laya loop-taxonomy v2: nine labels incl. plan; 5,154 train + 54 held-out

README.md

@@ -4,7 +4,7 @@ task_categories:
   - text-classification
 language:
   - en
-pretty_name: Agent Task Classifier Dataset (laya loop-taxonomy v1)
+pretty_name: Agent Task Classifier Dataset (laya loop-taxonomy v2)
 size_categories:
   - 1K<n<10K
 tags:
@@ -17,39 +17,42 @@ tags:
 
 # 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.
+5,154 labeled English training examples (plus 54 held-out) for 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).
+(a fine-tuned [laya](https://huggingface.co/convaiinnovations/laya) checkpoint; 47/54 on the
+held-out set here, vs 13/54 for the untuned base).
 
-## The eleven labels
+**v2** relabels the v1 corpus onto a nine-label set and adds ~1,500 personal-records and finance
+scenarios (goals, routines, budgets, trackers and the lookups around them). The v1 files are in this
+repo's git history.
+
+## The nine 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) |
+| `conversation` | questions, quick asks, lookups, a reported measurement, a single reminder, chatter — the default, safe fallback |
 | `companion` | inner-life support with no outcome in the world (reflection, therapy) |
-| `react` | urgent/deteriorating situation — act before full understanding |
+| `learn` | build the user's own ability over sessions (practice, tutoring) |
+| `diagnose` | find the cause of a specific malfunction or anomaly, including in the user's own data |
+| `research` | assemble understanding from investigation (multi-source, comparison, synthesis) |
+| `produce` | make an artifact judged against a standard (document, spreadsheet, script, letter) |
+| `transact` | a commitment or possession in the world: book, buy, pay, transfer, or complete a procedure |
+| `stabilize` | urgent or deteriorating situation — act before full understanding |
+| `plan` | set up or change the person's own standing structure: a goal, routine, budget/limit, or tracker |
 
-Two requests share a label iff they demand the same loop skeleton — same phases, same iteration
-driver, same exit criterion. Topic is irrelevant.
+v1 → v2: `make`→`produce`; `react`→`stabilize`; `arrange`/`acquire`/`execute`→`transact`;
+`tend`→`conversation`; `plan` is new. Two requests share a label iff they demand the same loop
+skeleton. 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>"}}
+{"state": "<the request text>", "questions": {"loop": {"type": "choice", "instructions": "...", "criteria": {...}}}, "expected": {"loop": "<label>"}, "src": "<source>", "id": "<id>"}
 ```
 
 Continuations carry the request being continued, in the exact format used at inference:
@@ -59,45 +62,39 @@ 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.
+`eval.jsonl` — 54 held-out items: the 24 taxonomy boundary drills (relabelled) plus 30 hand-written
+personal-records and finance cases (`eval_life_finance.json`, phrased differently from any template).
+Never trained on.
 
 ## 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 |
+| source (`src`) | what | license |
+|---|---|---|
+| `multiwoz`, `multiwoz-cont` | MultiWOZ 2.1 booking utterances + continuations (`transact`) | permissive (research; Budzianowski et al. 2018) |
+| `massive` | MASSIVE en-US takeaway orders, transport bookings, sampled commands | CC-BY-4.0 (Amazon Science) |
+| `oasst`, `oasst-cont` | OASST2 English prompts + continuations, model-labeled with the taxonomy spec, spot-audited | Apache-2.0 (OpenAssistant) |
+| `synth`, `synth-cont`, `hard` | template × slot generation across the personal-assistant domains; labels by construction; hand-written boundary cases | Apache-2.0 (this release) |
+| `lf`, `lf-cont`, `lf-hard` | personal-records and finance scenarios incl. short follow-ups ("All", "yes"); labels by construction | Apache-2.0 (this release) |
 
-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.
+Label distribution (after per-class caps): conversation 1,300 · transact 1,200 · plan 633 · produce 600 · diagnose 551 · research 333 · learn 226 · companion 187 · stabilize 124.
 
 ## 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.
+- **Synthetic items**: generated for this release; scripts included (`generate_synthetic.py`,
+  `generate_life_finance.py`, `merge_v2.py`, `taxonomy_labels.py`) so the construction is auditable.
+  `generate_synthetic.py` still emits the v1 label names; `merge_v2.py` maps them to v2 (its inputs, the
+  v1 corpus files, are in this repo's git history, not in the current tree).
 
 ## 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")
-```
+- A large share is synthetic; template patterns bias the text distribution. The `plan` examples in
+  particular are template-built, so implicit phrasings ("I keep meaning to exercise more…") are
+  underrepresented.
+- English only; nine fixed labels; out-of-taxonomy requests resolve to `conversation`.
+- OASST2 labels are teacher-model labels (spot-audited), not fully human-verified. The MultiWOZ
+  "find a hotel" requests are labeled `transact`, a judgment call.
+- 54 held-out items is a small evaluation set.
+- **Privacy**: public datasets and synthetic text only. The maintainer's own data is excluded.

eval.jsonl

@@ -0,0 +1,54 @@
+{"state": "Why is my gateway restarting?", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "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": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "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": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "transact"}, "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": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "transact"}, "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": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "transact"}, "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": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "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": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "transact"}, "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": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "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": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "produce"}, "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": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "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": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "stabilize"}, "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": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "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": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "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": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "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": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "conversation"}, "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": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "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": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "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": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "transact"}, "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": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "produce"}, "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": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "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": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "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": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "transact"}, "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": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "produce"}, "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": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "transact"}, "src": "drill", "id": "drill-23"}
+{"state": "Can you help me stick to spending no more than 250 bucks on eating out every month?", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "plan"}, "src": "lf-eval", "id": "lfe-0"}
+{"state": "I'd love to be down to 70 kilos by the summer", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "plan"}, "src": "lf-eval", "id": "lfe-1"}
+{"state": "Please start tracking how many hours I sleep and aim for seven", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "plan"}, "src": "lf-eval", "id": "lfe-2"}
+{"state": "Make it a habit for me to read before bed", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "plan"}, "src": "lf-eval", "id": "lfe-3"}
+{"state": "Change the cap on my coffee spending to 60 dollars", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "plan"}, "src": "lf-eval", "id": "lfe-4"}
+{"state": "Get rid of the stretching routine, I never do it", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "plan"}, "src": "lf-eval", "id": "lfe-5"}
+{"state": "I'd like my grocery bill not to go over $600 each month", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "plan"}, "src": "lf-eval", "id": "lfe-6"}
+{"state": "Set me up so I save $300 every month toward the trip", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "plan"}, "src": "lf-eval", "id": "lfe-7"}
+{"state": "Earlier request: I want to keep shopping under $400 a month\nNew request: yes please", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "plan"}, "src": "lf-eval", "id": "lfe-8"}
+{"state": "Earlier request: help me run a half marathon by October\nNew request: three days a week", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "plan"}, "src": "lf-eval", "id": "lfe-9"}
+{"state": "Earlier request: cap my fuel spending at $150\nNew request: All", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "plan"}, "src": "lf-eval", "id": "lfe-10"}
+{"state": "How much did I put toward groceries in May?", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "conversation"}, "src": "lf-eval", "id": "lfe-11"}
+{"state": "What's left of my entertainment allowance this month?", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "conversation"}, "src": "lf-eval", "id": "lfe-12"}
+{"state": "Ping me tomorrow to call the landlord", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "conversation"}, "src": "lf-eval", "id": "lfe-13"}
+{"state": "I just did 40 pushups", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "conversation"}, "src": "lf-eval", "id": "lfe-14"}
+{"state": "Do I have a goal about running?", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "conversation"}, "src": "lf-eval", "id": "lfe-15"}
+{"state": "Earlier request: how much did I spend on dining last month?\nNew request: and the month before?", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "conversation"}, "src": "lf-eval", "id": "lfe-16"}
+{"state": "Why did my electricity spending jump so much in July?", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "diagnose"}, "src": "lf-eval", "id": "lfe-17"}
+{"state": "Something's off, my transport costs are way higher than usual", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "diagnose"}, "src": "lf-eval", "id": "lfe-18"}
+{"state": "Give me a thorough review of where my money went this year and what I should change", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "research"}, "src": "lf-eval", "id": "lfe-19"}
+{"state": "Compare what I pay for streaming against what similar households spend", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "research"}, "src": "lf-eval", "id": "lfe-20"}
+{"state": "Pay off the remaining balance on my visa card", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "transact"}, "src": "lf-eval", "id": "lfe-21"}
+{"state": "Move $1,000 from checking into my savings account", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "transact"}, "src": "lf-eval", "id": "lfe-22"}
+{"state": "Draft a spreadsheet I can use to split rent with my roommates", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "produce"}, "src": "lf-eval", "id": "lfe-23"}
+{"state": "Teach me the basics of investing, a bit at a time", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "learn"}, "src": "lf-eval", "id": "lfe-24"}
+{"state": "Someone has been charging my card all night, I need this stopped now", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "stabilize"}, "src": "lf-eval", "id": "lfe-25"}
+{"state": "I feel anxious every time I look at my bank account", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "companion"}, "src": "lf-eval", "id": "lfe-26"}
+{"state": "I keep meaning to exercise more, can you help me actually do it?", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "plan"}, "src": "lf-eval", "id": "lfe-27"}
+{"state": "Don't let me overspend on clothes this quarter", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "plan"}, "src": "lf-eval", "id": "lfe-28"}
+{"state": "Tell me how my savings goal is coming along", "questions": {"loop": {"type": "choice", "instructions": "What does this request (or the request it continues) demand?", "criteria": {"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.", "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.", "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.", "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.", "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.", "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.", "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.", "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.", "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."}}}, "expected": {"loop": "conversation"}, "src": "lf-eval", "id": "lfe-29"}

eval_life_finance.json

@@ -0,0 +1,32 @@
+[
+ ["Can you help me stick to spending no more than 250 bucks on eating out every month?", "plan"],
+ ["I'd love to be down to 70 kilos by the summer", "plan"],
+ ["Please start tracking how many hours I sleep and aim for seven", "plan"],
+ ["Make it a habit for me to read before bed", "plan"],
+ ["Change the cap on my coffee spending to 60 dollars", "plan"],
+ ["Get rid of the stretching routine, I never do it", "plan"],
+ ["I'd like my grocery bill not to go over $600 each month", "plan"],
+ ["Set me up so I save $300 every month toward the trip", "plan"],
+ ["Earlier request: I want to keep shopping under $400 a month\nNew request: yes please", "plan"],
+ ["Earlier request: help me run a half marathon by October\nNew request: three days a week", "plan"],
+ ["Earlier request: cap my fuel spending at $150\nNew request: All", "plan"],
+ ["How much did I put toward groceries in May?", "conversation"],
+ ["What's left of my entertainment allowance this month?", "conversation"],
+ ["Ping me tomorrow to call the landlord", "conversation"],
+ ["I just did 40 pushups", "conversation"],
+ ["Do I have a goal about running?", "conversation"],
+ ["Earlier request: how much did I spend on dining last month?\nNew request: and the month before?", "conversation"],
+ ["Why did my electricity spending jump so much in July?", "diagnose"],
+ ["Something's off, my transport costs are way higher than usual", "diagnose"],
+ ["Give me a thorough review of where my money went this year and what I should change", "research"],
+ ["Compare what I pay for streaming against what similar households spend", "research"],
+ ["Pay off the remaining balance on my visa card", "transact"],
+ ["Move $1,000 from checking into my savings account", "transact"],
+ ["Draft a spreadsheet I can use to split rent with my roommates", "produce"],
+ ["Teach me the basics of investing, a bit at a time", "learn"],
+ ["Someone has been charging my card all night, I need this stopped now", "stabilize"],
+ ["I feel anxious every time I look at my bank account", "companion"],
+ ["I keep meaning to exercise more, can you help me actually do it?", "plan"],
+ ["Don't let me overspend on clothes this quarter", "plan"],
+ ["Tell me how my savings goal is coming along", "conversation"]
+]

generate_life_finance.py

@@ -0,0 +1,165 @@
+"""Scenarios the harness's personal-records (life) and finance engines support, labelled by construction against
+the v2 entry criteria (docs/components/loop-taxonomy.md). Writes corpus_v2/life_finance.jsonl.
+
+The point is the boundaries around `plan`: setting up or changing a goal / routine / budget / tracker is `plan`;
+the lookups, single reminders, reported measurements and cause-questions around it are not. Continuations
+("All", "yes") carry the request they answer, as the classifier's state does.
+"""
+import json
+import os
+import random
+
+rng = random.Random(11)
+
+S = {
+    "cat": ["dining", "groceries", "subscriptions", "shopping", "transport", "entertainment", "coffee", "fuel",
+            "travel", "utilities", "gym", "takeout", "clothing", "rideshare", "streaming", "books"],
+    "amt": ["$50", "$75", "$100", "$150", "$200", "$300", "$400", "$500", "$800", "$1,000", "$1,500", "$2,000"],
+    "goal": ["lose 5 kg in two weeks", "lose 10 pounds by June", "read 20 books this year", "run a 10K by March",
+             "save $5,000 by December", "sleep 8 hours a night", "cut my screen time to 2 hours a day",
+             "walk 10,000 steps a day", "meditate every day for a month", "drink 2 litres of water a day",
+             "pay off my credit card by September", "get to 75 kg", "write every morning", "cook at home 4 nights a week",
+             "stop snacking after dinner", "go to the gym 3 times a week", "save $200 a month", "reach 60 kg"],
+    "habit": ["drink water three times a day", "stretch every morning", "walk 30 minutes after lunch", "take my vitamins every day",
+              "journal before bed", "do 20 pushups every morning", "floss every night", "call my parents every Sunday",
+              "review my budget every Friday", "meal prep on Sundays", "go to bed by 11"],
+    "metric": ["weight", "savings", "sleep", "screen time", "steps", "spending", "running distance", "water intake", "reading"],
+    "period": ["a month", "a week", "each month", "per month", "monthly"],
+    "when": ["Sunday", "Monday morning", "Friday evening", "7:30 every morning", "the 1st of the month", "tomorrow at 9"],
+    "thing": ["call Sam", "renew my passport", "pick up the dry cleaning", "weigh in", "take out the trash", "pay rent",
+              "book the dentist", "send the invoice", "water the plants"],
+    "num": ["82", "78.5", "74", "10", "3", "5,000", "7.5", "12"],
+    "unit": ["kg", "pounds", "pages", "km", "hours", "glasses"],
+    "sub": ["Netflix", "Spotify", "the gym membership", "my cloud storage", "Hulu", "the meal kit"],
+    "month": ["last month", "this month", "in March", "this week", "last week", "so far this year"],
+}
+
+T = {
+ "plan": [
+  "I want to keep my {cat} spending under {amt} {period}", "keep my {cat} spending under {amt} a month",
+  "I don't want to spend more than {amt} on {cat} {period}", "cap my {cat} at {amt} {period}",
+  "set a {amt} monthly limit for {cat}", "set up a {amt} {cat} budget", "stay under {amt} on {cat} each month",
+  "I need to cut {cat} spending to {amt} a month", "limit my {cat} spend to {amt} a month",
+  "I want to {goal}", "my goal is to {goal}", "help me {goal}", "I'd like to {goal}", "I'm trying to {goal}",
+  "set up a goal: {goal}", "I want to {habit}", "make {habit} a daily routine", "set up a routine to {habit}",
+  "I want to start to {habit}", "track my {metric} against my goal", "track my {metric} for me", "set up a tracker for my {metric}",
+  "show my {metric} goal on a tracker", "make a tracker for my {metric}", "start tracking my {metric} weekly",
+  "move my {thing} reminder to {when}", "change my goal target to {num} {unit}", "change my {cat} budget to {amt}",
+  "raise my {cat} limit to {amt}", "lower my {cat} budget to {amt}", "pause my {metric} goal", "drop the {habit} routine",
+  "add a weekly check-in to my {metric} goal", "add a step to my goal to {thing}", "undo the goal you just set up",
+  "delete my {metric} tracker", "update my goal to {goal}", "rename my routine to something shorter",
+  "remind me every {when} to {habit} and track it", "I want a nudge every morning to {habit}",
+ ],
+ "conversation": [
+  "how much did I spend on {cat} {month}?", "what did I spend on {cat} {month}", "show my {cat} spending {month}",
+  "how much is left in my {cat} budget?", "what are my budgets?", "show my goals", "list my routines",
+  "what's my {metric} progress?", "how am I doing on my {metric} goal?", "what's my current weight goal?",
+  "remind me to {thing} on {when}", "remind me to {thing} at 5", "set a reminder to {thing}", "note that I need to {thing}",
+  "I weighed {num} {unit} today", "log {num} {unit} for {metric}", "I walked {num} steps today", "I read {num} pages",
+  "what's my balance?", "what categories do I have?", "how many transactions did I have {month}?",
+  "what was my biggest purchase {month}?", "when is my next reminder?", "what time is my {thing} reminder?",
+  "is {amt} a reasonable {cat} budget?", "should I set a budget for {cat}?", "what's a good savings rate?",
+  "thanks", "ok", "got it", "what can you do with my goals?", "can you track my spending?",
+ ],
+ "diagnose": [
+  "why did my {cat} spending double {month}?", "why is my {cat} spend so high {month}?", "why did my spending jump {month}?",
+  "what's causing my {cat} spend to spike?", "my {cat} spending doesn't add up {month}, why?", "why is my {metric} off track?",
+  "why did my balance drop {month}?", "figure out why I overspent on {cat} {month}", "why am I always over my {cat} budget?",
+  "something's wrong with my {cat} numbers {month}",
+ ],
+ "research": [
+  "compare my spending across all categories over the last 6 months and tell me where I can cut",
+  "review my {cat} and {cat} spending over the past year and suggest changes",
+  "analyze my subscriptions and find any overlaps or things I don't use",
+  "look into how my {cat} spending has trended and what the best budget would be",
+  "go through my last 12 months and work out a realistic savings rate",
+  "investigate my recurring charges and summarize what I pay for", "research how much people typically spend on {cat} and compare it to me",
+  "do a full review of my goals and spending and tell me what's working",
+ ],
+ "transact": [
+  "transfer {amt} to savings", "pay my credit card bill", "cancel {sub}", "pay the {cat} bill now", "book a table for dinner on {when}",
+  "order more coffee beans", "send {amt} to Sam", "renew my gym membership", "buy a {cat} gift card for {amt}",
+  "cancel my {sub} subscription today", "schedule a payment of {amt} on {when}",
+ ],
+ "produce": [
+  "build me a {cat} budget spreadsheet", "write me a monthly budget template", "make a spreadsheet to track my {metric}",
+  "draft a savings plan document I can share with my partner", "write a script that totals my {cat} transactions",
+  "create a one-page summary of my spending {month}", "make me a printable weekly habit chart",
+ ],
+ "learn": [
+  "teach me to budget", "help me learn how to invest, one lesson at a time", "quiz me on personal finance basics",
+  "teach me to read a balance sheet over the next few weeks",
+ ],
+}
+
+# Follow-ups: they say nothing alone; the label is the one of the request they continue.
+FOLLOW = {
+ "plan": ["All", "yes", "yes, go ahead", "just that one", "the second one", "$200 is fine", "monthly", "weekly works",
+          "starting next week", "include everything", "only the first option", "sounds good", "do it", "that works",
+          "exclude groceries", "both together", "make it {amt}", "ok, set it up"],
+ "conversation": ["and last month?", "what about {cat}?", "thanks", "and the month before?", "how about this week?", "ok", "show me more"],
+ "diagnose": ["go on", "what else could it be?", "check {cat} too", "yes, dig in"],
+ "research": ["go deeper", "include the last year", "yes, do that", "and compare to last year"],
+}
+
+HARD = [  # hand-written boundary cases, one line each: (text, label)
+ ("remind me to weigh in on Sunday", "conversation"), ("I want to lose 5 kg and weigh in every Sunday", "plan"),
+ ("how much did I spend on dining?", "conversation"), ("keep dining under $200", "plan"),
+ ("why is my dining spend so high?", "diagnose"), ("what should my dining budget be?", "conversation"),
+ ("I weighed 82 kg this morning", "conversation"), ("track my weight toward 75 kg", "plan"),
+ ("teach me guitar", "learn"), ("I want to practice guitar 20 minutes a day", "plan"),
+ ("write me a budget spreadsheet", "produce"), ("set my budget to $2,000 a month", "plan"),
+ ("transfer $500 to savings", "transact"), ("save $500 every month", "plan"),
+ ("cancel Netflix", "transact"), ("tell me how much Netflix costs me a year", "conversation"),
+ ("my card was just stolen and there are charges I don't recognise", "stabilize"),
+ ("I'm stressed about money lately", "companion"), ("what's in my goals list?", "conversation"),
+ ("move my dentist reminder to Friday", "plan"), ("what time is my dentist reminder?", "conversation"),
+ ("undo what you just set up", "plan"), ("delete my reading goal", "plan"), ("how's my reading goal going?", "conversation"),
+]
+
+
+def fill(tpl):
+    out = tpl
+    while "{" in out:
+        key = out[out.index("{") + 1: out.index("}")]
+        out = out.replace("{" + key + "}", rng.choice(S[key]), 1)
+    return out
+
+
+def main():
+    quota = {"plan": 520, "conversation": 360, "diagnose": 120, "research": 90, "transact": 90, "produce": 70, "learn": 30}
+    items, seen = [], set()
+
+    def add(state, label, src):
+        key = state.lower()
+        if key in seen:
+            return False
+        seen.add(key)
+        items.append({"state": state, "label": label, "src": src, "id": f"lf-{label}-{len(items)}"})
+        return True
+
+    for label, n in quota.items():
+        made = guard = 0
+        while made < n and guard < n * 60:
+            guard += 1
+            made += add(fill(rng.choice(T[label])), label, "lf")
+    for label, ends in FOLLOW.items():
+        priors = [i["state"] for i in items if i["label"] == label]
+        target = int(quota[label] * 0.2)
+        made = guard = 0
+        while made < target and guard < target * 60:
+            guard += 1
+            made += add(f"Earlier request: {rng.choice(priors)}\nNew request: {fill(rng.choice(ends))}", label, "lf-cont")
+    for text, label in HARD:
+        add(text, label, "lf-hard")
+    os.makedirs("corpus_v2", exist_ok=True)
+    with open("corpus_v2/life_finance.jsonl", "w") as fh:
+        for it in items:
+            fh.write(json.dumps(it) + "\n")
+    by = {}
+    for it in items:
+        by[it["label"]] = by.get(it["label"], 0) + 1
+    print(len(items), by)
+
+
+main()

merge_v2.py

@@ -0,0 +1,41 @@
+"""Build corpus_v2/: the v1 corpus relabelled onto the v2 set + the life/finance scenarios (generate_life_finance.py),
+and the held-out eval set. Labels mapped by taxonomy_labels_v2.V1_TO_V2."""
+import collections
+import json
+import random
+
+from taxonomy_labels_v2 import QUESTIONS, V1_TO_V2
+
+rng = random.Random(7)
+CAPS = {"conversation": 1300, "transact": 1200}   # keep one class from pulling the head toward collapse
+
+
+def rows(path):
+    return [json.loads(l) for l in open(path) if l.strip()]
+
+
+def item(state, label, src, id_):
+    return {"state": state, "questions": QUESTIONS, "expected": {"loop": label}, "src": src, "id": id_}
+
+
+train = [item(r["state"], V1_TO_V2[r["expected"]["loop"]], r["src"], r["id"]) for r in rows("corpus/train.jsonl")]
+train += [item(r["state"], r["label"], r["src"], r["id"]) for r in rows("corpus_v2/life_finance.jsonl")]
+rng.shuffle(train)
+kept, count = [], collections.Counter()
+for r in train:
+    label = r["expected"]["loop"]
+    if count[label] < CAPS.get(label, 10**9):
+        count[label] += 1
+        kept.append(r)
+with open("corpus_v2/train.jsonl", "w") as fh:
+    for r in kept:
+        fh.write(json.dumps(r) + "\n")
+
+# held out: the 24 taxonomy drills, mapped, plus hand-written life/finance boundary cases no template produced
+held = [item(r["state"], V1_TO_V2[r["expected"]["loop"]], "drill", r["id"]) for r in rows("corpus/eval_drills.jsonl")]
+for i, (text, label) in enumerate(rows_ := [tuple(x) for x in json.load(open("eval_life_finance.json"))]):
+    held.append(item(text, label, "lf-eval", f"lfe-{i}"))
+with open("corpus_v2/eval.jsonl", "w") as fh:
+    for r in held:
+        fh.write(json.dumps(r) + "\n")
+print("train", len(kept), dict(count), "eval", len(held))

taxonomy_labels.py

@@ -1,20 +1,26 @@
-"""Single source of truth for the eleven loop-taxonomy labels + laya question.
+"""The v2 loop-taxonomy labels + laya question (docs/components/loop-taxonomy.md, "Entry criteria").
 
-Mirrors docs/components/loop-taxonomy.md's precedence table (the criteria
-descriptions are the same one-liners, in precedence order).
+Nine request labels, first match wins in this order. v1 -> v2: make->produce, react->stabilize,
+arrange/acquire/execute->transact, tend->conversation (a standing-concern review is a lookup; the wake that
+raises it is a trigger, not a request label). `plan` is new.
 """
 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.",
+    "stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.",
+    "transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.",
+    "plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.",
+    "produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.",
+    "diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.",
+    "research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.",
+    "learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.",
+    "companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.",
+    "conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter.",
+}
+
+V1_TO_V2 = {
+    "make": "produce", "react": "stabilize", "arrange": "transact", "acquire": "transact",
+    "execute": "transact", "tend": "conversation",
+    "conversation": "conversation", "diagnose": "diagnose", "research": "research", "learn": "learn",
+    "companion": "companion",
 }
 
 QUESTIONS = {