ai coder

Copy-number variant analysis — detection from sequencing/arrays, segmentation, and clinical interpretation.

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Designing CRISPR screens — library choice, pooled screen workflow, MOI, and hit validation.

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Build and manage brand communities — engagement strategy, moderation, advocacy programs, and community-led growth.

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Design data visualizations with D3 for the web: dashboards, interactive explorers, maps, and storytelling pieces. Use for data-viz products and features.

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Design annotation pipelines that produce reliable training labels — guidelines, agreement measurement, and quality control.

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Domain-Driven Design: bounded contexts, ubiquitous language, aggregates, and tactical patterns. Use when modeling complex domains or structuring domain logic.

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ClickHouse columnar analytics — schema design, MergeTree tuning, and fast queries — use for OLAP and high-volume event data.

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Clean/hexagonal architecture: dependency rules, ports and adapters, layering, and testable boundaries. Use when structuring applications for maintainability and testability.

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Get productive with agentic coding assistants — task framing, iterative prompting, file-scoped workflows, review loops, and multi-file refactors. Use when pairing with an AI coding agent on real codebases.

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Build multimodal AI apps on Clarifai — model marketplace, pipelines, and computer vision plus language workflows.

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CircleCI guidance — config design, orbs, caching, workflows, contexts, and pipeline optimization.

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Split documents for retrieval effectively — fixed, semantic, structural, and hierarchical chunking with overlap tuning. Use when RAG retrieval quality depends on how documents are divided.

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ChIP-seq analysis — peak calling, differential binding, motif discovery, and QC with phantom-peak metrics.

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Practical computational and experimental chemistry workflows — cheminformatics, quantum chemistry, kinetics, and analytical methods.

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Build with Zhipu AI's ChatGLM models — bilingual conversational models with strong Chinese dialogue.

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Use conversational marketing — chatbot strategy, conversation design, lead qualification bots, and messaging ROI.

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Build dashboards with Chart.js: layout, KPI cards, cross-chart filtering, theming, and real-time panels. Use for operational and analytics dashboards.

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Clarify career direction, set goals, and build actionable development plans through structured coaching.

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Build charts with Chart.js: configuration, plugins, custom tooltips, real-time updates, and dashboard patterns. Use for standard charts in web apps.

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Manage citations and references — collecting sources, organizing libraries, formatting bibliographies, and keeping reference integrity. Use when writing anything that cites sources.

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Designing and analyzing cognitive tasks — Stroop, n-back, task-switching, and process-pure measurement.

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Build with Mistral's Codestral code models — efficient open code generation with fill-in-the-middle.

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Integrate headless CMSs: content modeling, APIs, previews, webhooks, and editorial workflows. Use when content teams need to publish without developers.

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Secure cloud environments — IAM, posture management, logging, and multi-account architecture across providers.

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