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reviewing-personhog-protocol
【开发与工程】The full review process for personhog coordination-protocol changes — leases, fencing, handoffs, supervisors, failure budgets, warming, and changelog semantics. Use before pushing or requesting review on any personhog protocol changeset, when asked for an exhaustive or careful review of personhog code, and after any reviewer finds a gap the author mi…
agent-bricks
【文档与办公】Create and manage Databricks Agent Bricks: Knowledge Assistants (KA) for document Q&A, Genie Spaces for SQL exploration, and Multi-Agent Supervisors (MAS) for multi-agent orchestration. Use when building conversational AI applications on Databricks.
agent-bricks
【文档与办公】Create and manage Databricks Agent Bricks: Knowledge Assistants (KA) for document Q&A, Genie Spaces for SQL exploration, and Multi-Agent Supervisors (MAS) for multi-agent orchestration. Use when building conversational AI applications on Databricks.
critique-rl-training
【数据与研究】Trains language models to provide quality feedback through two-stage RL. Stage 1 optimizes discriminability (distinguishing good vs bad responses). Stage 2 adds helpfulness rewards (improving actor after feedback). Achieves 9.02% improvement without requiring stronger supervisors for training data.
early-phase-enabling-trades
【效率与协作】Sitework, excavation, demolition, environmental abatement, and underground utility guidance for construction PMs and field supervisors.
elixir-dev
【开发与工程】Elixir/Phoenix development companion. Run and interpret mix test, mix credo, mix dialyzer, mix format. Generate modules following OTP conventions: contexts, schemas, GenServers, supervisors, tasks. Debug compilation errors and warnings. Help with Ecto migrations, queries, changesets, and associations. Use for any Elixir or Phoenix development task in…
fire-protection-systems
【效率与协作】Fire sprinkler, standpipe, fire pump, suppression, and fire alarm systems for construction project managers and field supervisors.
go-process-cli
【部署与运维】Write Go CLIs that manage processes and workloads — daemons, supervisors, job runners, deploy tools, anything that spawns or controls other processes. Use when writing, reviewing, or refactoring Go that handles OS signals, runs children via os/exec, fans out concurrent work, threads context for cancellation, returns exit codes, or builds a flag/cobra…
witr-process-inspector
【效率与协作】CLI and TUI tool that explains why processes, services, and ports are running by tracing causality chains across supervisors, containers, and shells.
witr-process-inspector
【效率与协作】CLI and TUI tool that explains why processes, services, and ports are running by tracing causality chains across supervisors, containers, and shells.