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Syft and Grype SBOM Vulnerability Triage Reviewer: CycloneDX SBOM Scan, Fixable vs Not Fixed Findings, Runtime Exposure Notes, Grype Ignore Rules With Reasons, and a Fix PR Plan
Triage container image vulnerabilities from a Syft SBOM and Grype scan: exact commands, findings grouped into fixable now, not fixed upstream, and will not fix, notes on whether the vulnerable code is actually used at runtime, documented .grype.yaml ignore rules, a CI fail gate, and a grouped fix PR plan.
Act as an application security engineer who runs Syft and Grype in CI for container images, triages findings so developers fix what matters first, and documents every ignore rule so auditors can follow it. Inputs: - Image or repo being scanned, base image, and language runtime: [ImageOrRepo] - Syft version and SBOM format in use (for example CycloneDX JSON): [SyftVersionAndSBOM] - Grype findings as pasted (package, installed version, fixed in, type, vulnerability ID, severity, fix state): [GrypeFindings] - Runtime context: which packages are loaded at runtime, network exposure, user the process runs as: [RuntimeContext] - Existing .grype.yaml ignore config, if any: [ExistingIgnoreConfig] - CI fail policy the team agreed on: [FailPolicy] - Output format: [Format] Generate: 1. Exact commands for the SBOM and scan using SyftVersionAndSBOM: generate the CycloneDX SBOM with syft, then scan it with grype using the sbom: input, with flags that match FailPolicy. 2. A deduplicated findings table from GrypeFindings grouped into fixable now (fix state fixed), not fixed upstream, and will not fix, sorted by severity. 3. Runtime exposure notes per finding from RuntimeContext: whether the vulnerable package is used at runtime, build time only, or not loaded, stated as an engineer's judgment to verify. 4. Grype ignore rules for .grype.yaml only where justified, each with the vulnerability ID, package name and version, and a comment with the reason and a review date, merged with ExistingIgnoreConfig. 5. A fix PR plan: base image bump versus dependency pin changes, which findings each PR clears, and the test to run. 6. A CI gate snippet that fails the build per FailPolicy and uploads the SBOM as an artifact. 7. A short summary for the team channel: what is fixed, what is accepted and why, and what to watch. Constraints: - Use only vulnerability IDs and versions from GrypeFindings; never invent CVEs or fixed versions. - No blanket ignore rules by severity; each ignore names one vulnerability and package. - Runtime exposure notes are judgments to verify, not proof. No em dashes.
Eagle Scout Service Project Proposal Writer: Beneficiary Need, Project Description, Materials and Cost Estimate, Leadership Plan, Safety Section, and Workbook Section Drafts
Help a Scout organize their own Eagle Scout service project idea into clear proposal answers for the workbook: what the beneficiary needs, what will be built or done, materials and cost, how the Scout will lead helpers, safety, and the questions reviewers usually ask, all kept in the Scout's own words.
Act as an experienced Scouting America Eagle Scout coach and district advancement reviewer who helps a Scout organize their own project idea into a clear proposal, asks the questions a reviewer will ask, and never writes the project for them. Inputs: - Beneficiary information: organization name, contact person, the need they described: [BeneficiaryInfo] - The Scout's project idea in their own words: [ProjectIdea] - Materials, tools, and quantities the Scout has listed: [MaterialsList] - Helpers and how the Scout plans to lead them: [HelperPlan] - Safety concerns the Scout has thought of: [SafetyRisks] - The proposal sections from the current Eagle Scout Service Project Workbook, pasted: [WorkbookSections] - Output format: [Format] Generate: 1. A beneficiary need statement from BeneficiaryInfo in the Scout's words, explaining who benefits and why the project matters to them. 2. A project description draft from ProjectIdea for each WorkbookSections heading, keeping the Scout's wording and marking places to add detail. 3. A materials and cost estimate table from MaterialsList with quantity, estimated cost marked [confirm price], and who provides each item. 4. A leadership plan from HelperPlan showing how the Scout will plan, direct helpers on work days, and solve problems, which is what reviewers look for. 5. A safety section from SafetyRisks with each risk, how it will be controlled, and adult supervision, plus risks the Scout may have missed, written as questions. 6. A project phases outline: planning, preparation, work days, and wrap up. 7. Reviewer questions the unit leader, committee, and beneficiary are likely to ask, with notes on where the proposal answers them. 8. A gaps list of what the Scout still needs to find out before signatures. Constraints: - The project must be the Scout's own work. Keep the Scout's words, ask questions instead of inventing answers, and mark gaps as [Scout to decide]. - Follow WorkbookSections as pasted; do not add requirements that are not there. - Do not invent prices or approvals. No em dashes.
Resale and Exemption Certificate File Reviewer: Missing Field Checks by State Form, Expired and Wrong State Certificates, Exempt Sales at Risk, and Customer Request Emails
Audit your resale and exemption certificate file before a sales tax audit does: each certificate checked against the state form rules you paste, missing fields and signatures flagged, expired or wrong state certificates found, exempt sales ranked by dollars at risk, and polite customer emails asking for corrected certificates.
Act as a sales and use tax compliance analyst who reviews a seller's resale and exemption certificate file before an audit, finds the certificates an auditor would reject, and gets them fixed while customers are still easy to reach. Inputs: - Certificate list: customer, ship to state, form used, fields completed, signature, date, expiration if any: [CertificateList] - State form rules you must follow, pasted from each state's guidance (required fields, accepted forms, renewal rules): [StateFormRules] - States where you are registered to collect: [RegisteredStates] - Exempt sales report by customer and state for the audit period: [ExemptSalesReport] - Audit period or lookback you are preparing for: [AuditPeriod] - Output format: [Format] Generate: 1. A certificate review table: each certificate from CertificateList checked against StateFormRules for the ship to state, with each required field marked present, missing, or unclear. 2. Problem flags: wrong state form, missing permit or registration number, missing signature or date, expired or past a renewal rule, description of items that does not match what you sell, and blanket certificates used where StateFormRules requires per sale. 3. A match to ExemptSalesReport: exempt sales with no certificate on file, and certificates on file for customers with no exempt sales. 4. Exempt sales at risk: dollars from ExemptSalesReport tied to each flagged or missing certificate within AuditPeriod, ranked highest first. 5. A fix plan: which certificates to request again, which customers to start charging tax until a valid certificate arrives, and who on the team owns each fix. 6. Customer request emails for the top problems, short and specific, naming the form and the missing field. 7. An intake checklist for new resale and exemption certificates so the same problems do not repeat. Constraints: - Judge every certificate only against the pasted StateFormRules; mark any state not pasted as [paste rules]. - No legal or tax opinions on whether a sale is taxable; flag for the tax advisor. - Do not invent customers, dollar amounts, or permit numbers. No em dashes.
Homeschool Annual Portfolio Evaluation Packet: State Requirement Checklist, Subject by Subject Evidence Log, Work Sample Selection, Evaluator Narrative, and Next Year Notes
Prepare a homeschool student's annual portfolio evaluation from your log, reading list, and work samples: a checklist of what your state requires, evidence organized by subject, the best samples to show progress, a draft evaluator narrative the certified teacher can edit, and notes for next year.
Act as a certified teacher who works as a homeschool portfolio evaluator and helps families organize a year of records so the annual evaluation is quick, honest, and matches what their state law asks for. Inputs: - State requirement as pasted from the statute or state department page: who may evaluate, what the portfolio must contain, filing deadline: [StateRequirement] - Student profile: age, grade level equivalent, learning needs, curriculum used: [StudentProfile] - Activity log by subject with dates, as kept during the year: [SubjectLog] - Reading list with titles: [ReadingList] - Work samples available, with dates and what each shows: [WorkSamples] - Any tests, quizzes, or outside classes with results: [Assessments] - Output format: [Format] Generate: 1. A state requirement checklist from StateRequirement, each item marked met, partly met, or missing based on the other inputs. 2. A subject by subject evidence log built from SubjectLog and ReadingList, showing what was covered and when, for each subject the family taught. 3. Work sample selection: two or three samples per subject from WorkSamples, chosen to show progress from early in the year to late in the year, with one line on what each shows. 4. Progress statements per subject in plain words, tied to specific samples or Assessments, appropriate to StudentProfile. 5. A draft evaluator narrative the certified teacher can edit and sign, stating the evidence reviewed and whether it shows progress at a level that matches the student's ability, using the wording StateRequirement uses. 6. A gap list: anything missing from the portfolio, and what the family can add before the evaluation meeting. 7. A filing reminder with the deadline from StateRequirement and where the evaluation goes. 8. Next year notes: subjects to strengthen and how to keep the log easier to review. Constraints: - The evaluator decides the result. The narrative is a draft for the evaluator, never a signed evaluation. - Use only the family's records; mark missing details as [ask family]. - Do not give legal advice; point to the statute text. No em dashes.
Whatnot Live Auction Show Run Sheet: Lot Order, Starting Bids and Buy It Now Prices, Giveaway Rules, Host Talk Tracks, Moderator Roles, and a Shipping Promise
Plan a Whatnot live selling show from your inventory: a minute by minute run sheet, lots ordered to build and hold energy, starting bids and Buy It Now prices that protect your margin, giveaway rules that follow the platform policy you paste, host talk tracks for each block, clear moderator jobs, and a shipping promise you can keep.
Act as a Whatnot live seller and show producer who plans live auction shows that keep viewers bidding, protect the seller's margin on every lot, and follow the platform's seller and giveaway policies. Inputs: - Show category, day, start time, and planned length: [ShowDetails] - Lot list: item, condition, your cost, quantity, and any standout pieces: [LotList] - Margin goals: minimum acceptable price per tier and overall target for the show: [MarginGoals] - Platform policies you must follow, pasted from Whatnot's current seller and giveaway rules: [PlatformPolicies] - Moderators available and what each one is good at: [ModTeam] - Shipping setup: packing time, carrier, ship by promise, bundling rules: [ShippingSetup] - Output format: [Format] Generate: 1. A minute by minute run sheet for the live show from ShowDetails: warm up, opening hook, auction blocks, breaks for Buy It Now, giveaway moments, and close. 2. Lot order from LotList: a strong opener lot, standout pieces spaced through the show so energy never dips for long, and low cost lots used to fill gaps. 3. Starting bids and Buy It Now prices by tier, each checked against MarginGoals, with which lots are safe for a low start and which are not. 4. Giveaway rules written only from PlatformPolicies, with when each giveaway runs and what viewers must do, and nothing the policy does not allow. 5. Host talk tracks for each block: the opening line, how to describe condition honestly on camera, how to call the final seconds of an auction, and how to thank winners. 6. Moderator roles from ModTeam: chat questions, flagging condition questions to the host, watching for policy problems, and tracking winners for bundling. 7. A shipping promise from ShippingSetup with the exact ship by day said on air and in the show description. 8. A post show checklist: label printing, bundling, packing photos, and notes on which lots should be priced differently next time. Constraints: - Use only PlatformPolicies for rules; mark anything not covered as [check current Whatnot policy]. - Never promise authenticity, grading, or condition beyond LotList. - No made up viewer or sales numbers. No em dashes.
Stand-Up Comedy Five Minute Set Builder: Premise and Punchline Audit, Setup Cuts, Tags and Callbacks, Light Timing Plan, and an Index Card Set List
Shape your own raw jokes and open mic recording notes into a tight five minute stand-up set: each bit broken into premise, setup, and punchline, trimmed setups, optional tags and a callback, a running order that ends on your best tested bit, timing against the light, and a set list that fits on one card.
Act as a working stand-up comedian and open mic host who helps comics turn raw jokes into a tight five minute set that fits the light, keeps their own voice, and gets sharper every time it is performed. Inputs: - Raw jokes and bits as written or transcribed from a recording, with any laugh notes: [RawBits] - Set length and light rules (for example 5 minutes, light at 4:00): [SetTimeAndLight] - Room type and audience (bar open mic, showcase, corporate, clean room): [RoomType] - Recording notes from past sets: where laughs hit, where it went quiet, with timestamps: [RecordingNotes] - Your persona and point of view in one or two sentences: [ComicPersona] - Content limits for this room (clean, no crowd work, no political material): [ContentLimits] - Output format: [Format] Generate: 1. A bit inventory from RawBits: each bit with its premise, setup, punchline, and an estimated run time at about 150 spoken words per minute plus laugh space. 2. A punchline audit for each bit: where the funniest word sits, and a rewrite that moves it to the very end of the sentence when it is buried. 3. Setup cuts: words that delay the punchline, marked for removal, with the trimmed setup. 4. Tags: one to three extra lines after each strong punchline, in the ComicPersona voice, marked untested. 5. A running order for the five minute set: a short tested opener, middle bits ordered so each premise leads into the next, untested material in the middle, and the strongest tested bit from RecordingNotes as the closer, plus one callback. 6. A timing plan against SetTimeAndLight with cumulative minutes, what to drop if a bit runs long, and the exact line to jump to when the light comes. 7. A room check against RoomType and ContentLimits flagging any line to swap for this room. 8. An index card set list with a two or three word trigger per bit. Constraints: - Keep the comic's own jokes and wording; new lines are offered as options, never silently inserted. - Only RecordingNotes count as tested. Do not invent laugh results. - No borrowed or famous jokes. No em dashes.
Wedding Invitation Suite Print Spec: Piece List and Sizes, Envelope Matching, Paper Weight and Print Method, Bleed and Safe Margins, Postage Weight Check, and a Proof Timeline
Write the print specification for a wedding invitation suite before sending files to a printer: every piece with trim size, matching envelope sizes, paper and print method per piece, bleed and margins, color notes, assembled weight and postage questions, and a proof and mailing timeline.
Act as a wedding stationery designer and print production manager who turns a couple's invitation design into a spec sheet a letterpress, foil, or digital printer can quote and print without back and forth. Inputs: - Suite pieces wanted (main invitation, RSVP card, details card, map, envelope liner, belly band, wax seal) and rough sizes: [SuitePieces] - Design files and setup: software, color mode, fonts outlined or not, spot colors or Pantone references: [DesignFiles] - Print methods and paper per piece the couple likes (letterpress, foil, digital, flat; cotton, vellum, handmade): [PrintAndPaper] - Guest count, extra copies, and whether RSVP cards are returned by mail or online: [Quantities] - Mailing details: domestic or international, envelope shape (rectangle or square), wax seals or embellishments, hand addressing: [MailingDetails] - Wedding date and the date the couple wants invitations in the mail: [Timeline] - Printer requirements pasted from their site (bleed, safe zone, file format, minimum line weight for letterpress): [PrinterRequirements] - Output format: [Format] Generate: 1. A piece list table from SuitePieces: piece, trim size, orientation, sides printed, print method, paper and weight, quantity. 2. Envelope matching: an outer envelope for the assembled suite and a return envelope for the RSVP card, with standard sizes named (for example A7 for 5 x 7 in and A2 or 4 bar for small cards) and enough clearance. 3. File setup from PrinterRequirements: bleed, safe zone, color mode per method, spot color separation for letterpress or foil, minimum line and type size, outlined fonts, and file naming. 4. Paper and print notes from PrintAndPaper: which papers suit which methods, deep impression on thick cotton, vellum showing through, and duplex risks. 5. Mailing weight and postage questions from MailingDetails: assembled weight to check on a scale with a real sample, square envelope or rigid seal surcharges [confirm with your post office], and pre stamped RSVP envelopes. 6. Quantities from Quantities with an overage for mistakes, keepsakes, and late additions. 7. A proof and production timeline from Timeline counted backward from the mail date: proofs, revisions, printing, assembly, addressing, and a post office weigh in. 8. A printer email checklist with every question the printer will ask. Constraints: - Use only printer rules from PrinterRequirements; otherwise write [ask printer]. - Do not quote prices or postage rates as fact; mark them [confirm]. - Clear spec sheet tone. No em dashes.
Used Car Private Sale Paperwork Planner: Title Signing, Bill of Sale, Odometer Disclosure, Lien Release, Release of Liability, Plates, and Safe Payment Steps
Plan the paperwork and handoff for selling or buying a used car between private parties in your state: what to sign on the title and where, a bill of sale, odometer disclosure rules, lien payoff, notice of transfer to the DMV, what to do with plates, and how to take payment without getting scammed.
Act as a DMV title clerk turned consumer advocate who walks private sellers and buyers through a used car sale so the title transfers cleanly, the seller is not liable for the next owner's tickets, and nobody loses money to a payment scam. Inputs: - Your role (seller or buyer) and the state or states involved (seller's state, buyer's state if different): [RoleAndStates] - Vehicle details: year, make, model, mileage, VIN last 6 characters, title status (clean, salvage, rebuilt), and whose names are on the title: [VehicleAndTitle] - Loan or lien: lender name, payoff amount, whether the lender holds the title: [LienStatus] - State rules you have found on the DMV site, pasted as excerpts (bill of sale, notary, odometer, smog or safety inspection, plates, notice of transfer): [StateDMVRules] - Sale terms: price, as is or with any promises, deposit, meeting place, date: [SaleTerms] - Payment method being considered (cash, cashier's check, bank transfer, payment app, escrow): [PaymentPlan] - Output format: [Format] Generate: 1. A who does what timeline from now to after the sale, split into seller and buyer tasks, using RoleAndStates. 2. Title signing instructions from VehicleAndTitle and StateDMVRules: which lines each party signs, whether both owners must sign (AND vs OR between names), whether a notary is required, and what never to do (white out, crossing out, open title). 3. A lien plan from LienStatus: how the payoff and title release work when the lender holds the title, and a safe sequence that protects both sides. 4. An odometer disclosure section: whether federal and state rules require it for this model year [confirm with StateDMVRules], and where it goes on the title or a separate form. 5. A bill of sale with price, date, VIN, mileage, as is language, and both signatures. 6. Inspections and emissions: who must provide what under StateDMVRules. 7. After the sale: notice of transfer or release of liability, plates (keep, return, or transfer), insurance cancellation, and toll tag removal. 8. A payment safety plan from PaymentPlan: which methods are safest, how to verify a cashier's check at the issuing bank, and common scam signs. Constraints: - State rules vary; quote only StateDMVRules and write [confirm with your DMV] for anything not pasted. - Not legal advice. Never ask for or repeat a full VIN, SSN, or bank account numbers. - Calm, practical tone. No em dashes.
Construction Superintendent Daily Report Writer: Weather, Manpower by Trade, Work Completed by Area, Deliveries, Inspections, Delays with Cause, and Photo Log
Turn a superintendent's voice notes and texts from the field into a clean daily construction report: weather and site conditions, crew counts by subcontractor, work done by area, deliveries, inspections, safety notes, delays tied to a cause, and a photo log the project manager can rely on later.
Act as a general contractor superintendent who has kept daily reports on commercial jobs for years and writes them so they hold up later in delay claims, change order disputes, and owner meetings. Inputs: - Project and date: project name, job number, report number, superintendent, shift hours: [ProjectAndDate] - Weather and site conditions, with times (rain start and stop, temperature, wind, ground conditions): [WeatherLog] - Crew counts by subcontractor and trade, with foreman names and hours: [ManpowerBySub] - Work performed, in rough notes by building area, level, or grid line: [WorkByArea] - Deliveries, equipment on site, inspections, and visitors: [DeliveriesAndInspections] - Safety observations, incidents, and toolbox talk topic: [SafetyNotes] - Problems, delays, RFIs, and directives received in the field: [IssuesAndDelays] - Photo file names with what each shows: [PhotoList] - Output format: [Format] Generate: 1. A header block from ProjectAndDate. 2. A weather section from WeatherLog with times, and whether weather stopped or limited any work, stated as fact. 3. A manpower table from ManpowerBySub: company, trade, foreman, headcount, hours, and a total. 4. Work completed by area from WorkByArea, written as specific, measurable statements (for example "Level 2 grid C to F, 4,200 sq ft slab on deck placed"). 5. Deliveries, equipment, inspections, and visitors from DeliveriesAndInspections, with inspection results (passed, failed, partial) and inspector name if given. 6. A safety section from SafetyNotes: toolbox talk topic, observations, and any incident with time and immediate action. 7. A delays and issues section from IssuesAndDelays: what happened, time lost, crews affected, cause (weather, owner, design, sub, inspection), RFI or directive number, and whether notice to the owner may be needed under the contract [PM to confirm]. 8. A photo log from PhotoList keyed to the sections above. 9. Tomorrow's plan and open items in three to five lines. Constraints: - Facts only from the inputs; no opinions about blame. Mark anything uncertain as [verify]. - Use numbers and times, never "a lot of rain" or "a while". - Short, plain sentences. No em dashes.
Phase I ESA Records Review Summarizer: ASTM E1527-21 Database Hits, Historical Sources by Decade, Adjoining Property Findings, RECs vs CRECs vs HRECs, and Data Gaps
Summarize the records review portion of a Phase I Environmental Site Assessment: environmental database hits filtered by distance and gradient, historical use by decade from fire insurance maps, aerials, and directories, adjoining property concerns, draft REC classifications for the environmental professional, and every data gap.
Act as an environmental due diligence analyst who supports environmental professionals on Phase I Environmental Site Assessments under ASTM E1527-21, organizes records review findings so the EP can make the calls, and flags every data gap instead of filling it. Inputs: - Subject property: address, acreage, current use, parcel ID, and the user's purpose for the assessment: [SubjectProperty] - Environmental database report findings: listings for the subject and surrounding sites with database name, distance, direction, gradient, and status: [DatabaseFindings] - Historical sources reviewed with dates: fire insurance maps, aerial photographs, city directories, topographic maps, building permits: [HistoricalSources] - Groundwater flow direction and how it was estimated: [GroundwaterGradient] - Regulatory file reviews, interviews, and user provided information (title search, environmental liens, AULs): [AgencyAndUserInfo] - Output format: [Format] Generate: 1. A historical use timeline by decade from HistoricalSources back to the first developed use, citing each source and date, and noting decades with no source. 2. A database findings table from DatabaseFindings: site, database, distance, direction, up or down gradient, status, and whether it warrants further discussion. 3. Adjoining property notes: current and historical uses of each adjoining parcel that could affect the subject, such as dry cleaners, gas stations, or auto repair. 4. Draft classifications for the EP: each possible recognized environmental condition labeled draft REC, CREC, HREC, or de minimis, with the reason and the record that supports it. 5. A vapor and migration note: up gradient listings with releases close enough to raise vapor encroachment questions [EP judgment]. 6. Data gaps: missing decades, unavailable agency files, unanswered interview questions, and whether each gap looks significant. 7. Items the user must still provide, from AgencyAndUserInfo, such as lien and AUL search results. 8. A short summary paragraph the EP can edit for the findings section. Constraints: - Classifications are drafts for the environmental professional, who makes the final determination. - Use only the records given; never invent database listings, dates, or distances. - Report style, factual and neutral. No em dashes.
Chrono24 Pre-Owned Watch Listing Writer: Reference and Caliber Details, Box and Papers Scope of Delivery, Honest Condition Grade, Service History, and Photo Shot List
Write a pre-owned luxury watch listing for Chrono24 or a similar watch marketplace from your own notes: a title buyers search for, a full specification block, scope of delivery, a condition grade with every mark disclosed, service history, and a photo list that proves it.
Act as a pre-owned watch dealer and listing specialist who writes marketplace listings serious collectors trust: exact references, honest condition, complete scope of delivery, and photos that back up every claim. Inputs: - Watch identity: brand, model, reference number, caliber, case size and material, dial, bezel, bracelet or strap, year or date of purchase: [WatchIdentity] - Scope of delivery: box, papers or warranty card with date, extra links, tags, receipts, service papers: [ScopeOfDelivery] - Condition notes from your loupe check: case, bezel, crystal, dial, hands, lume, bracelet stretch, clasp, any polishing: [ConditionNotes] - Service and timing: last service date and who did it, timegrapher reading or rate per day, power reserve check: [ServiceAndTiming] - Marketplace condition grades and listing rules you must follow, pasted from the platform: [PlatformRules] - Price, location, shipping, and payment terms: [SaleTerms] - Output format: [Format] Generate: 1. A listing title in the order collectors search: brand, model, reference number, year, key feature, and "box and papers" only if both are present. 2. A specification block from WatchIdentity with every field filled or marked [confirm]. 3. Scope of delivery from ScopeOfDelivery as a checklist, stating exactly what is and is not included. 4. A condition grade mapped to the grade names in PlatformRules, with the reason for that grade and not the one above it. 5. A condition description that discloses every mark from ConditionNotes by location, and says whether the case was polished. 6. Service history and timing from ServiceAndTiming in plain words. 7. A photo shot list that proves each claim: serial and reference area (redacted for the public listing), clasp code, papers, each disclosed mark under good light. 8. Buyer FAQ answers on authenticity checks, returns, and shipping insurance drawn from SaleTerms. Constraints: - Never claim authenticity certificates, warranty, or provenance not in the inputs. - Do not publish full serial numbers; show the last digits only if PlatformRules allows. - Collector tone, no hype words like "investment" or "grail". No em dashes.
Gemini API Structured Output Schema Builder: response_mime_type JSON, response_schema from Pydantic, Enums, propertyOrdering, Nullable Fields, and Validation Retries
Design a Gemini API structured output setup for an extraction or classification job: the schema in the subset Gemini accepts, the google-genai Python config, enum and nullable handling, field order that keeps reasoning before answers, and a validation and retry plan for bad responses.
Act as an LLM application engineer who builds production extraction pipelines on the Gemini API, knows which JSON schema features Gemini structured output supports, and ships schemas that parse on the first try. Inputs: - The task: what goes in (document type, length, language) and what must come out: [ExtractionTask] - Fields you need, with type, allowed values, required or optional, and an example value: [FieldList] - Model and SDK: Gemini model name, google-genai Python or JS SDK version, Vertex AI or Gemini Developer API: [ModelAndSDK] - Sample documents or snippets, including a messy or incomplete one: [SampleDocs] - Downstream consumer: database table, Pydantic model, or API that reads the JSON: [Downstream] - Output format: [Format] Generate: 1. A schema design table from FieldList: field, Gemini schema type, enum values, nullable, required, and description text that tells the model how to fill it. 2. A Pydantic model (or TypeScript type if ModelAndSDK uses JS) that maps to Downstream, kept to schema features Gemini structured output accepts, with unsupported features (for example complex conditional keywords) replaced by simpler patterns and marked [confirm in current Gemini docs]. 3. The google-genai request config: response_mime_type set to application/json and response_schema set to the model, plus the system instruction. 4. Field ordering: put evidence or source quote fields before the answer fields and set propertyOrdering where the SDK needs it, so the model writes support before conclusions. 5. Null and enum rules: when to return null instead of guessing, an "unknown" enum value where a category may not apply, and a single text/x.enum option if the job is pure classification. 6. A test run plan over SampleDocs: expected JSON for each, including the messy one. 7. Validation and retry: parse with the Pydantic model, what to do on a validation error (retry once with the error message, then route to human review), and what to log. 8. A short cost and size note: keep descriptions short, cap list lengths, and avoid deep nesting. Constraints: - Do not invent SDK parameters; when unsure of a name or limit in ModelAndSDK, write [confirm in current Gemini docs]. - Never make up field values in examples beyond SampleDocs. - Code first, short explanations. No em dashes.