Where to catch, where to throw, what to log, what to surface. Result types vs exceptions, sanitized client responses with request_id correlation, retries with backoff, idempotent…
Anti-truncation discipline. Forces complete code generation, bans `// ... rest of the file` placeholders and "omitted for brevity" prose.
协作复盘与知识沉淀。在完成一段工作后，先启动本地 Fupan Workbench 让用户确认想学的知识点和深度，再按选择调研并生成结构化复盘文档，重点沉淀表达优化、行为诊断、领域知识、AI 协作改进和可执行 TLDR；每个展开的知识模块默认生成一张 Image 2…
Invoke @G (Govern) — router, policy enforcer, gatekeeper, event logger. Handles 'catch me up', transition requests, and FORGE governance.
Add a projected-texture (gobo/cookie) spotlight with cone falloff, shadow map, and pattern projection to an SDL GPU project
Art direction for mobile app reference screens. One screen per image, portrait device aspect, subtle straight-on phone frame, status bar with realistic content, real-looking…
Add GPU-driven indirect drawing with compute-based frustum culling to an SDL GPU project. A compute shader tests bounding spheres against frustum planes and writes indirect draw…
Streaming LLM output correctly. SSE setup, partial-token UTF-8 decoding, AbortController cancellation end-to-end (browser + server + upstream), mid-stream errors as events not…
Structured logging discipline. JSON-first, correlation IDs, level meaning, redaction at source, sampling, never-log-secrets, audit logs separated from application logs.
Exposing resources via MCP. URI scheme design, listing strategies, mimeType discipline, ranged reads, mutable resources via subscribe, when resources beat tools, multi-tenant…
Designing an MCP server LLM agents actually use well. Transport choice (stdio vs HTTP streaming), capability scoping, structured error responses the model can recover from, tool…
Designing individual MCP tools that LLMs use correctly on the first try. Naming, descriptions written for model consumption, JSON Schema discipline, error returns that the model…
Naming variables, functions, types, files, tables. Ban list for AI defaults (`data`, `Manager`, `Helper`, `utils.ts`), domain-specific over abstract, length proportional to scope,…
Resume a project and choose the next normal action. Use at the start of a new session, after opening an unfamiliar repository, or whenever the user asks what to do next in a…
Production observability via OpenTelemetry. Three pillars (traces, metrics, logs) with explicit correlation, OTel SDK setup, span discipline (semantic conventions, error capture),…
Web performance discipline. Core Web Vitals (LCP, INP, CLS), image optimization (modern formats + responsive srcset + lazy loading), JS bundle discipline (code-split +…
PR descriptions that get reviewed and merged fast. Title under 70 chars, Summary/Why/Test plan structure, screenshots for UI changes, risk callouts for sensitive areas, length…
Retrieval-augmented generation discipline. Semantic chunking with hierarchy, hybrid retrieval (BM25 + dense + rerank), citation discipline, refusal paths, eval-driven iteration,…
Infrastructure reconnaissance — inventory all cloud resources, map connections, flag risks. Use when asked to "inventory our infra", "what infrastructure do we have", "map our…
Upgrading an existing app or website to premium quality without breaking it. Audit first, identify the AI smell (indigo gradient, card-in-card, cramped spacing), surgical edits…
PROJECT-LOCAL OVERRIDE for jarvis-agents (TBD). Fires at status=released after forge-test has verified the branch locally.
Relational schema design. UUIDv7 primary keys, foreign-key enforcement at the DB, audit columns, soft delete with partial unique indexes, enums vs lookup tables, multi-tenancy…
Add a procedural anti-aliased grid floor to an SDL3 GPU scene using fwidth()/smoothstep() in the fragment shader.
Premium expensive UI register. Warm neutrals, refined typography (Söhne / Inter Display / GT America), generous spacing, considered shadows, spring motion.
Evaluating subagent outputs before trusting them. Shape and budget validation, refusal handling, partial-result recovery, hallucination defenses (URL/quote/file verification),…
LLM function/tool calling discipline. Tool selection, parameter design, structured returns, error-as-data, parallel tool calls, iteration caps, context budget across turns,…
Schema-first input validation at every trust boundary. zod / valibot / pydantic, derive-types-from-schema, structured field-level error responses, env validation at startup, file…
Use when the user wants Codex to work with the Elephant Hand Forgejo instance, Forgejo or Gitea repositories, issues, pull requests, organizations, users, releases, Actions…
ForgeRock integration. Manage data, records, and automate workflows. Use when the user wants to interact with ForgeRock data.
Metapromptore Generativo di Entità Semantiche PERMANENTI (Forgia v1.0). Attivare quando l'utente richiede 'crea agente', 'genera skill', 'nuovo agente', 'crea entità', 'genera…
Trigger Pattern Always (run during recon TASK 0, not breadth) - Inject Into Recon agent only (meta_buffer.md enrichment)
Walk a contributor through forking a GitHub repo they don't own, branching, committing, and opening a PR back to upstream – using `gh` and `git`.
Keep fork-decoupled workers strictly bounded by directive text and cache sharing requirements.
Reconstruct child replacement state from local records first, then fill uncovered gaps from the parent's live map.
Discover valuable GitHub fork divergence beyond stars. TRIGGERS - fork analysis, fork intelligence, find forks, valuable forks, fork divergence, fork discovery, upstream forks.
Fork된 레포에서 upstream 레포로 PR 생성. git 내역 분석, 커밋 요약, PR 본문 자동 생성. fork pr, upstream pr, pr 생성, pull request, 풀 리퀘스트, upstream으로 pr 관련 작업 시 사용.
Fork a terminal session to a new terminal window. Use this when the user requests 'fork terminal' or 'create a new terminal' or 'new terminal: ' or 'fork session:…
Run a forked agent that captures stable session context and writes auto memories when the main agent finishes a turn.
Run SkillTool slash commands inside a forked sub-agent so the skill has isolated budget, telemetry, and lifecycle.
Use when user wants to create new autonomy branch from current commit or specific past iteration
Use when user wants to create new autonomy branch with dedicated worktree for parallel agent workflows
Fork Claude sessions to handle side tasks in parallel. Use when the user wants to spawn a parallel Claude session, delegate a task to a background agent, monitor forked sessions,…
Generate forms with React Hook Form and Zod validation following established patterns. Use when creating forms, input validation, modal forms, or handling user input.
Drafts SEC-compliant Form 10-Q quarterly reports covering Part I financials, MD&A, market risk, controls, Part II updates, exhibits, and SOX certifications.
Drafts IRS Form 1023 applications for Section 501(c)(3) tax-exempt recognition. Analyzes organizing documents, finances, governance, and operations to produce a complete,…
Drafts IRS Form 1023 (Application for Recognition of Exemption) packages for 501(c)(3) applicants. Use when preparing Form 1023 filings, nonprofit tax-exempt applications, or…
Drafts SEC Form 10-K Annual Reports under the Securities Exchange Act of 1934. Structures all four Parts with Regulation S-K compliance and GAAP financial integration.
Drafts SEC- or state-filed Form ADV Parts 1A/1B/2A/2B for investment adviser registration, producing IARD-ready responses, brochures, and supplements.
Use when asked to audit UI for visual quality, check design consistency, review brand alignment, evaluate design system compliance, or find visual issues before a launch.
Auto-fill web forms using agent-browser (Vercel) with memory. Use when user provides a URL and wants to auto-fill job applications, registration forms, or any multi-page forms.
Use when asked to create a brand identity, define visual design direction, generate a color palette or type system, build a style guide, or establish the look and feel for a…
Translate a design brief — structured I-Lang or plain English — into a concrete DESIGN.md and optional HTML token preview.
Create fillable forms, surveys, and interactive documents with validation and data collection
Form Builder Helper - Auto-activating skill for Business Automation. Triggers on: form builder helper, form builder helper Part of the Business Automation skill category.
Building create/edit forms with FormField components, validation integration, and save patterns
Form-Checker für Verträge und Willenserklärungen: Entscheidungsbaum — welche Form ist gesetzlich oder vertraglich vorgeschrieben, Konsequenzen bei Verstoß, empfohlene Formwahl,…
Use when asked to design a UI component, specify a button, input, card, modal, badge, or any interactive element.
Create forms, validation schemas, and CRUD API endpoints. Use when building new data entry features or managing existing forms.
Drafts U.S. SEC Form D notice data sets for Regulation D exempt offerings (Rule 504, 506(b), 506(c)), ready for EDGAR submission.
JSON DSL для генерации управляемых форм 1С с UI-элементами, реквизитами и командами. Используй при form compile и редактировании форм через xml-gen-cli.