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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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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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Maintain changelogs users actually read: Keep-a-Changelog format, automation, and release-note craft. Use when writing changelogs or automating release notes.

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Write and publish changelogs — release notes that users read, versioning, and launch communication cadence.

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Estimate causal effects from observational and experimental data — DAGs, confounding control, quasi-experimental designs, and sensitivity analysis. Use when you need "what causes what," not just correlation.

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Plan a structured career change with skill-gap analysis, bridge roles, and a de-risked transition timeline.

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

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Blazing inference on Cerebras wafer-scale hardware — ultra-fast open-model APIs for speed-critical workloads.

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Ship iOS/Android apps with Capacitor: web codebase, native plugins, live updates, and store builds. Use when wrapping a web app as native mobile apps.

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A pattern catalog for autonomous agents — ReAct, plan-and-execute, reflection, multi-agent debate, toolformer-style tool use, and when each fits. Use when choosing the control pattern for an agent task.

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Generate B2B pipeline — campaign strategy, multi-channel programs, SDR alignment, and pipeline measurement.

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Designing backup strategies for PaaS-hosted apps — what to back up, how often, and proving restores work.

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Build with Baichuan's open models — bilingual Chinese-English models for general and specialized tasks.

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Bayesian data analysis — priors, likelihoods, posterior computation, model comparison, and honest reporting.

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Analyzing behavioral experiment data — RT/accuracy preprocessing, mixed-effects models, and robust inference.

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End-to-end bioinformatics analysis — sequence QC, alignment, and omics pipelines for research data.

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Build complete brand identity systems with strategy, visual language, voice, and usage guidelines.

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Caddy guidance — automatic HTTPS, Caddyfile patterns, reverse proxying, and simple production deployments.

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Professional C: memory ownership, defensive programming, build hygiene, and systems-level correctness. Use when writing, reviewing, or maintaining C code.

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Build agents that work toward goals with minimal supervision — goal decomposition, self-correction loops, safe autonomy levels, and long-horizon task management. Use when an agent must run for hours or complete open-ended tasks.

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Build workflow automations — triggers, actions, conditional logic, error handling, and maintainable automation design.

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Build conversational multi-agent systems with AutoGen — agent types, group chats, and orchestration patterns.

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Implement web authentication: sessions, OAuth/OIDC, MFA, passwordless, and session security. Use when adding login and access control to apps.

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Handle professional audio tasks with recording, editing, mixing basics, formats, and loudness standards.

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