orchestration
Pandora orchestrator patterns — delegation, state management, adaptive re-planning, context handoff protocols.
Skill by DebasishTripathy13
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What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
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codeload.github.com· found in install command
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~/.claude/skills/orchestration
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What's inside
- Skill name
orchestration- Description
- Pandora orchestrator patterns — delegation, state management, adaptive re-planning, context handoff protocols.
- License
- Apache-2.0
- Allowed tools
- Read
- Metadata
- tags: orchestration, delegation, state-management, re-planning, context-handoff · subdomain: orchestration · when_to_use: delegate, orchestrate, next objective, blocked, re-plan, hand off, engagement state, status update, parallel execution
- Instructions
- 171 lines in SKILL.md · view on GitHub
Files (1)
- SKILL.md
SKILL.md (first lines)
---
name: orchestration
description: "Pandora orchestrator patterns — delegation, state management, adaptive re-planning, context handoff protocols."
allowed-tools: Read
metadata:
subdomain: orchestration
when_to_use: "delegate, orchestrate, next objective, blocked, re-plan, hand off, engagement state, status update, parallel execution"
tags: orchestration, delegation, state-management, re-planning, context-handoff
mitre_attack: []
---
# Pandora Orchestration Patterns
## Delegation Protocol
### Context Handoff — What Every Sub-Agent Needs
Every `task()` delegation MUST include:
1. **Objective** — What specifically to accomplish (from OPPLAN)
2. **Scope** — IN SCOPE targets + OUT OF SCOPE boundaries (from RoE)
3. **Context** — Relevant findings from previous phases
4. **Lessons** — Known gotchas, failed approaches, OPSEC warnings
5. **Acceptance Criteria** — How the sub-agent knows it's done
6. **Output Location** — Where to save results (e.g. `recon/`, `exploit/`)
### Delegation Template
```
task(
description="""
OBJECTIVE: {objective_id} — {title}
PHASE: {phase}
SCOPE:
- IN: {in_scope_targets}
- OUT: {out_of_scope_targets}
CONTEXT FROM PREVIOUS PHASES:
{relevant_findings_summary}
LESSONS LEARNED:
{known_gotchas}
ACCEPTANCE CRITERIA:
- [ ] {criterion_1}
- [ ] {criterion_2}
Save all results to {phase}/
""",
subagent_type="{agent_name}"
)
```
### Sub-Agent Selection Matrix
| Objective Phase | Sub-Agent | When to Use |
|----------------|-----------|-------------|
| Planning | `soundwave` | Missing roe.json/conops.json/deconfliction.json, or documents need updating |
| Recon | `recon` | Subdomain/port/service enumeration, OSINT, cloud/web recon |
| Exploitation | `exploit` | Initial access: SQLi, SSTI, AD attacks, credential exploitation |
| Post-Exploitation | `postexploit` | After foothold: cred dump, privesc, lateral movement, C2 |
### Parallel Execution
Delegate independent tasks simultaneously for efficiency:
```
# Independent targets — run in parallel
task(description="Recon subnet 10.0.0.0/24...", subagent_type="recon")
task(description="Recon subnet 10.0.1.0/24...", subagent_type="recon")
# DO NOT parallelize dependent tasks:
# ✗ Exploit before recon completes
# ✗ PostExploit before foothold established
```
## State Management
### Engagement State Files
```
./
├── roe.json # Immutable scope boundaries (read every iteration)
├── conops.json # Operation concept
├── deconfliction.json # Deconfliction identifiers and procedures
├── opplan.json # Objective tracker (update status after each sub-agent)
├── findings/ # Per-finding Markdown files, created lazily
├── lessons_learned.md # Failed approaches + what worked
└── .ralph_state.json # Loop iteration counter + completion flags
```
### State Update Protocol (After Each Sub-Agent Returns)
1. **Parse result** — Did the sub-agent report PASSED or BLOCKED?
2. **Update opplan.json** — Set objective status (`passed`, `blocked`, `in_progress`)
3. **Record verified findings** — Add `findings/FIND-{NNN}.md` only when a real finding exists
4. **Append lessons_learned.md** — Record what worked, what failed, and why
5. **Check completion** — All objectives passed? → Generate summary
### Context Window Budget
- Read recent `findings/FIND-*.md` entries each iteration (keep only relevant excerpts)
- Summarize verbose sub-agent outputs before appending to findings
- Use files on disk as persistent memory — don't rely on conversation history
## After Recon Returns — Decision Tree
Execute this IN ORDER after every recon task() completes. No exceptions.
```
1. Read recon/SUMMARY.md
├── Missing or empty? → Rule 13 crash protocol (retry once, then BLOCKED)
└── Present → continue
2. Contains RECON_HANDOFF / CRITICAL/HIGH finding / captured session?
├── YES → dispatch task("exploit", ...) IMMEDIATELY (Rule 19)
│ Pass: exact vector, URL, param, session tokens, challenge tags
└── NO (RECON_BUDGET_EXHAUSTED / LOW/INFO only) → continue
3. RECON_BUDGET_EXHAUSTED with zero confirmed vulns?
├── Unvisited surface remains? → focused second recon turn on that surface
└── No unvisited surface → update_objective(status="blocked",
reason="recon exhausted: no confirmed vuln class")
```
**Rule**: Step 2 YES has NO exceptions. Do not do "one more recon probe" first.From DebasishTripathy13/Pandora, Apache-2.0.
Signals
- Stars
- 1
- Forks
- 0
- Open issues
- 0
- Last commit (this folder)
- Jun 6, 2026 (5 months ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- Apache-2.0
- Repository
- github.com/DebasishTripathy13/Pandora
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
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orchestration skill. Agent Mart. https://agentmart.dev/skills/debasishtripathy13-orchestration (last updated 2026-10-24)