protosphinx/sphinxstack - Page 24

validate-a-json-payload

Validate a JSON payload against syntax, schema, semantic invariants, size, encoding, and privacy requirements. Use when data crosses an API, queue, file, webhook, or storage boundary.

validate-a-json-schema

Validate a JSON Schema against intended instances, invalid boundaries, references, defaults, and consumer behavior. Use when defining or reviewing a structured JSON contract.

validate-a-machine-learning-feature

Validate a machine-learning feature for meaning, provenance, leakage, timing, training-serving parity, quality, stability, fairness risk, and monitoring. Use when adding or changing an input to a predictive or generative model.

validate-a-product-idea

Turn a product idea into explicit assumptions, small evidence-gathering tests, and a written build, change, or stop decision before major investment. Use when someone has an app or business idea, asks whether an idea is good, or is about to build without…

validate-a-sql-query-plan

Validate a SQL query plan against representative parameters, statistics, data shape, resource use, and production-safe execution. Use when a plan may be slow, unstable, or misleading.

validate-column-types

Validate dataset column types against definitions, values, nullability, formats, ranges, and downstream use. Use when importing, profiling, migrating, or troubleshooting tabular data.

validate-financial-model-inputs

Validate financial-model inputs for source, units, freshness, range, consistency, and scenario use before relying on model outputs. Use when reviewing forecasts, valuations, budgets, pricing, or cash-flow models.

validate-structured-data

Validate structured page data against syntax, type rules, visible content, URLs, and current source facts. Use when JSON-LD or other semantic markup supports search or machine consumers.

validate-untrusted-input

Validate untrusted input at a system boundary with explicit schemas, limits, normalization, and safe errors. Use when user, file, network, or integration data enters trusted application logic.

verify-a-backup-restore

Prove that backups can restore a usable, internally consistent, and operationally recoverable system under time pressure. Use when validating database, object, configuration, secret, or full-system backup recovery for production risk.

verify-a-bank-transfer-reference

Verify a bank transfer reference against authorized instructions, beneficiary identity, invoice, amount, currency, timing, and independent confirmation. Use when a payment reference or destination may be ambiguous or changed.

verify-a-canonical-url

Verify that a page's canonical URL is absolute, indexable, representative, internally consistent, and aligned with redirects and sitemaps. Use when reviewing duplicate, parameterized, localized, or migrated web pages.

verify-a-data-export-checksum

Verify a data export checksum with a named algorithm, exact byte scope, manifest, transfer context, and semantic reconciliation. Use when proving that exported files arrived unchanged.

verify-a-feature-flag-state

Verify a feature flag state for a specific subject, environment, version, time, rule set, and evaluation path. Use when reported exposure differs from configuration or rollout expectations.

verify-a-final-media-conform

Verify a final media conform against approved edit decisions, sources, effects, audio, captions, graphics, color, timing, rights, and delivery specifications. Use when a finished master must prove it matches the authorized program.

verify-a-mailto-link

Verify a mailto link for correct recipient, encoding, accessible label, safe subject and body, and fallback contact path. Use when a web page opens the visitor's email application.

verify-a-statistical-claim

Check a numerical claim from its original data and definitions through calculation, uncertainty, and presentation. Use when a percentage, trend, comparison, or risk figure matters.

verify-a-webhook-signature

Verify a webhook signature over exact bytes with trusted key selection, timestamp tolerance, replay protection, and rotation support. Use when authenticating inbound webhook deliveries.

verify-link-prefetching

Verify that link prefetching improves navigation without triggering unsafe actions, excess transfer, cache errors, or privacy leaks. Use when a web framework or browser preloads likely destinations.

verify-media-authenticity

Verify media authenticity through provenance, source context, file examination, corroboration, manipulation analysis, and calibrated conclusions. Use when an image, audio clip, or video may be altered, miscaptioned, generated, or taken from another event.

verify-open-graph-tags

Verify Open Graph and related social preview metadata against canonical page content and published assets. Use when a shared web link shows the wrong title, description, image, URL, type, or locale.

verify-resume-claims

Verify resume claims against permissioned records for identity, dates, titles, credentials, scope, attribution, metrics, links, and public status. Use when reviewing a resume before submission, publication, or authorized diligence.

video-resume

Record a short video introduction for an application that explicitly requests or accepts one. Covers the person's own script, recording, captions, privacy, and controlled sharing. Use when an application asks for a video introduction or the person…

video-script

Script a video they will actually record. Hook, beats, words they'd say out loud, rehearsed once. Use when they say "help me script a video", "I need to record a demo", or want to make a short or walkthrough.

write-a-bug-report

Turn an observed software defect into a concise, reproducible engineering report with evidence, scope, and expected behavior. Use when a product, website, API, script, or device behaves incorrectly and another person must investigate it.

write-a-business-skill

Capture how one operation really runs in the shape smbwiki publishes: steps with owners, records in and out, failure modes with early signals, and the boundary between what software can do and what stays human. Use when knowledge sits with one person, or…

write-a-career-change-resume

Write a career-change resume that translates relevant achievements, capabilities, learning, and projects into a new field without hiding the transition. Use when target work differs materially from prior titles or industry.

write-a-career-objective

Write a career objective that names the target contribution, relevant verified evidence, and realistic next scope. Use when a concise objective helps explain an early or changing career direction.

write-a-career-summary

Write a concise career summary grounded in verified scope, strengths, outcomes, and direction. Use when a resume, profile, biography, application, or introduction needs a clear professional through-line.

write-a-case-study-outline

Write a case-study outline that connects context, problem, constraints, method, evidence, outcome, limitations, and learning. Use when planning a credible customer, project, research, or technical story.

write-a-case-study

Turn real project artifacts into a concise, credible case study that explains context, decisions, contribution, evidence, and lessons without inventing impact. Use when someone needs a portfolio case study, project write-up, interview leave-behind, or…

write-a-correction-note

Write a correction note that states what was wrong, what is correct, what changed, when, and whether conclusions are affected. Use when a published or distributed claim requires a transparent factual correction.

write-a-creative-brief

Translate a creative request into an aligned brief covering audience, outcome, message, constraints, deliverables, and approval. Use when commissioning design, copy, photo, video, or campaign work.

write-a-customer-success-plan

Create a mutual customer-success plan with verified outcomes, milestones, responsibilities, evidence, risks, and review points. Use when onboarding or discovery must become an accountable path to sustained customer value.

write-a-data-methodology-note

Write a data methodology note that explains sources, population, definitions, collection, transformation, calculation, quality, uncertainty, revision, and limitations. Use when readers need to reproduce or correctly interpret a dataset, metric, chart, or…

write-a-delegation-brief

Delegate a bounded outcome with context, authority, guardrails, evidence, and review points. Use when transferring meaningful work without prescribing every step.

write-a-documentary-treatment

Write a documentary treatment that turns evidence, characters, access, scenes, uncertainty, and ethics into a production plan. Use when a factual film concept needs a truthful narrative proposal.

write-a-government-resume

Write a government resume that addresses official eligibility, experience, competency, and application instructions with complete evidence. Use when applying through a public-sector recruitment system.

write-a-healthcare-resume

Write a healthcare resume that presents verified license status, clinical scope, settings, patient populations, procedures, quality, and teamwork safely. Use when applying for regulated clinical or healthcare roles.

write-a-job-description

Define a fair job from real outcomes, responsibilities, requirements, conditions, and compensation context. Use when creating or revising a role before recruitment.