ai coder

Bash scripting guidance — safe scripting patterns, quoting, error handling, pipes, and maintainable shell code.

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Deploy ML models to production with Baseten — high-performance inference with autoscaling and custom runtimes.

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

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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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Design backup strategies that survive real disasters: 3-2-1 rule, versioning, testing restores, and covering all devices. Use when setting up backups or auditing whether current backups actually work.

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Build autonomous task-driven agents with the BabyAGI loop — task creation, prioritization, and execution from a single objective.

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Use OpenAI models on Azure — enterprise deployment with private networking, compliance, and managed scaling.

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AWS guidance — core services, IAM least privilege, networking, cost control, and production architecture patterns.

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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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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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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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Precision position measurement — proper motions, parallaxes, reference frames, and working with Gaia data.

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Build a bookmark system you'll actually use: capture, tagging, retrieval, and regular pruning. Use when bookmarks pile up unfindable or you keep losing useful links.

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Write complete business plans — executive summary, market analysis, financials, and investor-ready narratives.

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Tropospheric and stratospheric chemistry — ozone, aerosols, lifetimes, and reading chemical transport model output.

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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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BCI design and evaluation — signal decoding, calibration, closed-loop paradigms, and performance metrics.

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Master Bitwarden: vaults, collections, self-hosting options, CLI, and organization administration. Use when using Bitwarden personally or running it for a team, including self-hosted setups.

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Run your calendar like a pro: timeboxing, calendar layering, meeting hygiene, buffer design, and weekly planning rituals. Use when your schedule feels chaotic or your calendar controls you instead of the reverse.

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Strengthen defensive security operations — detection engineering, hardening, monitoring, and continuous defense improvement.

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Encode and decode Base64 correctly with URL-safe variants, padding rules, and binary handling.

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Build on AWS with Amazon Bedrock — managed foundation models, agents, knowledge bases, and guardrails.

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Master calendar management — time blocking, scheduling hygiene, calendar audits, and executive calendaring.

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