve, schedule, hire, plan-to-commit.", "execute": "The request names a known, externally-defined procedure to be completed to submission or acceptance \u2014 renew, file, claim, apply, submit.", "make": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste).", "diagnose": "The outcome is the cause of a specific malfunction or anomaly.", "research": "The outcome is understanding assembled from investigation \u2014 multi-source, current, or synthesis-shaped.", "learn": "The outcome is the user's own ability, built over sessions \u2014 practice, tutoring, review.", "tend": "The request concerns the ongoing state of a standing concern \u2014 review, maintain, adjust; recurring or wake-arrived.", "companion": "Inner-life support with no outcome in the world \u2014 explicitly reflective or support-seeking.", "conversation": "Nothing above fits \u2014 questions, quick asks, lookups, chatter, micro-tasks."}}}, "expected": {"loop": "arrange"}, "src": "drill", "id": "drill-4"}
+{"state": "Is Bali worth visiting in December?", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"react": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window).", "acquire": "The outcome is possession of a purchasable good \u2014 buy, order, restock, replace.", "arrange": "The outcome is a commitment in the world with other parties or the calendar \u2014 book, reserve, schedule, hire, plan-to-commit.", "execute": "The request names a known, externally-defined procedure to be completed to submission or acceptance \u2014 renew, file, claim, apply, submit.", "make": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste).", "diagnose": "The outcome is the cause of a specific malfunction or anomaly.", "research": "The outcome is understanding assembled from investigation \u2014 multi-source, current, or synthesis-shaped.", "learn": "The outcome is the user's own ability, built over sessions \u2014 practice, tutoring, review.", "tend": "The request concerns the ongoing state of a standing concern \u2014 review, maintain, adjust; recurring or wake-arrived.", "companion": "Inner-life support with no outcome in the world \u2014 explicitly reflective or support-seeking.", "conversation": "Nothing above fits \u2014 questions, quick asks, lookups, chatter, micro-tasks."}}}, "expected": {"loop": "research"}, "src": "drill", "id": "drill-5"}
+{"state": "Renew my passport.", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"react": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window).", "acquire": "The outcome is possession of a purchasable good \u2014 buy, order, restock, replace.", "arrange": "The outcome is a commitment in the world with other parties or the calendar \u2014 book, reserve, schedule, hire, plan-to-commit.", "execute": "The request names a known, externally-defined procedure to be completed to submission or acceptance \u2014 renew, file, claim, apply, submit.", "make": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste).", "diagnose": "The outcome is the cause of a specific malfunction or anomaly.", "research": "The outcome is understanding assembled from investigation \u2014 multi-source, current, or synthesis-shaped.", "learn": "The outcome is the user's own ability, built over sessions \u2014 practice, tutoring, review.", "tend": "The request concerns the ongoing state of a standing concern \u2014 review, maintain, adjust; recurring or wake-arrived.", "companion": "Inner-life support with no outcome in the world \u2014 explicitly reflective or support-seeking.", "conversation": "Nothing above fits \u2014 questions, quick asks, lookups, chatter, micro-tasks."}}}, "expected": {"loop": "execute"}, "src": "drill", "id": "drill-6"}
+{"state": "What does renewing a passport require?", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"react": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window).", "acquire": "The outcome is possession of a purchasable good \u2014 buy, order, restock, replace.", "arrange": "The outcome is a commitment in the world with other parties or the calendar \u2014 book, reserve, schedule, hire, plan-to-commit.", "execute": "The request names a known, externally-defined procedure to be completed to submission or acceptance \u2014 renew, file, claim, apply, submit.", "make": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste).", "diagnose": "The outcome is the cause of a specific malfunction or anomaly.", "research": "The outcome is understanding assembled from investigation \u2014 multi-source, current, or synthesis-shaped.", "learn": "The outcome is the user's own ability, built over sessions \u2014 practice, tutoring, review.", "tend": "The request concerns the ongoing state of a standing concern \u2014 review, maintain, adjust; recurring or wake-arrived.", "companion": "Inner-life support with no outcome in the world \u2014 explicitly reflective or support-seeking.", "conversation": "Nothing above fits \u2014 questions, quick asks, lookups, chatter, micro-tasks."}}}, "expected": {"loop": "conversation"}, "src": "drill", "id": "drill-7"}
+{"state": "Write a cover letter for the Stripe job.", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"react": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window).", "acquire": "The outcome is possession of a purchasable good \u2014 buy, order, restock, replace.", "arrange": "The outcome is a commitment in the world with other parties or the calendar \u2014 book, reserve, schedule, hire, plan-to-commit.", "execute": "The request names a known, externally-defined procedure to be completed to submission or acceptance \u2014 renew, file, claim, apply, submit.", "make": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste).", "diagnose": "The outcome is the cause of a specific malfunction or anomaly.", "research": "The outcome is understanding assembled from investigation \u2014 multi-source, current, or synthesis-shaped.", "learn": "The outcome is the user's own ability, built over sessions \u2014 practice, tutoring, review.", "tend": "The request concerns the ongoing state of a standing concern \u2014 review, maintain, adjust; recurring or wake-arrived.", "companion": "Inner-life support with no outcome in the world \u2014 explicitly reflective or support-seeking.", "conversation": "Nothing above fits \u2014 questions, quick asks, lookups, chatter, micro-tasks."}}}, "expected": {"loop": "make"}, "src": "drill", "id": "drill-8"}
+{"state": "Research whether I should switch to a MacBook.", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"react": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window).", "acquire": "The outcome is possession of a purchasable good \u2014 buy, order, restock, replace.", "arrange": "The outcome is a commitment in the world with other parties or the calendar \u2014 book, reserve, schedule, hire, plan-to-commit.", "execute": "The request names a known, externally-defined procedure to be completed to submission or acceptance \u2014 renew, file, claim, apply, submit.", "make": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste).", "diagnose": "The outcome is the cause of a specific malfunction or anomaly.", "research": "The outcome is understanding assembled from investigation \u2014 multi-source, current, or synthesis-shaped.", "learn": "The outcome is the user's own ability, built over sessions \u2014 practice, tutoring, review.", "tend": "The request concerns the ongoing state of a standing concern \u2014 review, maintain, adjust; recurring or wake-arrived.", "companion": "Inner-life support with no outcome in the world \u2014 explicitly reflective or support-seeking.", "conversation": "Nothing above fits \u2014 questions, quick asks, lookups, chatter, micro-tasks."}}}, "expected": {"loop": "research"}, "src": "drill", "id": "drill-9"}
+{"state": "My flight just got cancelled and I fly tomorrow.", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"react": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window).", "acquire": "The outcome is possession of a purchasable good \u2014 buy, order, restock, replace.", "arrange": "The outcome is a commitment in the world with other parties or the calendar \u2014 book, reserve, schedule, hire, plan-to-commit.", "execute": "The request names a known, externally-defined procedure to be completed to submission or acceptance \u2014 renew, file, claim, apply, submit.", "make": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste).", "diagnose": "The outcome is the cause of a specific malfunction or anomaly.", "research": "The outcome is understanding assembled from investigation \u2014 multi-source, current, or synthesis-shaped.", "learn": "The outcome is the user's own ability, built over sessions \u2014 practice, tutoring, review.", "tend": "The request concerns the ongoing state of a standing concern \u2014 review, maintain, adjust; recurring or wake-arrived.", "companion": "Inner-life support with no outcome in the world \u2014 explicitly reflective or support-seeking.", "conversation": "Nothing above fits \u2014 questions, quick asks, lookups, chatter, micro-tasks."}}}, "expected": {"loop": "react"}, "src": "drill", "id": "drill-10"}
+{"state": "Remind me to renew my passport in June.", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"react": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window).", "acquire": "The outcome is possession of a purchasable good \u2014 buy, order, restock, replace.", "arrange": "The outcome is a commitment in the world with other parties or the calendar \u2014 book, reserve, schedule, hire, plan-to-commit.", "execute": "The request names a known, externally-defined procedure to be completed to submission or acceptance \u2014 renew, file, claim, apply, submit.", "make": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste).", "diagnose": "The outcome is the cause of a specific malfunction or anomaly.", "research": "The outcome is understanding assembled from investigation \u2014 multi-source, current, or synthesis-shaped.", "learn": "The outcome is the user's own ability, built over sessions \u2014 practice, tutoring, review.", "tend": "The request concerns the ongoing state of a standing concern \u2014 review, maintain, adjust; recurring or wake-arrived.", "companion": "Inner-life support with no outcome in the world \u2014 explicitly reflective or support-seeking.", "conversation": "Nothing above fits \u2014 questions, quick asks, lookups, chatter, micro-tasks."}}}, "expected": {"loop": "conversation"}, "src": "drill", "id": "drill-11"}
+{"state": "Teach me Spanish.", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"react": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window).", "acquire": "The outcome is possession of a purchasable good \u2014 buy, order, restock, replace.", "arrange": "The outcome is a commitment in the world with other parties or the calendar \u2014 book, reserve, schedule, hire, plan-to-commit.", "execute": "The request names a known, externally-defined procedure to be completed to submission or acceptance \u2014 renew, file, claim, apply, submit.", "make": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste).", "diagnose": "The outcome is the cause of a specific malfunction or anomaly.", "research": "The outcome is understanding assembled from investigation \u2014 multi-source, current, or synthesis-shaped.", "learn": "The outcome is the user's own ability, built over sessions \u2014 practice, tutoring, review.", "tend": "The request concerns the ongoing state of a standing concern \u2014 review, maintain, adjust; recurring or wake-arrived.", "companion": "Inner-life support with no outcome in the world \u2014 explicitly reflective or support-seeking.", "conversation": "Nothing above fits \u2014 questions, quick asks, lookups, chatter, micro-tasks."}}}, "expected": {"loop": "learn"}, "src": "drill", "id": "drill-12"}
+{"state": "Explain how TLS works.", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"react": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window).", "acquire": "The outcome is possession of a purchasable good \u2014 buy, order, restock, replace.", "arrange": "The outcome is a commitment in the world with other parties or the calendar \u2014 book, reserve, schedule, hire, plan-to-commit.", "execute": "The request names a known, externally-defined procedure to be completed to submission or acceptance \u2014 renew, file, claim, apply, submit.", "make": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste).", "diagnose": "The outcome is the cause of a specific malfunction or anomaly.", "research": "The outcome is understanding assembled from investigation \u2014 multi-source, current, or synthesis-shaped.", "learn": "The outcome is the user's own ability, built over sessions \u2014 practice, tutoring, review.", "tend": "The request concerns the ongoing state of a standing concern \u2014 review, maintain, adjust; recurring or wake-arrived.", "companion": "Inner-life support with no outcome in the world \u2014 explicitly reflective or support-seeking.", "conversation": "Nothing above fits \u2014 questions, quick asks, lookups, chatter, micro-tasks."}}}, "expected": {"loop": "conversation"}, "src": "drill", "id": "drill-13"}
+{"state": "Review how my budget is doing this month.", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"react": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window).", "acquire": "The outcome is possession of a purchasable good \u2014 buy, order, restock, replace.", "arrange": "The outcome is a commitment in the world with other parties or the calendar \u2014 book, reserve, schedule, hire, plan-to-commit.", "execute": "The request names a known, externally-defined procedure to be completed to submission or acceptance \u2014 renew, file, claim, apply, submit.", "make": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste).", "diagnose": "The outcome is the cause of a specific malfunction or anomaly.", "research": "The outcome is understanding assembled from investigation \u2014 multi-source, current, or synthesis-shaped.", "learn": "The outcome is the user's own ability, built over sessions \u2014 practice, tutoring, review.", "tend": "The request concerns the ongoing state of a standing concern \u2014 review, maintain, adjust; recurring or wake-arrived.", "companion": "Inner-life support with no outcome in the world \u2014 explicitly reflective or support-seeking.", "conversation": "Nothing above fits \u2014 questions, quick asks, lookups, chatter, micro-tasks."}}}, "expected": {"loop": "tend"}, "src": "drill", "id": "drill-14"}
+{"state": "How much did I spend on food last month?", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"react": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window).", "acquire": "The outcome is possession of a purchasable good \u2014 buy, order, restock, replace.", "arrange": "The outcome is a commitment in the world with other parties or the calendar \u2014 book, reserve, schedule, hire, plan-to-commit.", "execute": "The request names a known, externally-defined procedure to be completed to submission or acceptance \u2014 renew, file, claim, apply, submit.", "make": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste).", "diagnose": "The outcome is the cause of a specific malfunction or anomaly.", "research": "The outcome is understanding assembled from investigation \u2014 multi-source, current, or synthesis-shaped.", "learn": "The outcome is the user's own ability, built over sessions \u2014 practice, tutoring, review.", "tend": "The request concerns the ongoing state of a standing concern \u2014 review, maintain, adjust; recurring or wake-arrived.", "companion": "Inner-life support with no outcome in the world \u2014 explicitly reflective or support-seeking.", "conversation": "Nothing above fits \u2014 questions, quick asks, lookups, chatter, micro-tasks."}}}, "expected": {"loop": "conversation"}, "src": "drill", "id": "drill-15"}
+{"state": "I'm feeling really anxious about this move.", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"react": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window).", "acquire": "The outcome is possession of a purchasable good \u2014 buy, order, restock, replace.", "arrange": "The outcome is a commitment in the world with other parties or the calendar \u2014 book, reserve, schedule, hire, plan-to-commit.", "execute": "The request names a known, externally-defined procedure to be completed to submission or acceptance \u2014 renew, file, claim, apply, submit.", "make": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste).", "diagnose": "The outcome is the cause of a specific malfunction or anomaly.", "research": "The outcome is understanding assembled from investigation \u2014 multi-source, current, or synthesis-shaped.", "learn": "The outcome is the user's own ability, built over sessions \u2014 practice, tutoring, review.", "tend": "The request concerns the ongoing state of a standing concern \u2014 review, maintain, adjust; recurring or wake-arrived.", "companion": "Inner-life support with no outcome in the world \u2014 explicitly reflective or support-seeking.", "conversation": "Nothing above fits \u2014 questions, quick asks, lookups, chatter, micro-tasks."}}}, "expected": {"loop": "companion"}, "src": "drill", "id": "drill-16"}
+{"state": "I'm annoyed today \u2014 anyway, book the table.", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"react": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window).", "acquire": "The outcome is possession of a purchasable good \u2014 buy, order, restock, replace.", "arrange": "The outcome is a commitment in the world with other parties or the calendar \u2014 book, reserve, schedule, hire, plan-to-commit.", "execute": "The request names a known, externally-defined procedure to be completed to submission or acceptance \u2014 renew, file, claim, apply, submit.", "make": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste).", "diagnose": "The outcome is the cause of a specific malfunction or anomaly.", "research": "The outcome is understanding assembled from investigation \u2014 multi-source, current, or synthesis-shaped.", "learn": "The outcome is the user's own ability, built over sessions \u2014 practice, tutoring, review.", "tend": "The request concerns the ongoing state of a standing concern \u2014 review, maintain, adjust; recurring or wake-arrived.", "companion": "Inner-life support with no outcome in the world \u2014 explicitly reflective or support-seeking.", "conversation": "Nothing above fits \u2014 questions, quick asks, lookups, chatter, micro-tasks."}}}, "expected": {"loop": "arrange"}, "src": "drill", "id": "drill-17"}
+{"state": "Build me a spending dashboard.", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"react": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window).", "acquire": "The outcome is possession of a purchasable good \u2014 buy, order, restock, replace.", "arrange": "The outcome is a commitment in the world with other parties or the calendar \u2014 book, reserve, schedule, hire, plan-to-commit.", "execute": "The request names a known, externally-defined procedure to be completed to submission or acceptance \u2014 renew, file, claim, apply, submit.", "make": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste).", "diagnose": "The outcome is the cause of a specific malfunction or anomaly.", "research": "The outcome is understanding assembled from investigation \u2014 multi-source, current, or synthesis-shaped.", "learn": "The outcome is the user's own ability, built over sessions \u2014 practice, tutoring, review.", "tend": "The request concerns the ongoing state of a standing concern \u2014 review, maintain, adjust; recurring or wake-arrived.", "companion": "Inner-life support with no outcome in the world \u2014 explicitly reflective or support-seeking.", "conversation": "Nothing above fits \u2014 questions, quick asks, lookups, chatter, micro-tasks."}}}, "expected": {"loop": "make"}, "src": "drill", "id": "drill-18"}
+{"state": "Why have I been so tired lately?", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"react": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window).", "acquire": "The outcome is possession of a purchasable good \u2014 buy, order, restock, replace.", "arrange": "The outcome is a commitment in the world with other parties or the calendar \u2014 book, reserve, schedule, hire, plan-to-commit.", "execute": "The request names a known, externally-defined procedure to be completed to submission or acceptance \u2014 renew, file, claim, apply, submit.", "make": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste).", "diagnose": "The outcome is the cause of a specific malfunction or anomaly.", "research": "The outcome is understanding assembled from investigation \u2014 multi-source, current, or synthesis-shaped.", "learn": "The outcome is the user's own ability, built over sessions \u2014 practice, tutoring, review.", "tend": "The request concerns the ongoing state of a standing concern \u2014 review, maintain, adjust; recurring or wake-arrived.", "companion": "Inner-life support with no outcome in the world \u2014 explicitly reflective or support-seeking.", "conversation": "Nothing above fits \u2014 questions, quick asks, lookups, chatter, micro-tasks."}}}, "expected": {"loop": "diagnose"}, "src": "drill", "id": "drill-19"}
+{"state": "Compare the top three EV lease deals.", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"react": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window).", "acquire": "The outcome is possession of a purchasable good \u2014 buy, order, restock, replace.", "arrange": "The outcome is a commitment in the world with other parties or the calendar \u2014 book, reserve, schedule, hire, plan-to-commit.", "execute": "The request names a known, externally-defined procedure to be completed to submission or acceptance \u2014 renew, file, claim, apply, submit.", "make": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste).", "diagnose": "The outcome is the cause of a specific malfunction or anomaly.", "research": "The outcome is understanding assembled from investigation \u2014 multi-source, current, or synthesis-shaped.", "learn": "The outcome is the user's own ability, built over sessions \u2014 practice, tutoring, review.", "tend": "The request concerns the ongoing state of a standing concern \u2014 review, maintain, adjust; recurring or wake-arrived.", "companion": "Inner-life support with no outcome in the world \u2014 explicitly reflective or support-seeking.", "conversation": "Nothing above fits \u2014 questions, quick asks, lookups, chatter, micro-tasks."}}}, "expected": {"loop": "research"}, "src": "drill", "id": "drill-20"}
+{"state": "Sign me up for the best EV lease deal you find.", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"react": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window).", "acquire": "The outcome is possession of a purchasable good \u2014 buy, order, restock, replace.", "arrange": "The outcome is a commitment in the world with other parties or the calendar \u2014 book, reserve, schedule, hire, plan-to-commit.", "execute": "The request names a known, externally-defined procedure to be completed to submission or acceptance \u2014 renew, file, claim, apply, submit.", "make": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste).", "diagnose": "The outcome is the cause of a specific malfunction or anomaly.", "research": "The outcome is understanding assembled from investigation \u2014 multi-source, current, or synthesis-shaped.", "learn": "The outcome is the user's own ability, built over sessions \u2014 practice, tutoring, review.", "tend": "The request concerns the ongoing state of a standing concern \u2014 review, maintain, adjust; recurring or wake-arrived.", "companion": "Inner-life support with no outcome in the world \u2014 explicitly reflective or support-seeking.", "conversation": "Nothing above fits \u2014 questions, quick asks, lookups, chatter, micro-tasks."}}}, "expected": {"loop": "arrange"}, "src": "drill", "id": "drill-21"}
+{"state": "Make me a workout plan.", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"react": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window).", "acquire": "The outcome is possession of a purchasable good \u2014 buy, order, restock, replace.", "arrange": "The outcome is a commitment in the world with other parties or the calendar \u2014 book, reserve, schedule, hire, plan-to-commit.", "execute": "The request names a known, externally-defined procedure to be completed to submission or acceptance \u2014 renew, file, claim, apply, submit.", "make": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste).", "diagnose": "The outcome is the cause of a specific malfunction or anomaly.", "research": "The outcome is understanding assembled from investigation \u2014 multi-source, current, or synthesis-shaped.", "learn": "The outcome is the user's own ability, built over sessions \u2014 practice, tutoring, review.", "tend": "The request concerns the ongoing state of a standing concern \u2014 review, maintain, adjust; recurring or wake-arrived.", "companion": "Inner-life support with no outcome in the world \u2014 explicitly reflective or support-seeking.", "conversation": "Nothing above fits \u2014 questions, quick asks, lookups, chatter, micro-tasks."}}}, "expected": {"loop": "make"}, "src": "drill", "id": "drill-22"}
+{"state": "Earlier request: Shall I book the table for 8pm?\nNew request: Do it.", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"react": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window).", "acquire": "The outcome is possession of a purchasable good \u2014 buy, order, restock, replace.", "arrange": "The outcome is a commitment in the world with other parties or the calendar \u2014 book, reserve, schedule, hire, plan-to-commit.", "execute": "The request names a known, externally-defined procedure to be completed to submission or acceptance \u2014 renew, file, claim, apply, submit.", "make": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste).", "diagnose": "The outcome is the cause of a specific malfunction or anomaly.", "research": "The outcome is understanding assembled from investigation \u2014 multi-source, current, or synthesis-shaped.", "learn": "The outcome is the user's own ability, built over sessions \u2014 practice, tutoring, review.", "tend": "The request concerns the ongoing state of a standing concern \u2014 review, maintain, adjust; recurring or wake-arrived.", "companion": "Inner-life support with no outcome in the world \u2014 explicitly reflective or support-seeking.", "conversation": "Nothing above fits \u2014 questions, quick asks, lookups, chatter, micro-tasks."}}}, "expected": {"loop": "arrange"}, "src": "drill", "id": "drill-23"}

generate_synthetic.py

@@ -0,0 +1,305 @@
+"""Synthetic corpus for the loop taxonomy — template x slot generation, labels
+by construction, plus hand-written boundary items and continuation forms.
+
+Built against docs/components/loop-taxonomy.md's entry criteria. Template bias
+is the known limitation (recorded in the corpus README); slot pools span the
+personal-assistant life domains: finances, home, devices, travel, health,
+wardrobe, work/software, family/social, admin, learning, food.
+"""
+import json
+import random
+
+rng = random.Random(7)
+
+SLOTS = {
+    "thing": ["dishwasher", "washing machine", "dryer", "car", "bike", "gateway", "home server",
+              "laptop", "phone", "wifi", "router", "coffee machine", "water heater", "printer",
+              "door lock", "thermostat", "robot vacuum", "car charger", "monitor", "keyboard"],
+    "bad": ["making a grinding noise", "running really slow", "restarting every few hours",
+            "draining battery fast", "overheating", "randomly disconnecting", "freezing up",
+            "not charging", "leaking", "showing wrong numbers", "flapping on and off",
+            "categorizing things wrong", "running way hotter than usual"],
+    "metric": ["food spend", "electricity bill", "internet bill", "health score", "sleep score",
+               "screen time", "subscription spend", "grocery spend"],
+    "skill": ["Spanish", "guitar", "chess", "cooking", "Python", "drawing", "swimming",
+              "Portuguese", "piano", "photography", "French", "rock climbing"],
+    "standing": ["food budget", "monthly budget", "sleep", "workouts", "investments",
+                 "wardrobe", "home maintenance", "savings rate", "screen time"],
+    "person": ["mom", "Priya", "dad", "Anita", "my brother", "Sam", "grandma", "Ravi"],
+    "event": ["dinner", "anniversary dinner", "team offsite", "birthday party", "family lunch",
+              "climbing session", "coffee catch-up", "housewarming", "weekend trip", "date night"],
+    "procedure": ["passport", "driver's license", "car registration", "gym membership",
+                  "insurance claim", "expense report", "utility account", "travel visa",
+                  "health insurance", "apartment lease", "professional license",
+                  "tax filing", "student loan deferment", "parking ticket",
+                  "airline refund", "electricity connection"],
+    "artifact": ["cover letter for the Stripe job", "wedding speech", "resignation letter",
+                 "meal plan for next week", "training plan for a 10k", "packing list for Japan",
+                 "gift ideas for mom's 60th", "budget spreadsheet", "spending dashboard",
+                 "script that renames my photo files", "announcement post for the move",
+                 "toast for my sister's wedding", "README for my side project"],
+    "topic": ["EV leasing vs buying", "creatine", "standing desks", "moving to Lisbon",
+              "index funds vs robo-advisors", "sleep trackers", "heat pumps", "prenatal vitamins",
+              "noise-cancelling headphones", "heat pump vs solar for our house"],
+    "consumable": ["laundry detergent", "coffee beans", "printer paper", "dog food",
+                   "olive oil", "dishwasher tablets", "protein powder", "AA batteries"],
+    "purchase": ["USB-C dock", "replacement filter for the water purifier", "running shoes",
+                 "a blender", "a monitor arm", "an air purifier", "a winter jacket", "a standing desk"],
+    "domain": ["budget", "wardrobe", "home setup", "health stats", "reading list", "kitchen"],
+    "situation": ["the move", "this job", "my friendship with Sam", "how the year is going",
+                  "my parents getting older", "being so busy lately", "the promotion I didn't get"],
+    "emergency": ["my flight was just cancelled and I fly tomorrow morning",
+                  "the hotel just called and cancelled our booking for tonight",
+                  "my meeting got moved to right now and I'm not ready",
+                  "the washing machine is spilling water on the floor",
+                  "I locked myself out and the stove is on",
+                  "my phone just broke and it's my only alarm for the early flight",
+                  "the bathroom is flooding", "I think I lost my wallet in Lisbon",
+                  "the power just went out and the freezer is full",
+                  "I'm about to miss the visa filing deadline",
+                  "my laptop just died and the presentation is in two hours",
+                  "the car won't start and I have a hospital appointment in an hour",
+                  "I burned my hand and I'm home alone"],
+    "price": ["don't spend more than $80", "keep it under $30", "whatever's cheapest",
+              "quality over price", "mid-range is fine"],
+    "when": ["tomorrow", "this weekend", "Sunday", "next Tuesday", "tonight", "Saturday morning"],
+}
+
+T = {
+ "diagnose": [
+  "why is my {thing} {bad}?", "my {thing} keeps {bad} — any idea what's going on?",
+  "any idea why the {thing} is {bad}?", "my {thing} started {bad} after the update — why?",
+  "something's off with my {thing}, it {bad}", "why did my {metric} jump this month?",
+  "my {thing} has been {bad} since yesterday, figure out why",
+  "what's wrong with my {thing}? it's {bad}", "why is the {thing} {bad} again?",
+  "help me figure out why my {thing} is {bad}", "my {thing} is {bad}, what's causing that?",
+  "my {metric} doesn't make sense this month — why?",
+  "why does my {thing} get {bad} only in the evening?",
+  "the {thing} {bad} whenever I run the dishwasher — what is that?",
+  "diagnose my {thing} — it's {bad}", "any clue why {thing} keeps {bad}?",
+  "why is my {thing} {bad} all of a sudden?",
+  "trace down why the {thing} is {bad}",
+ ],
+ "execute": [
+  "renew my {procedure}", "file the {procedure} claim", "submit my {procedure}",
+  "cancel my {procedure}", "update my address on the {procedure}",
+  "apply for the {procedure}", "get the {procedure} sorted", "handle the {procedure} for me",
+  "i need to renew my {procedure} before it expires",
+  "start the {procedure} process", "complete the {procedure} paperwork",
+  "file a dispute on that charge on my card",
+  "do my taxes this year", "submit the warranty claim for the {thing}",
+  "get my {procedure} reissued", "transfer the {procedure} to my name",
+  "appeal the parking ticket", "get the rebate claim submitted",
+ ],
+ "make": [
+  "write my {artifact}", "draft a {artifact}", "can you make a {artifact} for me",
+  "put together a {artifact}", "i need a {artifact}", "build me a {artifact}",
+  "write the {artifact}", "help me write my {artifact}",
+  "create a {artifact}", "can you draft the {artifact}?",
+  "make me a {artifact}", "i want a {artifact} — make it good",
+  "write up a {artifact}", "produce the {artifact} from my notes",
+  "turn my notes into a {artifact}",
+ ],
+ "research": [
+  "look into {topic} for me", "i want to understand {topic} properly",
+  "compare {topic}", "what should i know before deciding on {topic}?",
+  "is the stuff about {topic} actually true?", "dig into {topic} and tell me what matters",
+  "what does the research say about {topic}?",
+  "help me decide — {topic}", "research {topic}",
+  "give me a proper analysis of {topic}", "what are the tradeoffs with {topic}?",
+  "find out what the options are for {topic}",
+  "i keep hearing about {topic} — sort out what's real",
+  "work out whether {topic} makes sense for us",
+ ],
+ "learn": [
+  "teach me {skill}", "help me learn {skill}", "i want to get better at {skill}",
+  "give me a practice routine for {skill}", "start teaching me {skill}",
+  "quiz me on {skill} every day this week", "work with me on my {skill} a few times a week",
+  "i want to learn {skill}", "help me practice {skill}",
+  "get me from zero to conversational in {skill}",
+  "be my {skill} tutor", "walk me through {skill} day by day",
+  "set up a study plan so i actually learn {skill}",
+ ],
+ "tend": [
+  "how are we doing on the {standing}?", "review my {standing} this month",
+  "check on the {standing}", "anything i should adjust in my {standing}?",
+  "how's the {standing} tracking?", "go over my {standing} trend with me",
+  "what needs attention in my {domain}?", "keep an eye on my {standing}",
+  "quarterly check on my {standing}", "review the {domain} and tell me what's drifting",
+  "is everything on track with the {standing}?",
+  "do a walkthrough of my {domain} and flag anything off",
+  "how am i doing against my {standing} goals?",
+  "time for the {standing} check-in",
+ ],
+ "companion": [
+  "i've been feeling {emotion} about {situation}",
+  "i don't know what to do about {situation}", "help me think through how i feel about {situation}",
+  "i'm stressed about {situation}", "can we talk about {situation}? it's been weighing on me",
+  "i keep going back and forth on {situation} and it's exhausting",
+  "i need to vent about {situation}", "i'm anxious about {situation} — talk me through it",
+  "i feel stuck with {situation}", "i can't stop overthinking {situation}",
+  "i've been down about {situation} lately", "can i talk through {situation} with you?",
+ ],
+ "react": [
+  "{emergency}", "{emergency} — what do i do?",
+  "{emergency}. help.", "quick — {emergency}", "sos: {emergency}",
+  "{emergency}, and i need to act fast",
+ ],
+ "arrange": [
+  "book me a table for {n} at a good {cuisine} place {when}",
+  "schedule {event} with {person} {when}", "set up a {provider} appointment",
+  "plan {event} for {person}", "arrange a {provider} visit",
+  "find me a {provider} and get me in this week",
+  "coordinate {event} — {price}",
+  "get {event} on the calendar", "book the {event}",
+  "sort out {event} for {when}", "make a reservation for {event} {when}",
+ ],
+ "acquire": [
+  "order more {consumable}", "we're out of {consumable} — order some",
+  "buy me {purchase}", "get me a replacement {thing}",
+  "restock the {consumable}", "order a new {thing}, the old one broke",
+  "find and order {purchase}", "buy {purchase} — {price}",
+  "pick up {consumable} this week", "reorder my usual {consumable}",
+  "order {consumable} — {price}",
+ ],
+ "conversation": [
+  "how much did i spend on {category} last month?",
+  "what's on my calendar {when}?", "remind me to {micro} {when}",
+  "what did we decide about {decision}?", "what was {person}'s number again?",
+  "when did i last {did}?", "what's the weather looking like {when}?",
+  "how many {unit} did i log this week?", "did i already {did}?",
+  "what's my {category} total so far?", "where did i save the {doc}?",
+ ],
+}
+
+EXTRA = {
+ "n": ["2", "3", "4", "6"],
+ "cuisine": ["Italian", "Peruvian", "Thai", "Japanese", "Indian"],
+ "provider": ["dentist", "GP", "haircut", "physio", "cleaner", "electrician", "vet"],
+ "category": ["food", "transport", "subscriptions", "health", "shopping"],
+ "micro": ["take my vitamins", "call the bank", "water the plants", "check the mail", "stretch"],
+ "decision": ["the kitchen reno", "the Lisbon trip", "the car", "the apartment"],
+ "did": ["backed up the photos", "refilled the water filter", "renewed the domain",
+         "cleaned the coffee machine"],
+ "unit": ["steps", "workouts", "pages", "kilometers"],
+ "doc": ["lease", "insurance policy", "tax folder", "car manual"],
+ "emotion": ["anxious", "sad", "frustrated", "lonely", "overwhelmed", "burnt out", "uneasy"],
+}
+
+FOLLOWUPS = {
+ "diagnose": ["why?", "dig deeper", "so what's actually causing it?", "keep going",
+              "check the logs then", "what else could it be?"],
+ "research": ["go deeper on that", "what about the costs?", "find more sources",
+              "which one wins in the end?", "keep going"],
+ "make": ["make it shorter", "do it", "add a section on pricing", "version 2 please",
+          "tweak the tone — warmer"],
+ "arrange": ["yes, book it", "make it cheaper", "for 6 instead", "do it", "book the second one"],
+ "acquire": ["order it", "the cheaper one", "yes go ahead", "do it"],
+ "execute": ["do it", "continue", "what's next?", "yes, go ahead"],
+ "tend": ["what should i change?", "keep going", "flag anything else?"],
+ "learn": ["continue", "quiz me", "next lesson", "again from the top"],
+ "companion": ["keep going", "i think you're right — go on", "that helps, continue"],
+ "react": ["ok what do i do first?", "it's getting worse", "go", "help me now"],
+ "conversation": ["continue", "and?", "why?", "what else?"],
+}
+
+# Hand-written boundary items — near-misses against adjacent shapes.
+HARD = [
+ ("diagnose", "why is my food spend double what it usually is?"),
+ ("diagnose", "the categorization in my finance app has been wrong since Tuesday — why?"),
+ ("diagnose", "why does my budget keep going negative in week three?"),
+ ("diagnose", "my sleep score dropped off a cliff this month, what changed?"),
+ ("diagnose", "why do my weekend runs feel so much harder than the weekday ones?"),
+ ("diagnose", "why is the answer I get from the finance engine wrong for March?"),
+ ("execute", "what do I need for renewing my passport?"),
+ ("execute", "i've got the appointment — take me through the visa application"),
+ ("execute", "walk me through filing the insurance claim step by step"),
+ ("execute", "start the expense report, I'll send receipts as I find them"),
+ ("execute", "the council form is open on my laptop, let's fill it out"),
+ ("make", "make me a summary of what the literature says about creatine"),
+ ("make", "write down what the options are for moving to Lisbon"),
+ ("make", "draft the analysis of our spending for the month"),
+ ("make", "put my findings about the heat pumps into a document"),
+ ("tend", "how much did I spend on food last month?"),
+ ("tend", "what's left on the renovation budget?"),
+ ("tend", "what are my biggest spending categories?"),
+ ("learn", "explain how compound interest works, in depth"),
+ ("learn", "teach me about Portuguese history — a proper course, over the next weeks"),
+ ("companion", "i hate my job"),
+ ("companion", "work was rough today"),
+ ("companion", "i don't know what to do about my job"),
+ ("react", "urgent: we fly Saturday and the hotel says they lost the booking"),
+ ("react", "renew my passport — I fly in three weeks"),
+ ("arrange", "is Bali worth visiting in December?"),
+ ("arrange", "where should I stay in Lisbon?"),
+ ("acquire", "lease me an EV — find the best deal and sign me up"),
+ ("acquire", "compare the top three EV lease deals and pick one, then get it"),
+ ("conversation", "explain how TLS works"),
+ ("conversation", "what's the capital of Peru?"),
+ ("conversation", "remind me to renew my passport in June"),
+ ("conversation", "set an alarm for 6:40 tomorrow"),
+ ("conversation", "can you book me time to think about this? — no really, just reminding myself"),
+ ("research", "should I switch to a MacBook?"),
+ ("research", "what's the best mattress for back pain? actually compare a few for me properly"),
+]
+
+
+def fill(tpl):
+    out = tpl
+    for k, v in SLOTS.items():
+        if "{" + k + "}" in out:
+            out = out.replace("{" + k + "}", rng.choice(v))
+    for k, v in EXTRA.items():
+        if "{" + k + "}" in out:
+            out = out.replace("{" + k + "}", rng.choice(v))
+    return out
+
+
+def main():
+    counts = {"diagnose": 320, "execute": 320, "make": 320, "research": 300, "learn": 260,
+              "tend": 320, "companion": 260, "react": 220, "arrange": 200, "acquire": 280,
+              "conversation": 340}
+    items, seen = [], set()
+
+    def add(state, label, src="synth"):
+        key = state.lower()[:200]
+        if key in seen:
+            return False
+        seen.add(key)
+        items.append({"state": state, "label": label, "src": src,
+                      "id": f"syn-{label}-{len(items)}"})
+        return True
+
+    for shape, n in counts.items():
+        made, guard = 0, 0
+        while made < n and guard < n * 80:
+            guard += 1
+            if add(fill(rng.choice(T[shape])), shape):
+                made += 1
+        # bounded continuation budget per shape: ~18%, capped at 55
+        cmade, cguard = 0, 0
+        ctarget = min(int(n * 0.18), 55)
+        while cmade < ctarget and cguard < ctarget * 60:
+            cguard += 1
+            priors = [i["state"] for i in items if i["label"] == shape and "\n" not in i["state"]]
+            if not priors:
+                break
+            prior = rng.choice(priors)
+            fu = rng.choice(FOLLOWUPS[shape])
+            if add(f"Earlier request: {prior}\nNew request: {fu}", shape, "synth-cont"):
+                cmade += 1
+        print(f"{shape:<13} {made} + {cmade} cont")
+
+    hard_added = 0
+    for shape, text in HARD:
+        if add(text, shape, "hard"):
+            hard_added += 1
+    print(f"hard items: {hard_added}")
+
+    with open("corpus/synthetic.jsonl", "w") as fh:
+        for it in items:
+            fh.write(json.dumps(it) + "\n")
+    print(f"total synthetic: {len(items)}")
+
+
+main()

taxonomy_labels.py

@@ -0,0 +1,26 @@
+"""Single source of truth for the eleven loop-taxonomy labels + laya question.
+
+Mirrors docs/components/loop-taxonomy.md's precedence table (the criteria
+descriptions are the same one-liners, in precedence order).
+"""
+LABELS = {
+    "react": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window).",
+    "acquire": "The outcome is possession of a purchasable good — buy, order, restock, replace.",
+    "arrange": "The outcome is a commitment in the world with other parties or the calendar — book, reserve, schedule, hire, plan-to-commit.",
+    "execute": "The request names a known, externally-defined procedure to be completed to submission or acceptance — renew, file, claim, apply, submit.",
+    "make": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste).",
+    "diagnose": "The outcome is the cause of a specific malfunction or anomaly.",
+    "research": "The outcome is understanding assembled from investigation — multi-source, current, or synthesis-shaped.",
+    "learn": "The outcome is the user's own ability, built over sessions — practice, tutoring, review.",
+    "tend": "The request concerns the ongoing state of a standing concern — review, maintain, adjust; recurring or wake-arrived.",
+    "companion": "Inner-life support with no outcome in the world — explicitly reflective or support-seeking.",
+    "conversation": "Nothing above fits — questions, quick asks, lookups, chatter, micro-tasks.",
+}
+
+QUESTIONS = {
+    "loop": {
+        "type": "choice",
+        "instructions": "What does this request (or the request it continues) demand?",
+        "criteria": LABELS,
+    }
+}