FutureAtoms

Production patterns, API key security, cost optimization, performance tuning, and monitoring

Reduce costs and latency with context caching - implicit and explicit cache management with TTL configuration

Execute Python code in Gemini's secure sandbox for data analysis, visualization, and file processing

Generate text embeddings for semantic search, RAG, and vector database integration

Implement robust error handling with retry logic, rate limiting, and circuit breaker patterns

Implement tool use with Gemini - function declarations, tool modes, parallel/compositional calling, and MCP integration

Implement Google Search grounding for real-time information with citation parsing and attribution handling

Build real-time audio and video applications with WebSocket streaming, voice activity detection, and session management

Create, manipulate, fill, merge, split, and process PDF documents for Dutch legal practice. Use this skill whenever the user wants to generate a legal PDF (contract, NDA, memorandum, dagvaarding, legal opinion), extract text/tables from legal PDFs, fill Dutch legal forms (KVK forms, court filings, notarial deeds), combine or split legal documents, add watermarks or confidentiality stamps, OCR scanned legal documents, or convert legal analysis into professional PDF output. Triggers on any mention of .pdf files in a Dutch legal context, requests to "generate a document", "create a contract PDF", "fill out a form", "make this into a PDF", or any legal document production task. Also use when the user asks to extract clauses, tables, or structured data from existing legal PDFs.

Copyright, patents, Benelux trademarks, trade secrets, and other IP rights under Dutch and Benelux law. Use this skill whenever the user asks about Dutch intellectual property, auteursrecht, copyright ownership, trademark registration, BOIP, patent law, trade secrets, or Wet bescherming bedrijfsgeheimen.

BV/NV formation, corporate governance, M&A, KVK registration, and BW Book 2 analysis. Use this skill whenever the user asks about Dutch companies, BV incorporation, shareholder agreements, director liability, bestuurdersaansprakelijkheid, aandeelhoudersovereenkomst, corporate governance, or KVK registration.

Employment contracts, dismissal law, collective agreements, and worker protections under Dutch law. Use this skill whenever the user asks about Dutch employment, arbeidsrecht, ontslag, ontslagvergoeding, dismissal, transitievergoeding, non-compete clauses, concurrentiebeding, CAO, proeftijd, or hiring employees in the Netherlands.

Residence permits, knowledge migrant scheme, IND procedures, and work permits under Dutch immigration law. Use this skill whenever the user asks about Dutch immigration, kennismigrant, visa, verblijfsvergunning, IND, work permits, family reunification, or moving to the Netherlands.

Corporate tax, VAT, payroll tax, 30% ruling, fiscal unity, and other Dutch tax matters. Use this skill whenever the user asks about Dutch taxes, vennootschapsbelasting, BTW, loonbelasting, 30% ruling, fiscale eenheid, Box 1/2/3, or expat tax in the Netherlands.

AVG/UAVG compliance, DPIAs, data processing agreements, and Autoriteit Persoonsgegevens enforcement under Dutch law (Netherlands jurisdiction only). Use this skill whenever the user asks about Dutch GDPR, AVG, privacy compliance, data protection, verwerkersovereenkomst, data subject rights, cookie consent, or AP enforcement in the Netherlands. Do not use for GDPR questions about other EU countries.

AWB procedures, objection and appeal against government decisions, government liability. Use this skill whenever the user asks about Dutch administrative law, bezwaar, beroep, omgevingsvergunning, building permits, government decisions, bestuursrecht, or Awb procedures.

Full-cycle architecture compliance with truthfulness audit for Kartix. Goes beyond "tests pass" to verify what is genuinely implemented vs stubbed, fake, or partially wired. Use this skill whenever the user wants to check architecture compliance, find what's still missing, finish implementing remaining gaps, keep going until in-scope work is actually closed or blocked, add or fix tests, audit what's real vs fake, rerun verification, measure honest feature coverage, or ensure the repo honestly matches the architecture and plan. Trigger on "check architecture", "what's left", "finish implementing", "complete everything else", "verify everything", "run the full cycle", "what's real vs stubbed", "audit implementation", "close the gaps", "add tests and coverage", or similar.

Use when the task requires end-to-end verification of a native macOS app and browser-only tooling is not enough. This skill drives apps with AppleScript, System Events, or CGEvent (via Python Quartz or Swift), verifies behavior through logs, test hooks, files, or SQLite state, captures screenshots as evidence, AND actively maintains test coverage by analyzing code changes and writing new tests. Trigger for Tauri, Electron, AppKit, or other macOS desktop QA, launch flows, menu and dialog interaction, settings changes, packaged-app smoke tests, or any request to prove a macOS app works end to end.

Use when the task requires automating a real browser from the terminal (navigation, form filling, snapshots, screenshots, data extraction, UI-flow debugging) via `playwright-cli` or the bundled wrapper script.