sipyourdrink-ltd/bernstein

manager

Planning - decompose goals, create tasks via task server.

Quellsprache: Englisch

bernstein-run

Run a verified multi-agent goal with Bernstein. Use when a task is too large for a single agent session: Bernstein decomposes the goal into tasks, spawns CLI coding agents in parallel git worktrees, verifies their output, and merges results. Also use to check…

Quellsprache: Englisch

bernstein-agents

Manage Bernstein agents - list active agents, inspect their output, kill stalled agents, or stream live logs. Use when the user asks about agents, wants to see what an agent is doing, or needs to kill one.

Quellsprache: Englisch

bernstein-alerts

Show active alerts from Bernstein - failed tasks, stalled agents, budget warnings, blocked tasks needing human intervention. Use when the user asks about problems, errors, warnings, or what needs attention.

Quellsprache: Englisch

bernstein-plan

Create and manage multi-step execution plans in Bernstein. Plans decompose complex goals into stages with dependencies. Use when the user wants to plan a complex feature, break down a large task, or review an execution plan before agents start working.

Quellsprache: Englisch

bernstein-quality

Show quality metrics for Bernstein runs - success rates per model, lint/test pass rates, completion time distributions. Use when the user asks about quality, reliability, which model performs best, or pass rates.

Quellsprache: Englisch

bernstein-status

Show Bernstein orchestrator status - active agents, task progress, costs, and alerts. Use when the user asks about orchestrator status, what agents are doing, task progress, how much has been spent, or what's happening with the build.

Quellsprache: Englisch

architect

System design - module boundaries, API contracts, ADRs.

Quellsprache: Englisch

backend

Python server code, APIs, async, strict typing.

Quellsprache: Englisch

ci-fixer

CI failures - read error, minimal fix, verify.

Quellsprache: Englisch

devops

DevOps - Docker, CI/CD, cloud infra, monitoring.

Quellsprache: Englisch

docs

Documentation - README, API docs, ADRs, tutorials.

Quellsprache: Englisch

frontend

React / Next.js UI, state, accessibility.

Quellsprache: Englisch

ml-engineer

ML - training, inference, embeddings, evaluation.

Quellsprache: Englisch

prompt-engineer

LLM prompts - design, evaluate, tune instructions.

Quellsprache: Englisch

qa

Test writing - pytest suites, edge cases, regressions.

Quellsprache: Englisch

resolver

Git merge conflicts - resolve without losing intent.

Quellsprache: Englisch

retrieval

Retrieval - vector DBs, embeddings, hybrid search, reranking.

Quellsprache: Englisch

reviewer

Code review - correctness, tests, merge-readiness.

Quellsprache: Englisch

security

Security review - OWASP, auth, secrets, input validation.

Quellsprache: Englisch

visionary

Ideation - generate bold feature proposals.

Quellsprache: Englisch

vp

Cross-cell coordination - resolve conflicts, decide pivots.

Quellsprache: Englisch

analyst

Evaluate proposals - feasibility, engineering payoff, risk.

Quellsprache: Englisch

bernstein-approve

Review and approve/reject pending tasks or plans in Bernstein. Use when the user asks about approvals, wants to review agent work, or needs to approve/reject a plan before execution begins.

Quellsprache: Englisch

bernstein-cost

Show detailed cost breakdown and budget status for the Bernstein orchestrator. Use when the user asks about spending, budget, cost per model, cost per agent, or wants a cost projection.

Quellsprache: Englisch

bernstein-create-task

Create a new task in the Bernstein orchestrator. Use when the user wants to add a task, delegate work to an agent, file a bug fix, or queue up work for the orchestrator to handle.

Quellsprache: Englisch