ai coder

Style React with Emotion: css prop, styled API, theming, SSR, and zero-config patterns. Use when choosing or using Emotion for CSS-in-JS.

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Work with text embeddings — choosing models, pooling, similarity measures, evaluation, and multilingual considerations. Use when building semantic search, clustering, or any similarity-based feature.

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Deno runtime guidance — TypeScript-first development, permissions, standard library, and deploying Deno apps.

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Distill large models into smaller ones — teacher-student training, data generation, loss design, and quality validation. Use when you need big-model behavior at small-model cost.

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Build with DeepSeek Coder — open code models with strong reasoning and long-context code understanding.

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Django guidance — project structure, ORM mastery, admin, auth, async views, and production deployment.

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Structured differential diagnosis — generating, prioritizing, and ruling out diagnostic hypotheses.

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Create digest emails — curated summaries, personalization, frequency strategy, and engagement optimization.

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Evaluating diagnostic tests — sensitivity, specificity, ROC analysis, likelihood ratios, and study design.

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Electronic lab notebook workflows — structuring entries, templates, linking data, and audit-ready records.

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Run professional Discord servers — community structure, moderation, events, bots, and engagement for teams and audiences.

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Design data loss prevention — data discovery, classification, policy enforcement across endpoint, network, and cloud.

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Reusable deployment templates — one-click deploys, blueprints, and environment-as-code — vendor-neutral patterns.

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Prepare flawless design-to-development handoffs with specs, assets, behaviors, and QA processes.

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Electronic health record analysis — phenotyping, missingness, bias, and observational study design with EHR data.

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Manage software composition analysis — SBOMs, vulnerability triage, and remediation of third-party dependencies.

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Apply classic design patterns judiciously: when each pattern fits, modern alternatives, and anti-patterns. Use when designing object interactions or reviewing pattern usage.

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Elasticsearch search and analytics — mappings, queries, and cluster health — use when building search or log analytics.

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Build with DeepSeek's models — efficient open-weight reasoning models and low-cost API inference.

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Affordable serverless GPU inference on DeepInfra — broad open-model catalog with straightforward pricing.

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Apply the devil's advocate technique: structured critical thinking that stress-tests ideas, plans, and decisions. Use when you need honest critique before committing to something important.

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Professional Electron: main/renderer architecture, IPC, security hardening, packaging, and auto-updates. Use when writing, reviewing, or structuring Electron apps.

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Build e-commerce storefronts: product catalog, cart, checkout, payments, and post-purchase flows. Use for online stores and marketplaces.

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Idiomatic Elixir: functional design, OTP supervision, GenServers, Ecto, and Phoenix patterns. Use when writing, reviewing, or structuring Elixir applications.

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