DeepSeek V4.1 Flash (Venice) (thinking on) on Rewrite a legalese policy in plain language without losing or inventing rules
DDeepSeek V4.1 Flash (Venice)thinking on · venice-mini-agent v1.3 · cloud · 2026-10-20 · by @bobsiopener
- Estimated cost
- $0.0045
- Wall time
- 26s
- Human step-ins
- 0
- Outcome
- Pass
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Summary
Exact prompt
# Task: plain-language rewrite Rewrite `inputs/policy.md` for employees as `policy_plain.md`. Requirements: - Flesch Reading Ease >= 60 (short sentences, common words). Word count 180–350. - Keep EVERY rule and number; add no new rules or numbers. Use a short intro, then bullet points or short headed sections, then a "Quick example" with one worked case that only uses numbers from the policy. - Second person ("you"). No legalese ("notwithstanding", "herein", "pursuant", "shall"). No network.
Rewrite a company policy in plain language for employees, reaching a Flesch reading-ease score of at least 60 in 180-350 words. Every rule and number must survive, nothing new may be added, and the worked example can only use numbers from the policy. Original benchmark task written for usecaserank.com (not based on a specific public post). Headless, offline run on a reproducible fixture. Cost shown is a list-price estimate (measured tokens x the site's price table).
Success criteria: 1. Flesch Reading Ease >= 60 (scorer's own heuristic syllable count). 2. 180–350 words. 3. All 14 key rules/facts from the policy present (attendance threshold, reimbursement cap and period, extra chair allowance with medical note, claim deadline, itemised receipt, ownership threshold, return deadline, excluded categories internet/utilities/decor, approval time, payroll timing). 4. No new numbers: every number must appear in the source policy (integers 0–3 allowed). 5. No legalese words (notwithstanding, herein, pursuant, shall, aforementioned, enumerated). 6. Second person: 'you/your' used at least 5 times. 7. Contains a 'Quick example' section.
Setup notes: Use Case Scout batch 3 case c11-plain-language-rewrite (offline fixture). Prepared with the case's setup script; hidden key/tests kept outside the agent's work dir. Prompt = TASK.md verbatim. Scored automatically with the scout's scorer. Tools: list_files/read_file/write_file/run_shell (venice-mini-agent v1.3), web disabled. Single run, no retries. Harness: venice-mini-agent v1.3 via the Venice OpenAI-compatible API: same tool loop, system prompt and limits as the cases 02-25 Venice runs (max 25 turns, max 16,000 output tokens per call, temperature 0.2, Venice system prompt and web search off, per-run cost cap $0.08, thinking on (model default)). Same task text, work-dir layout and scorer as the Claude runs of this case. Cost = measured per-call tokens x Venice list price; paid from the Venice DIEM daily allowance. Harness: venice-mini-agent v1.3 via Venice OpenAI-compatible API (16000 max tokens/call, $0.08 run cap). Score: 7/7 checks. Cost is an ESTIMATE: measured per-call tokens x the site's list-price table (paid from Venice DIEM allowance; Venice billing not itemized). input tokens include cached reads. Single run.
Estimated cost List-price estimate; not actually billed.
Metrics
- Estimated cost
- $0.0045
- Wall time
- 26s
- Human step-ins
- 0
- Turns
- 5
| Model | Input tok | Output tok | Cost |
|---|---|---|---|
| DDeepSeek V4.1 Flash (Venice)venice/deepseek-v4-1-flashthinking on | 8,105 | 3,144 | $0.0045 |
Reproduce this run
- Use the use case prompt on the use case page.
- Same setup: DeepSeek V4.1 Flash (Venice) (venice/deepseek-v4-1-flash, thinking on) via
venice-mini-agent v1.3, cloud. - It counts as a success only if it meets every success criterion: 1. Flesch Reading Ease >= 60 (scorer's own heuristic syllable count). 2. 180–350 words. 3. All 14 key rules/facts from the policy present (attendance threshold, reimbursement cap and period, extra chair allowance with medical note, claim deadline, itemised receipt, ownership threshold, return deadline, excluded categories internet/utilities/decor, approval time, payroll timing). 4. No new numbers: every number must appear in the source policy (integers 0–3 allowed). 5. No legalese words (notwithstanding, herein, pursuant, shall, aforementioned, enumerated). 6. Second person: 'you/your' used at least 5 times. 7. Contains a 'Quick example' section.
- 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.
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Automated checks
Trust 80% comes from these checks (how Trust % works).
- Run date is not in the future : passed
- Model is in the dated pricing table : passed
- Cost recomputed from tokens matches : passed
- Cached tokens are consistent : passed
- Output throughput is plausible : passed
- Autonomy matches step-ins : passed
- Step-ins do not exceed turns : passed
- Retries agree with first-try result : passed
- Evidence log SHA-256 matches : passed
- Evidence log is substantial : passed
Evidence log
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"final_message": "Done. `policy_plain.md` is written.\n\n**Verification (measured):**\n- Flesch Reading Ease: **74.9** (\u2265 60 \u2713)\n- Word count: **324** (180\u2013350 \u2713)\n- Avg sentence length: 14.7 words\n- No banned legalese (\"notwithstanding\", \"herein\", \"pursuant\", \"shall\") \u2713\n- Second person throughout (\"you\") \u2713\n- No network used \u2713\n\n**Every rule and number preserved, nothing added:**\n- Eligibility: fully remote/hybrid = fewer than 3 business days on site per week\n- Cap: USD 750 per rolling 24-month period\n- Ergonomic seating: extra USD 300 with medical documentation\n- Deadline: 60 calendar days from purchase; itemised receipt (vendor, date, amount); late/incomplete = not processed\n- Ownership: unit cost \u2265 USD 200 stays Company property, returned within 14 days of termination (any reason); below USD 200 is yours\n- Exclusions: internet, utilities, furniture other than desks/seating, decorative items\n- Payment: payroll cycle after approval, normally within 10 business days of submission\n\n**Structure:** short intro \u2192 headed bullet sections (What you can claim / How to ask / Who owns the items / What is not covered / When you get paid) \u2192 \"Quick example\" using only policy numbers (3, 200, 300, 60, 14, 750).",
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"result": "# Remote Work Equipment Reimbursement Policy (Rev. 4)\n\nNotwithstanding any prior arrangements, employees whose employment classification is designated as fully remote or hybrid (defined herein as an individual contractually obligated to attend a company facility on fewer than three (3) business days per calendar week) shall be eligible, subject to the limitations enumerated below, to request reimbursement for expenditures incurred in connection with the procurement of home-office equipment that is reasonably necessary for the performance of their duties.\n\nThe aggregate reimbursable amount shall not exceed USD 750 per employee during any rolling twenty-four (24) month period, with the exception of ergonomic seating, for which an additional allowance not exceeding USD 300 may be authorised upon submission of documentation substantiating a medically recommended requirement.\n\nRequests for reimbursement must be submitted via the Expenses Portal no later than sixty (60) calendar days following the date of purchase, accompanied by an itemised receipt displaying the vendor name, date, and amount, failing which the request shall be deemed ineligible and shall not be processed.\n\nItems procured pursuant to this policy having a unit cost equal to or exceeding USD 200 shall remain the property of the Company and must be returned within fourteen (14) days of the termination of employment, irrespective of the reason for such termination. Items with a unit cost below said threshold shall become the property of the employee.\n\nExpenditures relating to internet connectivity, utilities, furniture other than desks and seating, and decorative items are expressly excluded from the scope of this policy. Reimbursements will be disbursed in the payroll cycle immediately following approval, which shall ordinarily occur within ten (10) business days of submission.\n"
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"content": "Now I'll write the plain-language version and verify readability with a script.",
"reasoning_content": "Let me extract all rules and numbers:\n\n1. Eligibility: fully remote or hybrid employees (hybrid = contractually required to attend a company facility fewer than 3 business days per calendar week). Eligible to request reimbursement for home-office equipment reasonably necessary for their duties.\n2. Cap: USD 750 per employee per rolling 24-month period. Exception: ergonomic seating, additional allowance up to USD 300 with documentation of medically recommended requirement.\n3. Deadline: submit via Expenses Portal within 60 calendar days of purchase date, with itemised receipt showing vendor name, date, amount. Otherwise ineligible.\n4. Items with unit cost >= USD 200 remain Company property, must be returned within 14 days of termination of employment, any reason. Items below USD 200 become employee's property.\n5. Excluded: internet connectivity, utilities, furniture other than desks and seating, decorative items.\n6. Reimbursements paid in payroll cycle immediately following approval, which normally happens within 10 business days of submission.\n\nNow write plain language, 180-350 words, Flesch >= 60, second person, no legalese words.\n\nLet me draft.\n\n---\n\n# Remote Work Equipment Reimbursement (Plain-Language Version)\n\nThis policy explains when you can get money back for home-office equipment. It applies to fully remote and hybrid employees. You count as hybrid if your contract says you come to a company site fewer than 3 business days each week.\n\n## What you can claim\n- You can ask for reimbursement for home-office equipment you reasonably need to do your job.\n- Your total claims can't go over USD 750 in any rolling 24-month period.\n- Ergonomic seating is the one exception. You can get up to USD 300 more if you send proof that a doctor recommends it.\n\n## How to ask\n- Send your request through the Expenses Portal.\n- Do it within 60 calendar days of the purchase date.\n- Attach an itemised receipt that shows the vendor name, the date, and the amount.\n- If you miss the deadline or the receipt is incomplete, we can't process your request.\n\n## Who owns the items\n- If one item costs USD 200 or more, the Company owns it. You must return it within 14 days of your employment ending, whatever the reason.\n- If one item costs less than USD 200, it's yours to keep.\n\n## What isn't covered\n- Internet connectivity\n- Utilities\n- Furniture other than desks and seating\n- Decorative items\n\n## When you get paid\nWe pay you in the payroll cycle right after your claim is approved. Approval usually takes up to 10 business days from the day you submit.\n\n## Quick example\nYou are hybrid and you buy a desk for USD 180 and a chair for USD 250. You send both receipts through the Expenses Portal 20 days after purchase. The desk is under USD 200, so it's yours. The chair is USD 200 or more, so the Company owns it and you must return it within 14 days of leaving. Your total claim is USD 430, which is under the USD 750 cap.\n\n---\n\nWord count check. Let me count roughly. I'll compute with a script. Also Flesch.\n\nNote: \"USD 430\" \u2014 is that a new number? It's a sum of numbers from the policy (180+250). The requirement says \"only uses numbers from the policy\" \u2014 a sum might be considered derived. Hmm, risky. \"add no new rules or numbers\". A computed total 430 is a new number technically. Safer to avoid stating the total. Let me remove \"Your total claim is USD 430, which is under the USD 750 cap.\" and instead say \"Both items together stay under the USD 750 cap.\" That avoids new numbers.\n\nAlso \"20 days after purchase\" \u2014 20 is a new number. Use \"within 60 calendar days\" instead. Let me rewrite example:\n\n## Quick example\nYou are hybrid. You buy a desk for USD 180 and a chair for USD 250. You send both receipts through the Expenses Portal within 60 calendar days of purchase. The desk costs less than USD 200, so it becomes yours. The chair costs USD 200 or more, so the Company owns it, and you must return it within 14 days of your employment ending. Together the two items stay under the USD 750 cap.\n\nGood \u2014 all numbers from policy: 180, 250, 200, 60, 14, 750. 180 and 250 are new numbers though! Hmm. \"only uses numbers from the policy\" \u2014 the example needs numbers. The policy has 750, 300, 3, 60, 200, 14, 10, 24. Using 180 and 250 introduces new numbers. But the requirement says \"one worked case that only uses numbers from the policy.\" Strictly, that means use numbers appearing in the policy. Hmm, but a worked case needs purchase amounts. Could use 200 and 300? E.g., buy a chair for USD 300 (ergonomic seating allowance) \u2014 but 300 is the extra allowance for seating. Hmm.\n\nLet's design example using only policy numbers: 750, 300, 3, 60, 200, 14, 10, 24.\n\nExample: You are hybrid (you come to a site fewer than 3 business days a week). You buy a desk for USD 200 and ergonomic seating for USD 300, with a doctor's note. You submit both receipts through the Expenses Portal within 60 calendar days. The desk costs USD 200, so the Company owns it and you must return it within 14 days of leaving. The seating is covered by the extra USD 300 allowance. Your total stays within the USD 750 cap for the 24-month period.\n\nThat uses 3, 200, 300, 60, 14, 750, 24. All from policy. \n\nBut wait \u2014 is the seating allowance \"additional\" meaning 750+300=1050? The policy: \"aggregate reimbursable amount shall not exceed USD 750 ... with the exception of ergonomic seating, for which an additional allowance not exceeding USD 300 may be authorised\". So seating gets extra 300 beyond the 750. My example says total stays within 750 cap \u2014 that's slightly off since seating is additional. Let me phrase: \"The desk counts toward your USD 750 limit. The seating is paid from the extra USD 300 allowance.\" Good, avoids confusion.\n\nActually careful: desk at exactly USD 200 \u2014 \"unit cost equal to or exceeding USD 200\" \u2192 Company property. Good.\n\nNow word count 180-350. Let me write and check with a script.\n\nAlso avoid \"shall\", \"notwithstanding\", \"herein\", \"pursuant\". Fine.\n\nLet me write the file and compute Flesch with a python script (no network needed; implement syllables myself).\n\nLet me write it.",
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"arguments": "{\"path\": \"policy_plain.md\", \"content\": \"# Remote Work Equipment Reimbursement (Plain Language)\\n\\nThis page explains when you can get money back for home-office gear. It covers fully remote and hybrid staff. You are hybrid if your contract says you come to a company site fewer than 3 business days each week.\\n\\n## What you can claim\\n- You can ask us to pay you back for home-office equipment you truly need to do your job.\\n- Your claims can't go over USD 750 in any rolling 24-month period.\\n- Ergonomic seating is the one extra. You can get up to USD 300 more if you send proof that a doctor says you need it.\\n\\n## How to ask\\n- Send your request through the Expenses Portal.\\n- Do it within 60 calendar days of the date you bought the item.\\n- Attach an itemised receipt that shows the vendor name, the date, and the amount.\\n- If you miss the deadline, or the receipt is not complete, we can't process your claim.\\n\\n## Who owns the items\\n- If one item costs USD 200 or more, the Company owns it. You must give it back within 14 days of your job ending, for any reason.\\n- If one item costs less than USD 200, it is yours to keep.\\n\\n## What is not covered\\n- Internet connectivity\\n- Utilities\\n- Furniture other than desks and seating\\n- Decorative items\\n\\n## When you get paid\\nWe pay you in the payroll cycle right after your claim is approved. Approval usually takes up to 10 business days from the day you send it in.\\n\\n## Quick example\\nYou are hybrid, so you come to a site fewer than 3 business days a week. You buy a desk for USD 200 and ergonomic seating for USD 300, and you have a doctor's note for the seating. You send both receipts through the Expenses Portal within 60 calendar days. The desk costs USD 200, so the Company owns it and you must give it back within 14 days of leaving. The desk counts toward your USD 750 limit. The seating comes from the extra USD 300 allowance.\\n\"}"
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"content": "# Remote Work Equipment Reimbursement (Plain Language)\n\nThis page explains when you can get money back for home-office gear. It covers fully remote and hybrid staff. You are hybrid if your contract says you come to a company site fewer than 3 business days each week.\n\n## What you can claim\n- You can ask us to pay you back for home-office equipment you truly need to do your job.\n- Your claims can't go over USD 750 in any rolling 24-month period.\n- Ergonomic seating is the one extra. You can get up to USD 300 more if you send proof that a doctor says you need it.\n\n## How to ask\n- Send your request through the Expenses Portal.\n- Do it within 60 calendar days of the date you bought the item.\n- Attach an itemised receipt that shows the vendor name, the date, and the amount.\n- If you miss the deadline, or the receipt is not complete, we can't process your claim.\n\n## Who owns the items\n- If one item costs USD 200 or more, the Company owns it. You must give it back within 14 days of your job ending, for any reason.\n- If one item costs less than USD 200, it is yours to keep.\n\n## What is not covered\n- Internet connectivity\n- Utilities\n- Furniture other than desks and seating\n- Decorative items\n\n## When you get paid\nWe pay you in the payroll cycle right after your claim is approved. Approval usually takes up to 10 business days from the day you send it in.\n\n## Quick example\nYou are hybrid, so you come to a site fewer than 3 business days a week. You buy a desk for USD 200 and ergonomic seating for USD 300, and you have a doctor's note for the seating. You send both receipts through the Expenses Portal within 60 calendar days. The desk costs USD 200, so the Company owns it and you must give it back within 14 days of leaving. The desk counts toward your USD 750 limit. The seating comes from the extra USD 300 allowance.\n"
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"content": "import re, sys\n\ntext = open('policy_plain.md').read()\n# strip markdown headings/bullets for prose analysis\nbody = re.sub(r'[#*`>-]', ' ', text)\nwords = re.findall(r\"[A-Za-z']+\", body)\nn_words = len(words)\nsentences = [s for s in re.split(r'[.!?]+', body) if s.strip()]\nn_sent = len(sentences)\n\ndef syl(w):\n w = w.lower()\n w = re.sub(r'[^a-z]', '', w)\n if not w:\n return 0\n groups = re.findall(r'[aeiouy]+', w)\n c = len(groups)\n if w.endswith('e') and c > 1 and not w.endswith(('le','ee')):\n c -= 1\n return max(1, c)\n\nn_syl = sum(syl(w) for w in words)\nasl = n_words / n_sent\nasw = n_syl / n_words\nfre = 206.835 - 1.015 * asl - 84.6 * asw\nprint(\"words:\", n_words)\nprint(\"sentences:\", n_sent)\nprint(\"avg sentence length:\", round(asl, 2))\nprint(\"avg syllables/word:\", round(asw, 3))\nprint(\"Flesch Reading Ease:\", round(fre, 1))\n\nbanned = ['notwithstanding','herein','pursuant','shall','hereof','thereof','hereby']\nlow = text.lower()\nprint(\"banned hits:\", [b for b in banned if b in low])\nprint(\"numbers in text:\", sorted(set(re.findall(r'\\d+', text))))\n"
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"reasoning_content": "All numbers preserved: 750, 300, 60, 200, 14, 10, 3, 24. Word count 324 (within 180-350). FRE 74.9 >= 60. No banned words. Second person used.\n\nLet me double check every rule is kept:\n1. Eligibility: fully remote or hybrid (fewer than 3 business days per week) \u2713\n2. Aggregate cap USD 750 per rolling 24-month period \u2713\n3. Ergonomic seating extra up to USD 300 with medical documentation \u2713\n4. Submit via Expenses Portal within 60 calendar days of purchase \u2713\n5. Itemised receipt with vendor name, date, amount \u2713\n6. Failing \u2192 ineligible/not processed \u2713\n7. Items >= USD 200 remain Company property, return within 14 days of termination, any reason \u2713\n8. Items below threshold become employee's \u2713\n9. Exclusions: internet, utilities, furniture other than desks and seating, decorative items \u2713\n10. Disbursed in payroll cycle immediately following approval, ordinarily within 10 business days of submission \u2713\n\nAll good. Clean up check.py? It's a helper file; I'll remove it to keep the directory clean.\n\nActually, keeping it is fine but the task only asked for policy_plain.md. I'll remove the helper.",
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"content": "Done. `policy_plain.md` is written.\n\n**Verification (measured):**\n- Flesch Reading Ease: **74.9** (\u2265 60 \u2713)\n- Word count: **324** (180\u2013350 \u2713)\n- Avg sentence length: 14.7 words\n- No banned legalese (\"notwithstanding\", \"herein\", \"pursuant\", \"shall\") \u2713\n- Second person throughout (\"you\") \u2713\n- No network used \u2713\n\n**Every rule and number preserved, nothing added:**\n- Eligibility: fully remote/hybrid = fewer than 3 business days on site per week\n- Cap: USD 750 per rolling 24-month period\n- Ergonomic seating: extra USD 300 with medical documentation\n- Deadline: 60 calendar days from purchase; itemised receipt (vendor, date, amount); late/incomplete = not processed\n- Ownership: unit cost \u2265 USD 200 stays Company property, returned within 14 days of termination (any reason); below USD 200 is yours\n- Exclusions: internet, utilities, furniture other than desks/seating, decorative items\n- Payment: payroll cycle after approval, normally within 10 business days of submission\n\n**Structure:** short intro \u2192 headed bullet sections (What you can claim / How to ask / Who owns the items / What is not covered / When you get paid) \u2192 \"Quick example\" using only policy numbers (3, 200, 300, 60, 14, 750).",
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