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developer-live-demo-designsamberEngineers a technical demo so it survives the stage - risk triage, the fidelity tier it should run at, independently enterable checkpoints, a one-command environment reset, offline mode, a recorded fallback and rehearsed recovery lines, shipped as a demo runbook with a pre-flight checklist. Use whenever the user mentions a live demo, live coding, demo reliability or a fallback plan, "my demo broke on stage", whether to demo live or pre-record, a demo environment reset, a clean demo laptop, a demdeveloper-meetup-programsamberDesigns and runs a recurring developer meetup or user group - purpose and host model, format menu, cadence, a standing speaker pipeline, in-kind venue and food sponsors with their conduct limits, no-show planning, the attendee-to-co-organizer ladder, and a health scorecard. Use whenever someone mentions starting a developer meetup or user group, dying meetup attendance, finding meetup speakers, getting a venue or pizza sponsor, how often to meet, RSVPs who never show, or handing the meetup over developer-quickstart-guidesamberWrites or audits a developer quickstart that carries a reader from zero to one verified success - minimal path, copy-paste commands, expected output at every step, fail branches, and a cold-run time budget. Use whenever the user mentions a quickstart, a getting-started page, a hello-world doc, "time to first success" or "time to first value", onboarding docs for an API, SDK, CLI or self-hosted tool, or complains nobody finishes their getting-started page - even if they only say "our setup is toodeveloper-relations-kickoffsamberBefore starting any developer-relations work - and again at the start of each new session on an existing DevRel project - routes the current task to the right skill of the samber/developer-relations-skills collection, or says plainly that none fits, then bootstraps or resumes the project's shared devrel-context.md artifact. Covers documentation, open source, community, events, technical content, program strategy, devtools business strategy, employer brand and measurement; the output is a routingdeveloper-segmentationsamberCuts a developer audience into a few named, sized and ranked segments - the two dimensions worth cutting on, a size range with a confidence tier, the user/champion/approver/buyer split inside each, a weighted score, one primary and one secondary segment, and a written anti-segment. Use whenever someone asks who their developers actually are, which developer audience to serve first, how big a language ecosystem or persona is, whether to target hobbyists or enterprise platform teams, who signs whedeveloper-troubleshooting-docssamberTurns support tickets, issue history and error telemetry into troubleshooting and error-reference pages a developer finds by pasting the error string - symptom, conditions, cause, fix and verification entries, an error-code catalog generated from one source of truth, and fixes wired back into the product's own error output. Use whenever the user mentions troubleshooting docs, documenting error codes, error message pages, a known-issues page, building an FAQ from support tickets, or "we answer thdeveloper-tutorialsamberWrites or audits a teaching tutorial for a developer product - one new concept per step, checkpoints the learner can verify and resume from, guidance that fades, troubleshooting hooks, and a demonstrable skill at the end. Use whenever the user mentions a tutorial, a build-along or hands-on guide, a "learn X by building Y" article, a workshop or lab handout, a developer course lesson, or says nobody finishes their tutorial - even if they just say "write a guide that teaches this". Do NOT use for devrel-analyticssamberBuilds the tracking plan that instruments developer-relations surfaces - docs, blog, repositories, package registries, community venues, and off-web appearances - with an event taxonomy, an identity spine, link-tagging discipline, source-confidence labelling, and funnel views. Use when the user says "devrel tracking plan", "docs analytics", "utm discipline", "event taxonomy for our docs", "our GitHub numbers don't match analytics", "how do we instrument the developer funnel", "join docs traffic devrel-budget-allocationsamberSplits a developer relations budget across pillars - events, content, community, tooling, education, OSS sponsorship - into line items that each carry a cash cost, an hours cost, a pre-set return threshold, a review date and a reallocation rule, plus a ranked cut list. Use whenever someone asks how to plan or split a devrel budget, how much to spend on events versus content versus community, whether a line item is worth its money, how to defend a devrel budget at review, or what to cut first whedevrel-careersamberPlans, lands and advances a developer relations career from the candidate side - developer advocate, developer evangelist, DevRel engineer, community manager, developer educator, DX engineer. Covers portfolio audits against real hiring signals, a zero-to-hireable artefact curriculum, the six-rung IC ladder, the interview formats DevRel loops use (talk round, content and coding take-homes, DevRel-opinion round), gatekeeper and pit-trap patterns in postings, and offer evaluation weighing reportingdevrel-competitor-analysissamberBenchmarks a competitor's developer relations motion from publicly observable signals - documentation and quickstart quality, open-source repository health, community size and responsiveness, Q&A tag activity, content cadence by format, event presence, hiring signals - and returns a gap plan with a close, ignore or counter verdict per row. Use whenever the user asks for a devrel competitive benchmark, a developer experience comparison, "how do we compare to <competitor> for developers", "what isdevrel-content-calendarsamberPlans a quarter of developer-relations content as a dated slot plan with named owners and reviewers - fixed anchors (releases, launches, CFP deadlines, conferences), a surface, pillar, journey and shelf-life mix, and sizing against real writing and review capacity. Use whenever the user asks for a devrel content calendar, an editorial calendar or content plan for a developer audience, what to publish next quarter, how to balance evergreen against launch-tied content, how many pieces a small teamdevrel-hiringsamberEmployer-side DevRel hiring - writes the job posting and outcome-based scorecard, designs the interview loop and question bank across the field's formats (presentation round, take-homes, DevRel-opinion round), scores a portfolio against the six-signal rubric, designs a paid work sample instead of unpaid spec work, and builds a 30-60-90 ramp anchored on a friction log. Splits by company type and funding driver. Use when the user asks how to hire a developer advocate, write a DevRel job posting, ddevrel-metricssamberBuilds a developer relations measurement framework - a handful of metrics tiered from reach to product and business impact, each with a written attribution rule, a baseline-derived target, an owner and an action, and vanity metrics cut. Use whenever someone asks how to measure DevRel, which devrel KPIs matter, how to prove devrel value or ROI to an exec, what belongs in a devrel scorecard or quarterly report, why their numbers look good but leadership stays unconvinced, or reports only stars, imdevrel-radarsamberBuilds a personalised, time-budgeted watch list of developer-relations information sources - DevRel podcasts, newsletters, practice hubs, peer communities, conference calendars, ecosystem data reports and practitioners worth following - plus the routine that keeps it verified and fresh. Use whenever a developer advocate, community manager, DevRel lead or OSS maintainer asks for a DevRel radar, how to stay current on developer relations, which DevRel podcasts, newsletters or Slack communities desdevrel-strategysamberDesigns a company's developer relations program from the top - the business driver that funds it, the two goals it is allowed to serve, the pillar mix (advocacy, marketing, enablement, community) for its stage, audience priority, build-vs-buy per bet, staffing sequence, and a written refused list. Use whenever someone asks whether to start doing DevRel, what a new devrel program should do first, why devrel work is busy but not landing, how to justify the program to an exec, which pillar deservesdevrel-team-structuresamberDesigns the developer relations org - which function DevRel reports to (marketing, product, engineering, CEO, sales) and what that line starves, the shape (centralized, split, embedded, hub-and-spoke), the coverage map across advocacy, community, docs and education, the interlocks with product, docs, support and sales, and the trigger for the next re-org. Use whenever someone asks where DevRel should sit, who DevRel should report to, how to structure or restructure a devrel team, which devrel rodevtools-business-modelsamberChooses the business model for a developer tool - proprietary SaaS, open core, hosted open source, support and LTS subscription, dual licensing, source-available, consumption metering, marketplace take-rate, OEM licensing - and the go-to-market each one forces. Use whenever a founder or exec asks how a developer tool should make money, whether open core or a managed cloud fits better, where the line between free and paid belongs, whether to open-source the product at all, or why adoption is highdevtools-pricing-strategysamberDesigns the pricing and packaging architecture of a developer tool - the value metric (seats, consumption, capacity, outcome, or a hybrid), free-tier limits, the tier ladder up to enterprise gating, price points bounded by a margin floor and the self-host and build-it ceilings, and a plan to change prices without a backlash. Use whenever someone asks what to charge for a developer tool, how to package tiers, where free ends and paid begins, whether to bill per seat or per usage, how to price agadocs-code-sample-standardssamberDefines the policy every code sample in developer documentation must meet and audits an existing sample corpus against it, returning a ranked fix queue. Use whenever the user mentions docs code samples, code snippets in documentation, runnable examples, examples that no longer compile, copy-paste failures, snippet drift after an API change, testing docs examples in CI, SDK snippet parity across languages, sample maintenance ownership, or asks why the examples in their docs do not work - even if docs-seosamberRuns on-page and technical SEO for a documentation site - indexability, canonicals and hreflang across versioned and translated pages, redirects, the generator's title and description templates, internal linking, and an owner-assigned fix list against an agreed pass threshold. Use whenever someone says "docs SEO", "our docs don't rank", "documentation search optimization", "the old version of our docs outranks the current one", "our docs pages aren't indexed", "fix the canonicals on our docs", "engineering-blog-postsamberWrites or edits a technical blog post a skeptical developer audience will believe - the right post pattern, evidence behind every claim, published trade-offs and limitations, runnable snippets, and no marketing voice. Use whenever the user wants an engineering blog post, a technical article, a "how we built it" or "we rewrote it in X" story, a debugging write-up, a public postmortem, a benchmark post, or a product post that must not read as marketing, and when they ask to review, edit, de-jargongithub-profile-optimizationsamberAudits and rebuilds a personal or organization profile on GitHub as a developer-relations surface - the profile README, the six pinned items, bio and social fields, the organization profile repository, and the contribution signals visitors read as evidence. Use whenever someone says "optimize my GitHub profile", "profile README", "our GitHub org page is empty", "what should I pin", "nobody knows what our company builds on GitHub", or is preparing a launch, a talk or a job search - even if they oopen-source-company-strategysamberDecides what a company open-sources and what stays proprietary, names the strategic motive for each side of the line, says who owns the decision, and states what the company commits never to close. Use whenever someone asks "should we open source this?", "what should we open source", "where do we draw the open-core line", "which features stay paid", "who signs off on open sourcing this", or wants a company-level open source strategy rather than a plan for one project - even if they frame it as aopen-standards-strategysamberDecides how a company engages a named open standard or protocol - ignore it, consume it, certify conformance, extend it, contribute upstream, co-found a spec with peers, or drive its own as a de facto standard - plus the venue (Git-based spec, foundation, consortium, IETF/W3C/OASIS, ISO transposition), the patent-licensing mode, the conformance plan and the kill rule. Use whenever someone raises open standards participation, protocol strategy, standards body engagement, standards wars, joining voss-contributor-onboardingsamberDesigns and verifies the path a stranger walks to their first merged contribution on an open-source project - the CONTRIBUTING file, the good-first-issue queue, a clone-to-passing-tests command that works cold, and the first-pull-request review and recognition loop, scored against a blocking-plus-weighted rubric. Use whenever someone says "nobody contributes to my project", "write a CONTRIBUTING.md", "our good first issues get no takers", "first-time contributors disappear", "contributor onboardoss-distribution-strategysamberDesigns an open-source project's ongoing distribution mix after the launch window - registry metadata, code-host discovery surfaces, curated lists, downstream packaging, extension and connector marketplaces, the release stream, dependency-graph position, creator seeding, and procurement trust signals - ranked against real maintainer capacity. Use whenever a maintainer asks how people will keep finding the project, which registries or awesome lists to target, why adoption flattened after launch, oss-governancesamberChooses and documents an open-source project's governance model - decision rights, maintainer roles and promotion, voting and consensus rules, conflict escalation, succession, trademark and asset control, and whether to join a foundation or fiscal host. Use whenever someone asks who decides in their project, wants to write or fix a GOVERNANCE.md, is adding or removing maintainers, worries about bus factor or a single-vendor-controlled project, faces a deadlocked or contested decision, or is preposs-issue-triagesamberDesigns an issue and pull-request triage system a maintainer team can sustain - response targets sized against real capacity, the label taxonomy, intake cuts through structured forms and off-tracker routing, a separate security-report path, triage duty assignment, and the closing, staleness and volume-gating policy. Use whenever someone says "our issue tracker is out of control", "design an issue triage process", "set up labels for our repo", "we have 900 open issues", "should we run a stale botoss-launchsamberPlans and runs an open-source project launch end to end - name and license clearance, the readiness gate, positioning and one-liner, channel sequencing, the launch-day war room, star-velocity and GitHub Trending mechanics, and post-launch measurement. Use whenever someone is about to release, announce, open-source or "Show HN" a repository, asks how to reach GitHub Trending, wants the first real users or stars for a new library, is planning a Product Hunt post or a multi-day launch week, or asksoss-license-strategysamberChooses an open-source project's license and contribution policy as one decision - permissive vs weak, strong or network copyleft, dependency-driven compatibility constraints, DCO vs CLA vs nothing, dual licensing and open core, source-available options (BUSL, FSL, Elastic License, SSPL), and the fork risk of relicensing. Use whenever someone asks which license to pick, whether MIT, Apache-2.0, GPL or AGPL fits, whether to require a CLA or a DCO sign-off, how to relicense an existing project, whoss-sponsors-brand-strategysamberBuilds a company's open-source sponsorship portfolio - which projects and maintainers to fund, through which allocation model, at what amount each, and how to prove it worked. Use whenever a company, OSPO, DevRel lead or engineering leader asks which open-source projects to sponsor, how much to budget for open-source funding, whether sponsoring maintainers is worth it, how to run an employee-nominated FOSS fund, how to fund dependencies at scale, how to pick a sponsorship tier on a maintainer's oss-sponsors-fundraisingsamberDesigns a maintainer-side open-source sponsorship program - the tier ladder and its pricing for individual and corporate sponsors, rewards that stay deliverable at ten times the sponsor count, funding-goal and sustainability framing, and the invoice-and-entity path a company needs before it can pay. Use whenever a maintainer asks how to get sponsors or funding for a project, sets up or fixes GitHub Sponsors, Open Collective or FUNDING.yml, writes sponsor tiers, rewards or a sponsorship page, wonreadme-optimizationsamberAudits and rewrites a repository README so a developer who has never seen the project can tell what it is, why it beats the alternative, and run the first command inside a minute - every claim and the documented install verified against the source, the page ordered into a bail-fast funnel, badges that earn nothing pruned. Use whenever someone says "review my README", "my readme is bad", "write a README for this repo", "nobody understands what my project does", "repo first impression", "readme sttech-employer-brandingsamberDesigns an employer-brand strategy for attracting software engineers - the engineering EVP, the channel plan (engineering blog, OSS presence, referrals, conference talks, compensation-transparency artifacts), a verification-surface audit (employer-review sites, compensation databases, anonymous forums), and the measurement baseline. Use whenever someone raises "engineering employer brand", "why can't we attract engineers", "developer hiring content strategy", "should we publish salary bands", "ttech-podcast-interview-prepsamberPrepares a guest for someone else's technical podcast, YouTube interview, livestream or panel - show reconnaissance, the angle, an ABT message spine backed by evidence and stories, a self-contained opening answer, clip-safe sound bites, depth calibration, recording-day mechanics, and the post-publication promotion loop. Use whenever someone says "podcast guest prep", "I'm going on a podcast next week", "youtube interview prep", "devrel media training", "prep my talking points", "sound bites", "Itech-press-relationssamberRuns press and light analyst relations for a developer-facing product - news qualification, the angle, a reporter-to-beat media map, the pitch, embargo and exclusive handling, the press page and briefing pack, and what coverage is honestly worth. Use whenever someone raises tech press relations, getting press coverage, pitching a journalist, a tech media pitch, building a media list, a press kit, an embargo briefing, announcing a funding round, a launch coverage plan, an analyst briefing, or "hotech-talk-outlinesamberTurns an accepted conference talk abstract into a rehearsable outline - the one-sentence takeaway, a narrative arc, a minute-by-minute time budget, demo placement, and a slide skeleton with cut checkpoints. Use whenever someone says "talk outline", "technical talk structure", "slide skeleton", "my talk got accepted, now what", "how do I structure this conference talk", "my talk runs over time", "what do I cut from my talk", or "where should the demo go" - even if they only say they are preparingtechnical-video-scriptsamberWrites or reviews a shooting-ready script for a technical video or screencast - a two-column visual/narration beat sheet with a 30-second hook, code-on-screen pacing, chapters, a runtime budget, accessible narration, a cut list and a YouTube description with one CTA. Also storyboards 2-5 minute animated or motion design explainers. Use whenever someone mentions a screencast script, a demo or walkthrough video, a video tutorial script, a YouTube Shorts, TikTok or Reels script, an animated explainversion-migration-guidesamberWrites or audits the migration guide for a breaking change - what breaks, ordered by blast radius, with a detection signal and before/after code per entry, a deprecation timeline, the codemod's coverage boundary, and verification by a cold upgrade of a real project. Use whenever someone mentions a migration guide, an upgrade guide, a breaking-changes page, a major version bump, "how do we tell users about v3", an API version cutover, a deprecation or sunset notice, or a codemod or compat build -writing-documentation-with-diataxissammcjApplies the Diataxis framework to create or improve technical documentation. Use when being asked to write high quality tutorials, how-to guides, reference docs, or explanations, when reviewing documentation quality, or when deciding what type of documentation to create. Helps identify documentation types using the action/cognition and acquisition/application dimensions.muapi-3d-logo-animationsamuraigptTransform a 2D logo into a premium 3D version and animate it with professional cinematic effects.muapi-action-figure-generatorsamuraigptConvert a photo of a person into a custom 3D action figure, complete with collectible toy packaging.muapi-ai-fight-scenesamuraigptGenerate a high-cut-density action / fight scene by first composing a 16-cell storyboard image, then driving Seedance 2.0 image-to-video off that storyboard. Stacks GPT-Image-2 (character sheet + storyboard), Nano-Banana-2 (environment concept), and Seedance 2.0 i2v.muapi-amazon-product-listingsamuraigptGenerate a complete Amazon product listing image set — hero image, lifestyle shot, infographic with features, and comparison/detail closeups optimized for Amazon standards.muapi-animal-video-generatorsamuraigptCreate a hilarious and ultra-realistic video of an anthropomorphic animal acting like a human vlogger in a real-world setting.muapi-award-ceremony-videosamuraigptGenerate a 15-second cinematic awards-ceremony video — a host announces a winner from the stage, a spotlight finds them in the crowd, they walk up to the podium, receive the award, and the LED display reveals their name and "THE BEST ACTOR".muapi-blog-headersamuraigptCreate a professional, eye-catching blog post header image sized for web (1200×628) with optional title composition guidance.muapi-brand-kitsamuraigptGenerate a cohesive brand visual kit — logo concept, color palette moodboard, and typography pairing suggestions.muapi-brochuressamuraigptGenerate a professional multi-page brochure design — cover, inner spread, and back cover — for business, real estate, events, or product launches.

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