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Fresh-Context Sub-Agent Orchestrator

Fight context rot by spawning fresh sub-agents per task with quality gates for scope reduction and security.

AI Systemsai-systemsp4
by AgentVoltv1.0.0Published 1y ago1 install
Free to sign up · every skill included with AgentVolt Pro

Before & after

Same prompt, same agent — the only difference is the skill.

Prompt“Break down my 5-hour build into scoped sub-agent tasks”
Beforegeneric AI agent
You could break this large build into smaller pieces and work on them one at a time systematically. Breaking large tasks into sub-tasks helps you stay organized and makes progress visible to everyone. You might assign different parts to different people or focus on specific areas sequentially. Testing each piece as you go helps catch issues early before they compound. Documenting the steps keeps things clear for the team. You could set milestones to track progress over time. Some kind of checklist or task tracker helps keep everything on track. It's a good way to manage complexity and reduce overwhelm. Would you like suggestions on how to break this down?
Afterwith Fresh-Context Sub-Agent Orchestrator
FRESH-CONTEXT ORCHESTRATION - 5-HOUR BUILD DECOMPOSED

TASK ANALYSIS: Video streaming platform with auth, player, analytics

SPAWNED SUB-AGENTS (14 agents, 20-30min each)

SUB-AGENT 1: Database schema & migrations
Scope: Design Postgres tables for users, videos, viewing events
Constraints: Read-only on app code, design from schema.prisma spec
Token budget: 50k
Success gate: Schema passes ERD validation, migrations reversible
Estimated time: 25 min

SUB-AGENT 2: Auth endpoints (login, signup, refresh)
Scope: Build Node.js routes, no UI
Constraints: Accept schema from Agent 1, mock secrets via env vars
Token budget: 45k
Success gate: Postman collection passes happy + error path tests
Estimated time: 28 min

SUB-AGENT 3: Video player component (React)
Scope: Build player UI with play/pause, progress bar, volume
Constraints: Accept user schema from Agent 1, stub backend responses
Token budget: 60k
Success gate: Component renders, controls respond to clicks
Estimated time: 32 min

SUB-AGENT 4: Analytics event logging
Scope: POST /events endpoint, log plays/pauses/completions
Constraints: Accept event schema from Agent 1, write to database
Token budget: 35k
Success gate: Events logged to DB, queryable via SQL
Estimated time: 20 min

SUB-AGENT 5-12: Integration & testing (8 sub-agents)
Scope: Connect player to auth, auth to DB, events to analytics
Token budget per agent: 40-50k
Estimated time per agent: 20-25 min

SUPERVISING PLANNER:
Role: Validate each sub-agent output, catch silently dropped requirements, manage handoff dependencies
Example check: Did Agent 3 (player) call the endpoints Agent 2 (auth) actually exposed?
Escalation: If Agent 6 completes but Agent 3 hasn't (dependency miss), re-scope Agent 6

COMMIT STRATEGY: Each successful sub-agent output committed immediately (not batched), feature-branch-per-agent, cherry-pick into main on green
Recovery: Failed agent auto-retry with expanded scope constraints. If retry fails, escalate to human (you)
Total expected duration: 3 hours 45 min (includes overhead). Buffer: 1 hour 15 min.

About this skill

name: fresh-context-orchestrator description: Fight context rot by spawning fresh sub-agents per task with quality gates for scope reduction and security. Use when working on fresh-context sub-agent orchestrator.

Fresh-Context Sub-Agent Orchestrator

Wraps the GSD (get-shit-done) sub-agent pattern so long Claude Code sessions do not degrade around the 30-minute mark. Each spawned agent gets a clean window scoped to only what it needs. A supervising planner catches silently dropped requirements. Optional autonomous mode lets you hand in a spec and walk away. Use when a session is long enough that context bloat starts costing you output quality.

What you get

  • Task-splitter prompt
  • Sub-agent spawn recipes
  • Scope-reduction detector
  • Security threat-model check
  • Per-agent activity log
  • Commit-on-success option

Customize your output

  • Autonomy level: manual approval, semi-autonomous, hands-off
  • Token budget cap: 50k, 200k, 1M
  • Task granularity: coarse, medium, fine
  • Commit on success: yes, no
  • Recovery on failure: retry, escalate, halt
  • Concurrency: 1, 3, 5

Example output

'A five-hour build broken into 14 sub-agent runs, each with a clean context, ending in a green PR.'

Best for

Solo devs, agency builders, indie SaaS operators.

Note: Costs tokens. Quality and hours play, not a savings play. High confidence.

SKILL.md preview

SKILL.md
---
name: fresh-context-orchestrator
description: Use this skill when a Claude Code session runs long enough that context bloat starts degrading output quality, so work can be delegated to fresh sub-agents scoped to only what they need.
version: 1.0.0
category: AI Systems
author: AgentVolt
license: proprietary
tags:
  - ai-systems
  - p4
---

# Fresh-Context Sub-Agent Orchestrator

Fights context rot in long Claude Code sessions by spawning fresh sub-agents per task, each scoped to a clean context window, with quality gates enforcing scope reduction and safety.

## When to use

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