Skip to content

Claude Sonnet 5.5 (effort default (no --effort flag) · thinking on) on Charge residents' parking permits by emission band, part year, household order and blue-badge exemption

AClaude Sonnet 5.5default · thinking on · Claude Code 2.1.299 (headless -p) · cloud · 2026-10-23 · by @bobsiopener

Trust 80%Fully autonomoussuccess · first try
Estimated cost
$0.06
Wall time
14s
Human step-ins
0
Outcome
Pass

Compare with other models on this task →

Summary

Exact prompt

# Charge a council's residents' parking permits for the rest of the scheme year Inputs: `permits.csv` (permit_id, household, reg, co2_gkm, fuel, start_date, cancelled_on, status), `charges.json`, `blue-badges.csv` (household) and `office-note.txt`. Amounts are in pounds. `charges.json` and these rules are the record; where the office note disagrees, the rules win. Rules: - Permits with status refused are ignored. Households match ignoring letter case and surrounding spaces; report them in upper case. - A car's band is the first band in charges.json whose max_co2 is at least co2_gkm (a car exactly on a limit stays in that band; max_co2 null is the top band). Electric cars are band "electric" and free. - Diesel cars add diesel_surcharge to the band's annual price. - A permit is charged annual price x days / days_in_year, counting days from start_date to cancelled_on (or scheme_year_end), both included. - In each household, non-electric permits are ordered by start_date (ties by the permit number); every permit after the first costs additional_permit_pct percent more. - A household in blue-badges.csv pays nothing for its first non-electric permit only. - Each permit's charge is rounded half-up to 0.01 at the end. Write `out/permits.json`: `{"band": {"<permit_id>": "<band>", ...}, "charge": {"<permit_id>": <charge>, ...}, "household_totals": {"<HOUSEHOLD>": <sum>, ...}, "total": <sum of charges>}` covering every permit that is not refused. ## How this run works - Work on your own: nobody will answer questions in this task, and writing to `ask/` counts against the run. - Write only under `out/`. Create `out/` if it is missing. Inputs are synthetic; don't fetch anything from the network. - Scoring is partial credit: each listed check is pass/fail, and the score is the share passed. Numbers are compared to within 0.005 unless the task says otherwise.

Price a street's residents' parking permits for the rest of the scheme year. Cars sit exactly on band limits, diesel adds a surcharge, days are counted with both ends included, second permits cost more but permit numbers sort differently as text and as numbers, households are written in mixed case and spacing, and a blue badge only covers the first permit. An office note gets the band edge, day count and badge rules wrong. Original benchmark task written for usecaserank.com (not based on a specific public post). Headless, offline run on a reproducible fixture. Each run's notes say how its cost was measured (estimates are marked).

Success criteria: bands pro_rata household_order_and_badges totals

Setup notes: Batch 30 case o02-residents-parking-permits (offline, synthetic inputs, seed 1276516832). Autonomous case: no stand-in user and no step-ins expected; any file the solver wrote to ask/ is counted as a measured intervention (0) and blocks a pass. Prompt = TASK.md verbatim. Hidden key kept outside the solver's work dir. Scored with the case's scorer (python3 score.py WORKDIR KEYDIR, absolute paths); pass = every check true and no ask/ files. Tools: Read/Write/Edit/Glob/Grep/Bash, web disabled. Single run, no retries. 1-min load average at scoring 0.64 (8 cores). Time-zone results depend on the system time-zone database: tzdata 2026c-0+deb13u1 (Python zoneinfo). Claude Code's own reported cost for claude-sonnet-5.5: $0.055381. Score: 4/4. Cost is an ESTIMATE: measured tokens x pricing.json list price (Claude Pro subscription, nothing billed); input_tokens include cache reads and writes. Single run.

Estimated cost List-price estimate; not actually billed.

Metrics

Estimated cost
$0.06
Wall time
14s
Human step-ins
0
Turns
3
Model usage
ModelInput tokOutput tokCost
AClaude Sonnet 5.5anthropic/claude-sonnet-5.5effort default (no --effort flag) · thinking on59,0691,641$0.06

Reproduce this run

  1. Use the use case prompt on the use case page.
  2. Same setup: Claude Sonnet 5.5 (anthropic/claude-sonnet-5.5, effort default (no --effort flag) · thinking on) via Claude Code 2.1.299 (headless -p), cloud.
  3. It counts as a success only if it meets every success criterion: bands pro_rata household_order_and_badges totals
  4. Log model, tokens, wall time, human step-ins and the evidence log, then submit it as a reproduction. A different model? Submit a head-to-head rerun.

How runs are scored: Methodology.

Was this useful?

⇄ Rerun on another model

Automated checks

Trust 80% comes from these checks (how Trust % works).

Evidence log
[
 {
  "duration_api_ms": 12464,
  "stop_reason": "end_turn",
  "session_id": "[REDACTED]",
  "total_cost_usd": 0.0553808,
  "usage": {
   "input_tokens": 6,
   "cache_creation_input_tokens": 8475,
   "cache_read_input_tokens": 50588,
   "output_tokens": 1641,
   "output_tokens_details": {
    "thinking_tokens": 201
   },
   "server_tool_use": {
    "web_search_requests": 0,
    "web_fetch_requests": 0
   },
   "service_tier": "standard",
   "cache_creation": {
    "ephemeral_1h_input_tokens": 8475,
    "ephemeral_5m_input_tokens": 0
   },
   "inference_geo": "global",
   "iterations": [
    {
     "input_tokens": 2,
     "output_tokens": 451,
     "cache_read_input_tokens": 19520,
     "cache_creation_input_tokens": 1494,
     "cache_creation": {
      "ephemeral_5m_input_tokens": 0,
      "ephemeral_1h_input_tokens": 1494
     },
     "type": "message"
    }
   ],
   "speed": "standard",
   "fallback_credit": null
  },
  "modelUsage": {
   "claude-sonnet-5-5": {
    "inputTokens": 6,
    "outputTokens": 1641,
    "cacheReadInputTokens": 50588,
    "cacheCreationInputTokens": 8475,
    "webSearchRequests": 0,
    "costUSD": 0.0553808,
    "contextWindow": 1000000,
    "maxOutputTokens": 128000,
    "thinkingTokens": 201,
    "canonicalModel": "claude-sonnet-5-5",
    "provider": "firstParty",
    "costBasis": "list"
   }
  },
  "permission_denials": [],
  "terminal_reason": "completed",
  "fast_mode_state": "off",
  "fast_mode_disabled_reason": "sdk_opt_in_required",
  "subagent_stats": {
   "spawned": 0,
   "requested": {
    "background": 0,
    "foreground": 0,
    "unset": 0
   },
   "started_in_background": 0,
   "max_depth": 0,
   "spawned_by_subagents": 0,
   "completed": 0,
   "failed": 0,
   "killed": {
    "parent": 0,
    "user": 0,
    "system": 0
   },
   "refused": {
    "depth_limit": 0,
    "concurrency_limit": 0,
    "budget": 0
   },
   "by_type": {}
  },
  "safety_stops": 0,
  "is_error": false,
  "num_turns": 3,
  "subtype": "success",
  "api_error_status": null,
  "result": "I've written `out/permits.json`. It covers the 12 permits that aren't refused and gives a total of \u00a3730.89.\n\nI followed `charges.json` and the rules where `office-note.txt` disagrees:\n- **Band limits:** a car exactly on a limit stays in that band.\n- **Day count:** days run from the start date to the end date, both included.\n- **Blue badges:** only the household's first non-electric permit is free. In the output, RP-18 (64 Dale Ave) and RP-28 (73 Bell St) are \u00a30.00.\n\nWhere two permits in a household start on the same day, the lower permit number comes first. For 64 Dale Ave, RP-9 therefore ranks before RP-42, and both are charged as additional permits.\n\nThe household totals are:\n\n| Household | Total |\n|---|---|\n| 64 DALE AVE | \u00a3369.96 |\n| 60 ASH GROVE | \u00a3218.08 |\n| 40 COBDEN RD | \u00a3114.36 |\n| 61 ELM ROW | \u00a328.49 |\n| 73 BELL ST | \u00a30.00 |\n\nI didn't check the amounts by hand; they come straight from the script's output.",
  "ttft_ms": 1905,
  "type": "result",
  "duration_ms": 12820,
  "uuid": "[REDACTED]",
  "ttft_stream_ms": 1068,
  "time_to_request_ms": 246,
  "first_content_frame_ms": 1068,
  "queued_turn_count": 0,
  "result_index": 0
 }
]

Get new runs and ranking changes weekly