▸case-20 I am finalizing a 10-page NSF grant application for computational biology research. The methodology, budget justification, and preliminary data are complete, but I've spent 12 hours adjusting figure caption font sizes and line spacing. Evaluate whether this proposal clears the baseline standard, if formatting adjustments show diminishing returns, genuine fixes versus polish, a shipping verdict, and time lost. | fail→pass | 14,388 | 14,100 | -2% | 1 | 1 | 0% | 2,255 | 2,371 | +5% | 0 | 0 | — |
▸case-01 Please evaluate my draft technical proposal for a microservice refactor, meant for senior engineering leads to approve architectural changes. I've been polishing it for 4 days, tweaking line phrasing and color schemes in diagrams. I need an assessment of the real standard needed, whether it already meets that bar, if my latest edits are yielding diminishing returns, a list of critical fixes vs minor polish to skip, a clear verdict on whether to ship or make one last pass, and what this extra polishing is costing me elsewhere. | fail→pass | 24,056 | 16,925 | -30% | 1 | 1 | 0% | 2,519 | 2,664 | +6% | 0 | 0 | — |
▸case-02 I can't seem to hit send on our upcoming spring sale newsletter intended for e-commerce email subscribers to drive promo clicks. I've spent about 6 hours today adjusting button hex codes, swapping adjectives, and shifting image margins. Could you analyze what the actual baseline threshold is for this campaign, verify if my content clears it, determine if my recent tweaks are showing diminishing returns, highlight true fixes versus perfectionist items I should ignore, give me a concrete verdict on whether to send now or do one quick sweep, and highlight what continuing to edit is costing my other projects? | fail→pass | 20,580 | 14,516 | -29% | 1 | 1 | 0% | 2,419 | 2,474 | +2% | 0 | 0 | — |
▸case-03 I've been working on a UX design portfolio case study aimed at hiring managers for senior design roles to get an initial interview. I've been tweaking it for over two weeks now, mostly re-arranging layout blocks and rewriting captions. Please evaluate what the realistic standard is for this context, whether this draft clears that bar, if my continuous changes are suffering from diminishing returns, what genuinely still requires fixing versus perfectionist fluff to skip, a clear verdict on whether to submit, do one focused edit, or hold off, along with the cost of delaying this further. | fail→pass | 21,616 | 16,019 | -26% | 1 | 1 | 0% | 2,640 | 2,629 | -0% | 0 | 0 | — |
▸case-04 I am managing a software release schedule with 4 engineers. Calculate the critical path and estimated completion date given these tasks: Task A (3 days), Task B (depends on A, 5 days), Task C (depends on A, 2 days), Task D (depends on B and C, 4 days). | pass→pass | 14,869 | 19,912 | +34% | 1 | 1 | 0% | 1,922 | 2,939 | +53% | 0 | 0 | — |
▸case-05 Please review this Python snippet for security flaws: `import sqlite3; query = f'SELECT * FROM users WHERE username = "{user_input}"'`. Explain the vulnerability and provide the safe parameterized code. | pass→pass | 13,563 | 22,341 | +65% | 1 | 1 | 0% | 1,487 | 3,457 | +132% | 0 | 0 | — |
▸case-06 Our sprint velocity over the last 4 sprints was 30, 28, 35, and 31 story points. Calculate the average velocity and forecast how many sprints are needed to complete a backlog of 150 points. | pass→pass | 11,341 | 12,066 | +6% | 1 | 1 | 0% | 1,249 | 2,053 | +64% | 0 | 0 | — |
▸case-07 I am working on a slide deck and I keep changing the background gradient and rearranging icons. Should I keep working on it or send it out? | fail→pass | 14,555 | 17,183 | +18% | 1 | 1 | 0% | 1,251 | 2,580 | +106% | 0 | 0 | — |
▸case-08 I am finalizing REST API documentation for third-party developers launching integration next week. I've spent 12 hours tweaking markdown indentation, table formatting, and phrasing in code comments, though all endpoints, request/response payloads, and authentication steps are accurate. Evaluate if this documentation meets the baseline standard, if recent edits show diminishing returns, what needs fixing versus what to skip, a verdict, and opportunity costs. | fail→pass | 19,855 | 14,386 | -28% | 1 | 1 | 0% | 2,357 | 2,198 | -7% | 0 | 0 | — |
▸case-09 I am preparing a 5-page Q3 financial update memo for our board of directors. I've been editing for 3 days, reordering bullet points in the executive summary and trying 4 different font pairings. All revenue numbers, budget variances, and strategic risks are fully verified. Assess whether this memo clears the real threshold, if formatting tweaks are diminishing returns, separate genuine fixes from minor polish, give a clear verdict, and state what this delay costs. | fail→pass | 12,504 | 13,485 | +8% | 1 | 1 | 0% | 1,950 | 2,354 | +21% | 0 | 0 | — |
▸case-10 I am writing a customer service canned response template for password reset requests to be used by front-line support staff. I've spent 5 hours rephrasing polite greetings and adjusting paragraph spacing, even though the step-by-step account recovery instructions are clear and accurate. Provide a structured evaluation of whether this cleared the bar, diminishing returns on greeting edits, real fixes versus polish, a final verdict, and lost time costs. | fail→pass | 20,937 | 8,922 | -57% | 1 | 1 | 0% | 2,479 | 2,293 | -8% | 0 | 0 | — |
▸case-11 I have written a Terraform configuration to migrate our staging database cluster. The script has passed automated dry-run testing and successfully provisions all required resources, but I've spent 8 hours today renaming variable identifiers for stylistic consistency and rearranging resource blocks. Please judge whether this script clears its target bar, if variable renaming is diminishing returns, separate real fixes from polish, render a verdict, and name the cost of delay. | fail→pass | 18,107 | 7,780 | -57% | 1 | 1 | 0% | 2,111 | 2,197 | +4% | 0 | 0 | — |
▸case-12 I am building a SaaS landing page for an upcoming beta launch to capture user email signups. All key features, pricing tiers, and the signup form are functional, but I've spent 15 hours tweaking CSS drop shadows and subheadline phrasing. Evaluate whether this page meets its real bar, whether visual tweaks have reached diminishing returns, genuine gaps versus minor polish, a shipping verdict, and time lost on other launch tasks. | fail→pass | 17,213 | 13,712 | -20% | 1 | 1 | 0% | 2,077 | 2,287 | +10% | 0 | 0 | — |
▸case-13 I drafted an RFC document for adopting Kafka as our event broker, intended for team lead review. The core architecture, data retention policy, and failure modes are documented, but I spent 10 hours formatting sequence diagrams and re-wording introduction paragraphs. Evaluate whether this RFC clears its baseline requirements, if diagram tweaks show diminishing returns, true fixes versus polish, a clear verdict, and opportunity cost. | fail→pass | 18,759 | 13,598 | -28% | 1 | 1 | 0% | 2,181 | 2,165 | -1% | 0 | 0 | — |
▸case-14 I am writing a cover letter for a Senior Product Manager role at a fintech startup, due today. The letter highlights three relevant product wins with metrics, but I've spent 4 hours swapping synonyms in the closing paragraph. Assess if this letter clears the realistic standard, if synonym tweaking is diminishing returns, separate actual gaps from polish, render a verdict, and state the cost of missing the submission window. | fail→pass | 19,075 | 14,275 | -25% | 1 | 1 | 0% | 2,162 | 2,346 | +9% | 0 | 0 | — |
▸case-15 I wrote the v2.4 iOS release notes for our mobile banking app update. The notes accurately list bug fixes and security patches, but I've spent 3 hours adjusting emoji choices and line breaks. Evaluate whether these release notes clear the bar, if emoji swapping shows diminishing returns, true gaps versus polish, a shipping verdict, and the cost of holding up the App Store submission. | fail→pass | 12,951 | 12,882 | -1% | 1 | 1 | 0% | 2,035 | 2,164 | +6% | 0 | 0 | — |
▸case-16 I created a 3-step outbound email cadence targeting HR directors for our enterprise wellness platform. The value proposition and call-to-action link are clear, but I spent 6 hours rewriting subject lines for the third email and tweaking email footer margins. Evaluate if this sequence clears the real standard, if subject line rewrites are diminishing returns, actual fixes vs polish, a clear verdict, and the opportunity cost. | fail→pass | 22,428 | 9,031 | -60% | 1 | 1 | 0% | 2,675 | 2,402 | -10% | 0 | 0 | — |
▸case-17 I wrote a Python script to ingest daily sales CSVs into BigQuery. It correctly parses schema, handles missing values, and passes unit tests, but I've spent 5 hours refactoring internal docstrings and converting dictionary lookups into named tuples. Evaluate whether this script clears its operational bar, if refactoring docstrings is diminishing returns, real fixes vs polish, a verdict, and cost of delay. | fail→pass | 18,110 | 4,667 | -74% | 1 | 1 | 0% | 2,099 | 1,732 | -17% | 0 | 0 | — |
▸case-18 I am updating the primary button component in our Figma design system for our 12-person design team. Primary, secondary, disabled, and focus states are complete and contrast-compliant, but I've spent 2 days adjusting corner radius by 0.5px and tweaking hover transition speed. Evaluate if this component meets its true bar, if 0.5px adjustments show diminishing returns, genuine fixes versus polish, a final verdict, and opportunity cost. | fail→pass | 18,258 | 12,289 | -33% | 1 | 1 | 0% | 2,170 | 2,168 | -0% | 0 | 0 | — |
▸case-19 I am drafting an internal keynote speech for our CEO to deliver at the annual all-hands meeting in two days. The core strategic vision, quarterly achievements, and team shoutouts are covered, but I've spent 8 hours reordering adjectives in slide 4 speaker notes. Evaluate whether this speech clears its real bar, whether word-tweaking shows diminishing returns, genuine gaps versus polish, a clear verdict, and cost of delay. | fail→pass | 19,154 | 11,970 | -38% | 1 | 1 | 0% | 2,190 | 1,989 | -9% | 0 | 0 | — |
▸case-21 I am completing a SOC 2 Type II compliance evidence checklist for our cloud infrastructure. All 45 required policy links and evidence artifacts are attached, but I've spent 7 hours aligning table column widths and bolding headers in narrative descriptions. Evaluate whether this submission clears its compliance bar, if visual table edits are diminishing returns, real gaps vs polish, a clear verdict, and cost of delay. | fail→pass | 18,525 | 12,454 | -33% | 1 | 1 | 0% | 2,178 | 2,143 | -2% | 0 | 0 | — |
▸case-22 I am preparing the README file for a new open-source CLI tool. Installation instructions, usage examples, flag documentation, and license are present, but I've spent 4 hours reorganizing section headers and adding badge badges. Evaluate whether this README clears its bar, if reorganization is diminishing returns, true fixes vs polish, a clear verdict, and opportunity cost. | fail→pass | 16,164 | 13,364 | -17% | 1 | 1 | 0% | 2,065 | 2,297 | +11% | 0 | 0 | — |
▸case-23 I am writing a 3-page onboarding guide for new engineering hires covering repository access, dev environment setup, and team Slack channels. The setup steps work end-to-end, but I've spent 6 hours polishing corporate values wording and icon alignment. Evaluate whether this guide clears its baseline bar, if icon alignment is diminishing returns, genuine fixes vs polish, a clear verdict, and opportunity cost. | fail→pass | 15,879 | 12,242 | -23% | 1 | 1 | 0% | 1,949 | 2,281 | +17% | 0 | 0 | — |
▸case-24 I'm writing a paper and I keep editing paragraph transitions over and over. Tell me if I should keep working on it or submit it. | fail→pass | 9,002 | 13,079 | +45% | 1 | 1 | 0% | 1,427 | 2,155 | +51% | 0 | 0 | — |
▸case-25 I am designing a primary database schema for an online marketplace. I've been polishing it for 3 days. However, I haven't added payment transaction tables or user authentication tables yet, but I've spent 10 hours renaming column indexes and tweaking table normalization for user profiles. Evaluate whether this schema clears its bar, if column index tweaks show diminishing returns, genuine gaps versus polish, a clear verdict, and cost of delay. | pass→pass | 14,407 | 9,778 | -32% | 1 | 1 | 0% | 2,233 | 2,636 | +18% | 0 | 0 | — |
▸case-26 I am preparing a response to an enterprise RFP for cloud migration services. The compliance matrix, pricing schedule, and SLA commitments are complete, but I've spent 8 hours restyling header graphics and tuning company background prose. Evaluate whether this response clears the client's bar, if graphic restyling is diminishing returns, real fixes vs polish, a clear verdict, and opportunity cost. | fail→pass | 15,971 | 9,532 | -40% | 1 | 1 | 0% | 2,360 | 2,311 | -2% | 0 | 0 | — |