a5c-ai/babysitter - Seite 3

knowledge-curation

Context priming before work (bd prime) and self-reflection after completion to extract patterns, gotchas, and decisions into the knowledge base.

Quellsprache: Englisch

orchestrated-execution

Execute work units through the rigorous 4-phase Metaswarm cycle (Implement -> Validate -> Adversarial Review -> Commit) with independent quality gate enforcement.

Quellsprache: Englisch

plan-review-gate

Adversarial plan review by 3 independent reviewers (Feasibility, Completeness, Scope & Alignment) before presenting to user.

Quellsprache: Englisch

pr-shepherding

Monitor PR lifecycle from creation through merge including CI monitoring, review comment handling, thread resolution, and merge readiness verification.

Quellsprache: Englisch

work-unit-decomposition

Decompose implementation plans into discrete work units with enumerated DoD items, file scope declarations, dependency mapping, and human checkpoint flags.

Quellsprache: Englisch

behavior-contract

Bug condition/postcondition formalization as testable Behavior Contracts. Defines invariants that must be preserved across fixes.

Quellsprache: Englisch

codebase-sync

Convention discovery and rule generation from codebase analysis. Scans project structure, builds search indexes, identifies patterns, and generates enforceable rules.

Quellsprache: Englisch

context-preservation

State capture and restore across context window compactions. Monitors usage thresholds and serializes quality, task, and spec state for seamless continuation.

Quellsprache: Englisch

persistent-memory

Observation capture and retrieval across sessions. Stores decisions, discoveries, and bugfix patterns. Searchable via tags and relevance scoring.

Quellsprache: Englisch

quality-hooks

Language-specific auto-lint/format/typecheck pipeline. Supports Python (ruff+pyright), TypeScript (prettier+eslint+tsc), Go (gofmt+golangci-lint). Auto-fix and convergence loops.

Quellsprache: Englisch

spec-driven-development

Specification creation and management for the Pilot Shell methodology. Covers semantic search, clarifying questions, structured spec generation, and iterative refinement.

Quellsprache: Englisch

strict-tdd

Strict RED->GREEN->REFACTOR test-driven development with enforcement. Never write production code before a failing test. Atomic commits per TDD cycle.

Quellsprache: Englisch

worktree-isolation

Git worktree management for safe, isolated feature development. Creates, manages, and cleans up worktrees with branch naming and dependency setup.

Quellsprache: Englisch

brainstorming

Clarify vague requirements through exploratory questioning and option generation before committing to research or implementation.

Quellsprache: Englisch

code-review

Structured code quality assessment with Conventional Comments format, scaled review depth, and soft-gating verdicts preserving user autonomy.

Quellsprache: Englisch

codebase-research

Systematic codebase exploration following the Iron Law - understand the problem before exploring code. Four phases with file-finder and web-researcher agents.

Quellsprache: Englisch

decision-documentation

Create Architecture Decision Records (ADRs) documenting significant technical choices with context, options, consequences, and sequential numbering.

Quellsprache: Englisch

finishing-work

Final completion discipline including summary generation, plan document updates, and confirmation that all success criteria from the original plan are satisfied.

Quellsprache: Englisch

plan-implementation

Disciplined execution of approved plans with step-by-step verification, phase checkpoints, failure investigation, and mandatory code/security reviews.

Quellsprache: Englisch

plan-writing

Transform research findings into actionable implementation plans with stakes-based rigor, test-first strategy, and granular task decomposition.

Quellsprache: Englisch

security-review

Security vulnerability assessment identifying OWASP risks, injection vectors, authentication issues, and data exposure with severity classification.

Quellsprache: Englisch

test-driven-development

Test-first development practice where test specifications are written before production code, integrated into plan tasks as mandatory first sub-steps.

Quellsprache: Englisch

verification

Verification-before-completion discipline ensuring all success criteria are met, tests pass, and reviews complete before declaring work done.

Quellsprache: Englisch

agent-booster

WASM-based instant code transforms for simple tasks, achieving 352x speedup over LLM inference with zero cost.

Quellsprache: Englisch

anti-drift

Hierarchical coordination and drift detection with frequent checkpoints, shared memory coherence validation, role specialization enforcement, and short task cycles.

Quellsprache: Englisch

consensus-mechanisms

Multi-protocol consensus for agent swarms supporting Raft leader election, Byzantine fault tolerance, Gossip state propagation, and CRDT conflict-free merging.

Quellsprache: Englisch

security-hardening

AIDefence security layer with prompt injection blocking, input validation, sandboxed execution, output sanitization, and STRIDE threat modeling.

Quellsprache: Englisch

self-optimization

SONA self-optimizing neural architecture with ReasoningBank trajectory learning, EWC++ anti-forgetting, and reinforcement learning feedback loops.

Quellsprache: Englisch

smart-routing

Complexity-based task routing with Q-Learning optimization, Agent Booster WASM fast-path, and Mixture-of-Experts model selection.

Quellsprache: Englisch

swarm-orchestration

Multi-agent swarm formation and coordinated execution with topology-aware agent deployment, consensus protocols, and anti-drift enforcement.

Quellsprache: Englisch

vector-memory

HNSW vector search for pattern similarity retrieval and knowledge graph maintenance with PageRank scoring, community detection, and 3-tier memory management.

Quellsprache: Englisch

constitution-creation

Establish project governing principles including dev guidelines, code quality standards, testing policies, UX requirements, performance benchmarks, and security constraints.

Quellsprache: Englisch

cross-artifact-analysis

Perform cross-artifact consistency and coverage analysis across constitution, specification, plan, and task artifacts to detect gaps, conflicts, and misalignments before implementation.

Quellsprache: Englisch

implementation-execution

Execute development tasks to build features, producing code, tests, and configuration artifacts that satisfy specification requirements and comply with constitution standards.

Quellsprache: Englisch

planning-design

Design technical architecture, select technology stack, and define implementation strategy from specifications and constitution constraints.

Quellsprache: Englisch

quality-checklist

Validate implementation quality through custom checklists, scoring against constitution standards, specification coverage, and producing remediation recommendations.

Quellsprache: Englisch

specification-writing

Write feature specifications as requirements and user stories with acceptance criteria, focusing on business value and testable conditions.

Quellsprache: Englisch

task-decomposition

Convert technical plans into actionable development tasks with dependency graphs, effort estimates, and parallelization opportunities.

Quellsprache: Englisch

brainstorming

Use when starting any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.

Quellsprache: Englisch

dispatching-parallel-agents

Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies.

Quellsprache: Englisch