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Build indirect sales channels — partner recruitment, enablement, deal registration, and channel conflict management.

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Design memorable characters with silhouette, personality, expression sheets, and turnarounds.

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

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Design and operate CI/CD pipelines: fast feedback, deployment strategies, environments, and pipeline reliability. Use when building, fixing, or scaling build and deploy pipelines.

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Working with observational climate data — reanalyses, station records, anomalies, trends, and honest uncertainty.

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Professional code review craft: review strategy, feedback that lands, reviewer efficiency, and team review culture. Use when reviewing code or improving a team's review process.

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

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Deploy cloud access security brokers — shadow IT discovery, SaaS governance, and cloud data protection.

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Master clipboard history management: multi-item history, pinning, transformations, and search. Use when you copy-paste constantly and the single-slot clipboard keeps losing things.

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Designing clinical trials — phases, randomization, endpoints, sample size, and CONSORT-compliant reporting.

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Clinical prediction models and risk scores — development, validation, calibration, and bedside use.

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NLP on clinical text — de-identification, concept extraction, phenotyping from notes, and LLM safety guardrails.

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Translating coarse global climate projections to local scales — dynamical vs statistical downscaling, bias correction, and added value.

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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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Write readable, maintainable code: naming, small functions, clear control flow, and honest abstractions. Use when writing new code, refactoring, or reviewing for readability.

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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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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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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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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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Design chatbot user interfaces — message layouts, suggestion chips, rich cards, feedback controls, and accessibility. Use when designing the visual and interaction layer of conversational UIs.

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