Agent UI lab
Collection
Lab artifacts on which UI is cheapest for agents. • 6 items • Updated
id stringlengths 8 8 | prompt stringlengths 38 112 | preferred_ui stringclasses 4
values | rejected_ui stringclasses 4
values | domain stringclasses 6
values | rationale stringlengths 38 136 | source_note stringlengths 77 84 |
|---|---|---|---|---|---|---|
pair-001 | Show me which python files changed since last commit in this repo. | cli | dom_click | local_ops | A one-shot git/diff command is enough; a GUI file tree is slower and loses the patch. | lab-authored pair; preferred side aligned with published agent-ui-human h-001 |
pair-002 | Pack voltage for vehicle-like device lab-104 over the last fifteen minutes, just the numbers. | structured_api | dom_click | telemetry | Named metric query belongs on a REST/telemetry API; clicking charts is for human eyeballing. | lab-authored pair; preferred side aligned with published agent-ui-human h-011 |
pair-003 | Open the Metrics tab on the lab dashboard I already have loaded. | dom_click | structured_api | web_ui | Session already has the page; click the tab instead of re-fetching via API. | lab-authored pair; preferred side aligned with published agent-ui-human h-021 |
pair-004 | Create a public dataset titled Agent UI Human with license Apache 2.0. | form | cli | authoring | Creation wizards expose title/license/visibility as form fields; fill then submit. | lab-authored pair; preferred side aligned with published agent-ui-human h-031 |
pair-006 | Tail the last fifty lines of tonight's ingest log and grep for timeout. | cli | dom_click | local_ops | Logs on disk are a CLI job. A dashboard click path would hide the exact line; reject `dom_click` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-002 |
pair-007 | How much disk is left on the box that runs the nightly job? | cli | dom_click | local_ops | df/du is native. A host metrics page is extra hops for a local machine; reject `dom_click` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-003 |
pair-008 | Restart the local uvicorn on port 8080 if it is the one I started this morning. | cli | dom_click | local_ops | Process control on localhost is shell. Do not click a remote console; reject `dom_click` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-004 |
pair-009 | Pretty-print tickets.json and count objects with status open. | cli | dom_click | local_ops | The file is already here. jq/python -c beats uploading it into a form; reject `dom_click` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-005 |
pair-011 | Compress the data/ folder into a zip named agent-ui-human.zip in Downloads. | cli | dom_click | local_ops | Local archive creation is tar/zip. A cloud zip dialog adds an upload; reject `dom_click` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-008 |
pair-012 | What version of python is on PATH, and is scikit-learn importable? | cli | dom_click | local_ops | Environment probe. Shell. Not a settings panel; reject `dom_click` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-009 |
pair-013 | Diff README.md against HEAD and tell me if the license line moved. | cli | dom_click | local_ops | Tiny git question. No reason to open a pull-request UI; reject `dom_click` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-010 |
pair-014 | List workflow runs that failed since 16:00 PT. | structured_api | dom_click | telemetry | Workflow control planes expose list-by-status. DOM tables paginate and lie; reject `dom_click` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-013 |
pair-016 | HTTP 5xx rate for svc-api over five minutes, as a ratio. | structured_api | dom_click | telemetry | SLI fetch. Structured. A Grafana click path is the human UI; reject `dom_click` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-015 |
pair-017 | Which devices in the lab fleet have battery current above 200A right now? | structured_api | dom_click | telemetry | Fleet filter is a query API. Clicking each device card does not scale; reject `dom_click` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-016 |
pair-018 | Latest odometer reading for lab-221, and when it was sampled. | structured_api | dom_click | telemetry | Point lookup. API with device_id. Not a search box in a web app; reject `dom_click` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-017 |
pair-019 | Count open diagnostic tickets tagged telemetry in the last 24 hours. | structured_api | dom_click | telemetry | Ticket systems have search APIs. Agent should not scrape the inbox UI; reject `dom_click` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-019 |
pair-021 | Read the red banner at the top of the Kaggle home page if there is one. | dom_click | structured_api | web_ui | Ephemeral UI chrome is not in the API. You have to look; reject `structured_api` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-022 |
pair-022 | Click Create dataset on Hugging Face while I am logged in as akashnaren. | dom_click | structured_api | web_ui | The New flow is a page. There is no stable public API for that button on this account's Hub UI; reject `structured_api` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-023 |
pair-023 | Dismiss the cookie notice at the bottom of Kaggle if it is blocking Save. | dom_click | structured_api | web_ui | Cookie nags have no API. Click accept/dismiss; reject `structured_api` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-025 |
pair-024 | Open Your Work in the Kaggle left nav. | dom_click | structured_api | web_ui | Navigation affordance. Link click, not a REST list; reject `structured_api` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-026 |
pair-026 | Follow tomaarsen from the Hugging Face following suggestions, if the Follow button is there. | dom_click | structured_api | web_ui | Social graph UI, session-bound. Not the Hub upload API; reject `structured_api` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-028 |
pair-027 | Open the file list on the agent-ui-sft dataset page so I can see train.jsonl. | dom_click | structured_api | web_ui | The Hub files table is the UI for a human check. API exists but the task is look at the page; reject `structured_api` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-029 |
pair-028 | Set the dataset subtitle to: Human-written interface preferences for agents. | form | cli | authoring | A labeled field. fill_field, not a CLI flag on someone else's site; reject `cli` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-032 |
pair-029 | On the new notebook form, set the title to Agent UI SFT explore + router. | form | cli | authoring | Notebook metadata is a form on Kaggle; reject `cli` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-033 |
pair-031 | Write a two-sentence model card in the Hub README editor and save. | form | cli | authoring | The editor is a form/textarea. git commit via Hub UI is still a form here; reject `cli` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-035 |
pair-032 | On Kaggle dataset settings, confirm visibility is Public and license Apache 2.0. | form | cli | authoring | Settings page. Checkboxes and dropdowns; reject `cli` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-037 |
pair-033 | Add a collection title Agent UI and description linking dataset, model, and Space. | form | cli | authoring | Collection create is a Hub form; reject `cli` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-038 |
pair-034 | Update Hugging Face profile AI and ML interests to: agents, tool-use, telemetry, dataset design. | form | cli | authoring | Profile edit form. Not an API we have connected; reject `cli` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-039 |
pair-036 | Parse a local DTC dump at /tmp/dtc.json and list unique codes. | cli | dom_click | diagnostics | File is local. Python/jq. No vehicle network involved; reject `dom_click` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-041 |
pair-037 | Hex dump the first 64 bytes of a CAN capture file named lab.asc. | cli | dom_click | diagnostics | Binary/text capture on disk. xxd/head; reject `dom_click` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-043 |
pair-038 | For ticket T-4421, return current owner and last status change time. | structured_api | form | diagnostics | Ticketing API. Scraping the ticket page is the fallback UI; reject `form` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-044 |
pair-039 | On the service console already open, click the History tab for the selected lab device. | dom_click | structured_api | diagnostics | The console is on screen. Click History; reject `structured_api` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-045 |
pair-041 | Print the last exit code of ./scripts/nightly.sh from the shell history file if present. | cli | dom_click | workflows | Local history. grep HISTFILE; reject `dom_click` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-047 |
pair-042 | If the Temporal-like UI is showing a spinner on wf-91, wait and read the status chip. | dom_click | cli | workflows | Live UI state. Watch the chip; reject `cli` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-049 |
pair-043 | Schedule a one-off lab job named human-dataset-qa for tomorrow 9:00 PT in the scheduler dialog. | form | structured_api | workflows | Scheduler UI is a form with date and name; reject `structured_api` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-050 |
pair-044 | Count lines in train.jsonl and test.jsonl in the current directory. | cli | dom_click | authoring | wc -l. Local; reject `dom_click` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-051 |
pair-046 | On the dataset page, click the Train split preview if the viewer is visible. | dom_click | cli | authoring | Dataset viewer is a widget. Click to confirm rows; reject `cli` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-053 |
pair-047 | Show git remote -v for this folder so I know if origin is Hugging Face or GitHub. | cli | dom_click | local_ops | git remote. CLI; reject `dom_click` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-055 |
pair-048 | Average pack_voltage_v for lab-104 between 00:00 and 01:00 PT. | structured_api | dom_click | telemetry | Windowed aggregate. API; reject `dom_click` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-056 |
pair-049 | Close the Microduck news card on Hugging Face home if it is in the way. | dom_click | structured_api | web_ui | Feed chrome. Dismiss/click away; reject `structured_api` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-057 |
pair-051 | From Downloads/agent-ui-human, list files with sizes. | cli | dom_click | local_ops | ls -l. Local Downloads; reject `dom_click` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-059 |
pair-052 | Create a branch named agent-ui-human from main and print the current sha. | cli | dom_click | local_ops | Git is CLI-native. A GitHub form to create a branch is the slow UI; reject `dom_click` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-006 |
pair-053 | Peak CPU temperature on gateway gw-9 in the last hour. | structured_api | dom_click | telemetry | Named device + metric + window is a get_metric call, not a dashboard safari; reject `dom_click` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-012 |
pair-054 | Pause the nightly-retrain workflow if it is still queued. | structured_api | dom_click | telemetry | Lifecycle action on a run id. API/signal, not a kebab menu; reject `dom_click` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-018 |
pair-056 | If Gradio is greyed out on the new Space page, click Static instead. | dom_click | structured_api | web_ui | The picker is a disabled widget. An agent has to see the Paid badge; reject `structured_api` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-030 |
pair-057 | Request a Hugging Face write token named grok-bot-upload with write role, but do not display the secret in chat. | form | cli | authoring | Token create is a settings form. The secret must stay on that page; reject `cli` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-036 |
pair-058 | Look up lab procedure id PROC-17 and return the steps array. | structured_api | form | diagnostics | Procedure store is an API. Do not PDF-click a wiki unless the API 404s; reject `form` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-042 |
pair-059 | Get run wf-91 and tell me if it is still in queued. | structured_api | form | workflows | Run get. API; reject `form` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-048 |
pair-061 | Return the unit string for metric cpu_temp_c. | structured_api | dom_click | telemetry | Catalog/metadata API; reject `dom_click` as the contrast. | lab-authored pair; preferred side aligned with published agent-ui-human h-060 |
pair-062 | Compare CLI vs DOM cost for restarting lab worker lab-w3 using staged scores. | cli | dom_click | local_ops | Bakeoff scoring belongs on CLI/score tools; clicking consoles is the expensive path shown in agent-ui-sft efficiency traces. | lab-authored pair; expands beyond agent-ui-human with same enum and disclaimer rules |
pair-063 | POST a JSON cancel to /v1/workflows/wf-synth-44 with reason lab_abort. | structured_api | dom_click | workflows | Explicit REST cancel with a body is structured_api; DOM would hunt buttons. | lab-authored pair; expands beyond agent-ui-human with same enum and disclaimer rules |
pair-064 | Fill the Hub new-dataset form: name agent-ui-mode-pairs, license apache-2.0, public. | form | structured_api | authoring | Hub creation is a multi-field form; a raw API still needs the same fields and skips card UX. | lab-authored pair; expands beyond agent-ui-human with same enum and disclaimer rules |
pair-066 | Export agent_ui_tokens_total by mode from the lab Prometheus textfile. | cli | form | local_ops | Textfile scrape is a local CLI/curl; a form wizard adds nothing. | lab-authored pair; expands beyond agent-ui-human with same enum and disclaimer rules |
pair-067 | Look up procedure PROC-17 steps for lab soak test (fiction id). | structured_api | cli | diagnostics | Procedure catalogs are remote resources; structured lookup beats grepping random files. | lab-authored pair; expands beyond agent-ui-human with same enum and disclaimer rules |
pair-068 | Type a two-line commit message in the Hub upload box and click Commit. | form | dom_click | authoring | Commit message is a text field then submit — form semantics, not a lone click. | lab-authored pair; expands beyond agent-ui-human with same enum and disclaimer rules |
pair-069 | Read whether Space SDK is Static or Gradio on the new Space page. | dom_click | structured_api | web_ui | The radio/select is already rendered; click/read region instead of inventing an API. | lab-authored pair; expands beyond agent-ui-human with same enum and disclaimer rules |
pair-071 | Signal wf-88 with retry after transient_io (lab harness fiction). | structured_api | form | workflows | Same rule as agent-ui-human signal rows: API over wizard. | lab-authored pair; expands beyond agent-ui-human with same enum and disclaimer rules |
pair-072 | Open agent-ui-sft Files tab and confirm train.jsonl is listed. | dom_click | cli | web_ui | Browser dataset page navigation; terminal cannot click Hub UI. | lab-authored pair; expands beyond agent-ui-human with same enum and disclaimer rules |
pair-073 | Create notebook title Agent UI efficiency explore on Kaggle new-notebook form. | form | cli | authoring | Kaggle title field is a form; CLI would bypass required metadata. | lab-authored pair; expands beyond agent-ui-human with same enum and disclaimer rules |
pair-074 | Fetch unit string for metric pack_voltage_v from the lab schema endpoint. | structured_api | dom_click | telemetry | Schema lookup is an API; chart UI hides units behind clicks. | lab-authored pair; expands beyond agent-ui-human with same enum and disclaimer rules |
pair-076 | Dismiss blocking cookie banner on Kaggle if Save is covered. | dom_click | form | web_ui | Banner dismiss is a single DOM click, not a multi-field form. | lab-authored pair; expands beyond agent-ui-human with same enum and disclaimer rules |
pair-077 | Schedule lab job human-dataset-qa for tomorrow 09:00 PT in scheduler dialog. | form | cli | workflows | Scheduler dialog fields (name/time) are form fills. | lab-authored pair; expands beyond agent-ui-human with same enum and disclaimer rules |
pair-078 | Hex-dump first 64 bytes of lab.asc CAN capture on disk. | cli | dom_click | diagnostics | Binary dump is a local CLI tool chain. | lab-authored pair; expands beyond agent-ui-human with same enum and disclaimer rules |
pair-079 | Return owner and last status change for ticket T-4421 via tickets API. | structured_api | dom_click | diagnostics | Ticket metadata is a structured GET; console clicking is slower. | lab-authored pair; expands beyond agent-ui-human with same enum and disclaimer rules |
pair-081 | File lab-only note for lab-104 high pack current during soak (no customer ids). | form | cli | diagnostics | Note capture is a form with required fields. | lab-authored pair; expands beyond agent-ui-human with same enum and disclaimer rules |
Agent UI Mode Pairs
Pairwise preference set for the same research question as akashnaren/agent-ui-metrics: which UI should an agent pick?
Each row is one prompt with a preferred and a rejected ui_mode, plus a short rationale. Built from lab-authored text using the same labeling rules as akashnaren/agent-ui-human.
| Author | Akash Premkumar (akashnaren) |
| License | Apache-2.0 |
| Hub files | train.jsonl (65), test.jsonl (16), optional pairs.jsonl (81 full) |
| Related | agent-ui-human, agent-ui-sft, ui-mode-router, agent-ui-efficiency-scores |
Scope / disclaimer (read first)
- NOT Tesla telemetry
- NOT customer data / scraped inboxes
- NOT production A/B preference traffic
Rejected labels are constructive contrasts for teaching/eval, not measured clickstream. Workflow/device ids such as wf-synth-44 and lab-104 are harness fiction shared with agent-ui-sft / agent-ui-human.
Why this exists
agent-ui-human is single-label classification. Pairwise rows support:
- ranking / contrastive toy losses
- clearer “why not the other UI?” notes in the metrics write-up
- eval prompts for routers (including
ui-mode-router)
Schema
| column | type | required | meaning |
|---|---|---|---|
id |
string | yes | Pair id (pair-001, …) |
prompt |
string | yes | Person-shaped request |
preferred_ui |
string enum | yes | cli | structured_api | dom_click | form |
rejected_ui |
string enum | yes | Different member of the same enum |
domain |
string | yes | Same vocabulary as agent-ui-human where applicable |
rationale |
string | yes | Why preferred beats rejected for this request |
source_note |
string | yes | Provenance (human-aligned / new lab-authored) |
Constraint: preferred_ui != rejected_ui.
Split / coverage (checkable on Hub)
| split | rows |
|---|---|
| train | 65 |
| test | 16 |
| total | 81 |
Domains (same set as agent-ui-human plus extensions): local_ops, telemetry, web_ui, authoring, diagnostics, workflows.
Most preferred sides are aligned with published agent-ui-human prompts (h-001 …); additional rows are new lab-authored pairs with the same enum and disclaimer rules. See each row’s source_note.
Example rows
| id | preferred | rejected | domain | prompt (short) |
|---|---|---|---|---|
| pair-001 | cli | dom_click | local_ops | git/diff changed python files |
| pair-002 | structured_api | dom_click | telemetry | pack voltage for lab-104 |
| pair-003 | dom_click | structured_api | web_ui | open Metrics tab (page loaded) |
| pair-004 | form | cli | authoring | create public dataset on Hub wizard |
| pair-005 | structured_api | form | workflows | cancel wf-synth-44 |
Intended use
- Pairwise eval for UI routers
- Documentation examples for agent-ui-metrics
- Optional tiny contrastive train set (still toy-scale)
- Companion to staged costs in
agent-ui-efficiency-scores
Limitations
- Lab-authored; single-author preferences; no inter-annotator agreement
- Rejected labels are constructive contrasts, not measured A/B traffic
- English only; tiny N
- Must not be described as production preference data
- No fake SOTA claims
Citation / links
- Human singles: https://huggingface.co/datasets/akashnaren/agent-ui-human
- Synthetic traces: https://huggingface.co/datasets/akashnaren/agent-ui-sft
- Efficiency table: https://huggingface.co/datasets/akashnaren/agent-ui-efficiency-scores
- Question: https://github.com/akashnaren/agent-ui-metrics
- Collection: https://huggingface.co/collections/akashnaren/agent-ui-lab-6a9a8e06fec692165b0b3c07
- Router: https://huggingface.co/akashnaren/ui-mode-router
- Personal site: https://akashnaren.github.io/
- ORCID: https://orcid.org/0009-0001-8877-9527
- Cursor: https://cursor.com/@akashpn
- Fleet / bot page: https://akashnaren.github.io/bot/
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