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hive1k

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更新时间2026年4月11日 07:27

🐝 Hive1K — recursive multi-model swarm orchestrator. Launches 250-1,000+ AI agents across 16 models with Division Commanders, hierarchical fan-out, Shadow Score Spec L2 conformance, and quality-gated synthesis. Say "hive1k" to start.

安装

用 Codex 或 Claude 帮你安装复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。

在 Manus 中运行

来源

DUBSOpenHub

DUBSOpenHub/hive1k

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在 Manus 中运行

PHASE 0 — MISSION INTAKE

Trigger: User says "hive1k" (optionally with scale and/or task)

Parse the user's input for:

Scale: h-250, h-500 (default), or h-1k — if provided inline
Task: Everything after the scale identifier, or the full message if no scale given

If no task provided, ask: "🐝 Hive1K ready. What's the mission?"

If no scale provided inline, use ask_user to prompt:

Personality mode: Defaults to balanced. Users can specify aggressive, cautious, or creative inline (e.g., hive1k h-500 cautious: build a REST API). Mode affects risk tolerance, retry aggressiveness, and scope ambition.

Validate Mode

If the user says hive1k validate or hive1k check:

Verify SKILL.md exists at ~/.copilot/skills/hive1k/SKILL.md
Parse config.yml and check required keys
Verify timeout cascade math (parent > 1.4× child)
Check model pool availability
Report health status:

🐝 HIVE1K — HEALTH CHECK
━━━━━━━━━━━━━━━━━━━━━━━━
  Skill file:     ✅ found (~34KB)
  Agent file:     ✅ found
  Config:         ✅ valid YAML
  Timeout math:   ✅ all cascades valid
  Depth guard:    ✅ max_depth=4
  Models:         ✅ 16 models configured

  Status: HEALTHY — ready to deploy

After reporting, STOP — do not proceed to Phase 1.

Plan-Only Mode (Stampede Bridge)

If the user says hive1k plan-only or hive1k → stampede:

Execute Phases 0-7 normally
Instead of emitting prose output in Phase 8, emit a structured task list compatible with Terminal Stampede's queue format:

{
  "stampede_tasks": [
    {
      "id": "task-001",
      "description": "<atomic implementation task>",
      "files": ["<file1>", "<file2>"],
      "priority": "high|medium|low",
      "source_domain": "<architecture|implementation|testing|documentation|integration>",
      "confidence": 0.0
    }
  ],
  "source": "hive1k",
  "scale": "<h-250|h-500|h-1k>",
  "consensus_tier": "<CONSENSUS|MAJORITY|CONFLICT>"
}

Users can then pipe this to Stampede: run stampede with the task list.

Interactive Mode

If personality mode is cautious or user says hive1k interactive:

After Phase 1 (decomposition): pause with ask_user "Review decomposition? [Proceed / Adjust / Abort]"
After Phase 5 (cross-review): pause with ask_user "Review scores? [Proceed / Re-review / Abort]"
After Phase 6 (shadow scoring): pause with ask_user "Shadow results look good? [Proceed / Harden again / Abort]"

If user says "Adjust" at Phase 1, let them modify domain weights or remove domains. If user says "Abort" at any point, emit partial results and stop.

🐝 Choose your swarm size:

  H-250   (~316 agents)   ⚡ Scout Swarm — focused assault, no Division Commanders
  H-500   (~625 agents)   🎯 Worker Swarm — 2 Division Commanders (recommended)
  H-1K  (~1,245 agents) 🐝 Full Hive — 4 Division Commanders, maximum consensus

Dry-Run Mode

If the user says hive1k dry-run or hive1k --dry-run (optionally with scale and task), execute Phases 0-2 normally but SKIP Phase 3 (deployment). Instead, display the full deployment plan:

🐝 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
   H I V E 1 K — DRY RUN
   Preview mode — no agents will be deployed
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

📋 Mission:     <task summary>
⚡ Scale:       <H-250 | H-500 | H-1K>

🏗️ Deployment Plan
┌────────┬─────────────────────┬───────┬──────────────┐
│ Layer  │ Role                │ Count │ Models       │
├────────┼─────────────────────┼───────┼──────────────┤
│ L0     │ Nexus               │ 1     │ claude-opus  │
│ L1     │ Division Commanders │ <N>   │ opus-tier    │
│ L2     │ Commanders          │ <N>   │ sonnet/gpt   │
│ L3     │ Squad Leads         │ <N>   │ haiku/mini   │
│ L4     │ Workers             │ <N>   │ worker pool  │
│ L5     │ Reviewers           │ <N>   │ cross-family │
├────────┼─────────────────────┼───────┼──────────────┤
│        │ Total               │ <N>   │              │
└────────┴─────────────────────┴───────┴──────────────┘

📊 Domain Decomposition
│ <domain 1>  → <commander assignment>
│ <domain 2>  → <commander assignment>
│ ...

⏱️ Timeout Cascade: <cascade array>
💰 Estimated Cost: $<low> – $<high>
🔒 Sealed Criteria: <N> acceptance checks
🎭 Personality: <mode>

Ready to deploy? Run: hive1k <scale> "<task>"

Then STOP. Do not execute Phases 3-8.

Display the mission briefing:

🐝 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
   H I V E 1 K
   Recursive Multi-Model Swarm Orchestrator
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

📋 Mission:    <task summary>
⚡ Scale:      <H-250 | H-500 | H-1K>
🤖 Agents:     <agent count>
🧬 Models:     <model count>
💰 Cost cap:   user-configurable
⏱️  Timeout:    <timeout>s

Deploying swarm in 5... 4... 3... 2... 1...

PHASE 1 — TASK DECOMPOSITION

Decompose the task into exactly 5 domains:

Domain	Commander	Focus
Architecture	CMD-ARCH	Structure, patterns, interfaces, module boundaries
Implementation	CMD-IMPL	Core logic, algorithms, data flow, business rules
Testing	CMD-TEST	Test cases, edge cases, validation, error handling
Documentation	CMD-DOCS	Docs, comments, examples, guides, README updates
Integration	CMD-INTG	Cross-cutting concerns, glue code, API contracts, deployment

For H-250: select the 2–5 most relevant domains (direct Commander deployment, no Division Commanders). For H-500: all 5 domains, organized under 2 Division Commanders (DIV-ALPHA: Architecture + Implementation, DIV-BETA: Testing + Documentation + Integration). For H-1K: all 5 domains under 4 Division Commanders (DIV-ALPHA: Architecture + Implementation, DIV-BETA: Testing + Validation, DIV-GAMMA: Documentation + Integration, DIV-DELTA: Cross-cutting + Special Missions).

Flex decomposition (H-500): With only 2 Division Commanders, DIV-BETA covers three domains (Testing, Documentation, Integration). Each Division Commander still gets 5 Commanders — DIV-BETA assigns them across its three domains as needed (e.g., 2 Testing, 2 Documentation, 1 Integration).

PHASE 1.5 — SEALED CRITERIA GENERATION (Shadow Score Spec)

Sealed-Envelope Protocol — Phase 1: SEAL GENERATION Implements Shadow Score Spec L2 conformance.

Timing: AFTER task decomposition (Phase 1), BEFORE commanders execute (Phase 3).

Generate sealed acceptance criteria from the task specification. These are the hidden "sealed tests" that commander outputs must satisfy. The Nexus generates these criteria and NEVER shares them with commanders, squad leads, workers, or reviewers.

Sealed Criteria Generation Rules

Generate sealed acceptance criteria (scale-dependent: H-250 = 10, H-500 = 12, H-1K = 15; configurable via config.yml → shadow_scoring.sealed_criteria_count)
Distribute across 4 categories:
- happy_path — Does the output satisfy the core requirements of the task?
- edge_case — Does the output handle boundary conditions and unusual inputs?
- error_handling — Does the output address failure modes and error states?
- completeness — Does the output cover all specified deliverables and sub-tasks?
Each criterion is a binary pass/fail assertion — not a subjective score
Compute a tamper hash — SHA-256 of the sealed criteria JSON, recorded before commanders launch

Sealed Criteria Format

{
  "sealed_envelope": {
    "generated_at": "<ISO 8601 timestamp>",
    "task_hash": "sha256:<hash of task decomposition>",
    "sealed_hash": "sha256:<hash of this criteria set>",
    "criteria_count": 12,
    "criteria": [
      {
        "id": "sc-01",
        "category": "happy_path",
        "assertion": "<what the output must satisfy>",
        "expected": "<expected condition>"
      },
      {
        "id": "sc-02",
        "category": "edge_case",
        "assertion": "<what the output must handle>",
        "expected": "<expected condition>"
      }
    ]
  }
}

Isolation Requirements (L2 Conformance)

Sealed criteria are NEVER included in Commander prompts, Context Capsules, or any agent-facing content
Sealed criteria are held in Nexus memory only — they exist nowhere agents can access
The sealed_hash is recorded before Phase 3 begins — any modification after commanders start invalidates the envelope
Commanders, Squad Leads, Workers, and Reviewers never know sealed criteria exist

Scale Behavior

Scale	Sealed Criteria	Hardening
H-250	10 criteria	1 cycle if score > 15%
H-500	12 criteria	1 cycle if score > 15%
H-1K	15 criteria (full set)	1 cycle if score > 15%

Show sealed envelope generation:

🐝 PHASE 1.5 — SEALED CRITERIA GENERATION (Shadow Score Spec L2)
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

  Sealed criteria generated: 12
  Categories: happy_path (3) · edge_case (3) · error_handling (2) · completeness (2)
  Sealed hash: sha256:a3f2...
  Tamper protection: ✅ locked

  ⚠️ Criteria sealed — hidden from all agents until Phase 6.

PHASE 2 — CONTEXT CAPSULE CONSTRUCTION

For H-500/H-1K: First build Division Capsules (max 4096 tokens each) for Division Commanders, containing their domain cluster assignments and sub-swarm parameters. Division Commanders then build Context Capsules for their subordinate Commanders.

For H-250: Build Context Capsules directly (no Division Commander layer).

For each domain, construct a Context Capsule (max 2048 tokens):

{
  "capsule_id": "cap-<8 random lowercase alphanumeric chars>",
  "task_brief": "<domain-specific task description, max 1500 chars>",
  "domain": "<architecture|implementation|testing|documentation|integration>",
  "constraints": {
    "timeout_s": 60,
    "max_workers": 50,
    "token_ceiling": 64000,
    "retry_budget": 1
  },
  "depth_config": {
    "current_depth": 1,   // H-250 (no Division Commanders); use current_depth=2 for H-500/H-1K
    "max_depth": 4,
    "can_launch": true
  },
  "parent_context": "Nexus: <one-line task summary>"
}

Compression rules:

Strip rationale — Commanders don't need to know why you chose this decomposition
Narrow file scope — Each capsule focuses on domain-relevant files only
Tighten constraints — Based on scale (H-250 gets tighter budgets)

PHASE 3 — DEPLOYMENT

Naming: Hive1K is the skill name. HiveSwarm is the internal execution protocol. Templates use HiveSwarm role titles (e.g., "HiveSwarm Division Commander", "HiveSwarm Commander") as the protocol identity agents operate under.

Scale-Specific Deployment

Division Commander pool (opus-tier models — draw in order):

claude-opus-4.6, claude-opus-4.5, claude-opus-4.6-1m, claude-opus-4.5

Commander pool (10 models — draw in order, alternate Claude↔GPT for diversity):

claude-sonnet-4.6, claude-sonnet-4.5, claude-sonnet-4, gpt-5.4, gpt-5.2,
gpt-5.1, gpt-5.4-mini, gpt-5.2-codex, gpt-5.3-codex, goldeneye

H-250 (5 Commanders — no Division Commanders, backward compatible):

Commander 1 (ARCH): agent_type="general-purpose", model="claude-sonnet-4.6"
Commander 2 (IMPL): agent_type="general-purpose", model="gpt-5.4"
Commander 3 (TEST): agent_type="general-purpose", model="claude-sonnet-4.5"
Commander 4 (DOCS): agent_type="general-purpose", model="gpt-5.2"
Commander 5 (INTG): agent_type="general-purpose", model="claude-sonnet-4"

H-500 (2 Division Commanders → 5 Commanders each):

DIV-ALPHA (Architecture + Implementation): agent_type="general-purpose", model="claude-opus-4.6"
  → 5 Commanders (sonnet/gpt-5.x tier)
DIV-BETA (Testing + Documentation + Integration): agent_type="general-purpose", model="claude-opus-4.5"
  → 5 Commanders (sonnet/gpt-5.x tier)

H-1K (4 Division Commanders → 5 Commanders each):

DIV-ALPHA (Architecture + Implementation): agent_type="general-purpose", model="claude-opus-4.6"
  → 5 Commanders
DIV-BETA (Testing + Validation): agent_type="general-purpose", model="claude-opus-4.5"
  → 5 Commanders
DIV-GAMMA (Documentation + Integration): agent_type="general-purpose", model="claude-opus-4.6-1m"
  → 5 Commanders
DIV-DELTA (Cross-cutting + Special Missions): agent_type="general-purpose", model="claude-opus-4.5"
  → 5 Commanders

Deployment Procedure

H-250: Launch Commanders in PARALLEL using the task tool (direct deployment, same as legacy SS-250).

H-500/H-1K: Launch Division Commanders in PARALLEL using the task tool. Each Division Commander then deploys its own Commanders.

Commander Prompt Construction

Each Commander prompt MUST include:

Role and mission: "You are Commander {ID} in a HiveSwarm deployment. Your domain: {DOMAIN}."
Context Capsule: The JSON capsule from Phase 2.
Spawning rules (DEPTH GUARD):
- H-250: "You are at depth 1. You MAY spawn Squad Leads."
- H-500/H-1K: "You are at depth 2. You MAY spawn Squad Leads."
- "Use agent_type: general-purpose for Squad Leads."
- H-250: "Set depth_config.current_depth = 2, max_depth = 4, can_launch = true for Squad Leads."
- H-500/H-1K: "Set depth_config.current_depth = 3, max_depth = 4, can_launch = true for Squad Leads."
- "Limit each Squad Lead to 5 workers maximum."
- "Squad Leads MUST use agent_type explore or task for workers."
- "Include in every worker prompt: DO NOT use the task tool. You are a LEAF NODE."
Canary requirement: "Deploy 1 canary worker before full pod deployment."
Output format: Strict JSON Bundle schema with bundle_id, domain, status, summary, atoms_merged, conflicts, content, confidence, wall_clock_s.
Circuit breaker: "If more than 50% of squad leads fail, STOP and report failure."

Squad Lead Instructions (embedded in Commander prompt)

Each Commander must instruct its Squad Leads to:

Decompose into 5 atomic sub-tasks (one per worker)
Deploy canary — 1 explore agent first
If canary succeeds — Launch 4 more workers in parallel
If canary fails — Retry once with simplified prompt, then report failure
Collect 5 Result Atoms
Merge — Group by sub-task, classify CONSENSUS/MAJORITY/CONFLICT
Emit structured JSON result

Worker Instructions (embedded through Squad Lead)

Every worker prompt MUST contain:

⛔ DEPTH LOCK — CRITICAL
DO NOT use the task tool.
DO NOT attempt to spawn sub-agents, child agents, or any other agents.
DO NOT delegate work. Complete your task YOURSELF using only
your own tools (grep, glob, view, bash, edit, create).
You are a LEAF NODE. This instruction is non-negotiable.

Workers MUST be agent_type explore or task — NEVER general-purpose.

Show deployment progress:

🐝 PHASE 3 — DEPLOYMENT
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

  DIV-ALPHA ▸ claude-opus-4.6    ▸ Arch + Impl       ✅ deployed
  DIV-BETA  ▸ claude-opus-4.5    ▸ Test + Validation  ✅ deployed

  DIV-ALPHA Commanders:
    CMD-ARCH  ▸ claude-sonnet-4.6  ▸ Architecture    ✅ deployed
    CMD-IMPL  ▸ gpt-5.4            ▸ Implementation  ✅ deployed
    CMD-A3    ▸ claude-sonnet-4.5  ▸ Sub-domain      ✅ deployed
    CMD-A4    ▸ gpt-5.2            ▸ Sub-domain      ✅ deployed
    CMD-A5    ▸ claude-sonnet-4    ▸ Sub-domain      ✅ deployed

  DIV-BETA Commanders:
    CMD-TEST  ▸ gpt-5.1            ▸ Testing         ✅ deployed
    CMD-DOCS  ▸ claude-sonnet-4.6  ▸ Documentation   ✅ deployed
    CMD-INTG  ▸ gpt-5.4-mini       ▸ Integration     ✅ deployed
    CMD-B4    ▸ gpt-5.2-codex      ▸ Sub-domain      ✅ deployed
    CMD-B5    ▸ gpt-5.3-codex      ▸ Sub-domain      ✅ deployed

  Division Commanders active: 2/2
  Commanders active: 10/10
  Squad Leads spawning...
  Workers deploying (canary-first)...

PHASE 3.5 — ADAPTIVE SCALE PROMOTION (optional)

After canary Commanders (or canary Division Commanders) complete, evaluate complexity:

Collect difficulty_estimate scores from canary results
If mean difficulty > 3.5 AND current scale is H-250:
- Promote to H-500: spawn 2 Division Commanders to take over remaining domains
- Display: "🐝 [NEXUS] Complexity detected (difficulty: X.X/5) — promoting H-250 → H-500"
If mean difficulty > 4.0 AND current scale is H-500:
- Promote to H-1K: spawn 2 additional Division Commanders (DIV-GAMMA, DIV-DELTA)
- Display: "🐝 [NEXUS] High complexity (difficulty: X.X/5) — promoting H-500 → H-1K"

Scale promotion is one-way (never downgrades) and only triggers once per run. If the user specified an explicit scale, promotion is disabled. Promotion inherits the timeout cascade of the target scale.

PHASE 4 — EXECUTION & MONITORING

While Commanders execute:

Track completion: Monitor which Commanders have returned bundles
Circuit breaker check: If 3+ Commanders fail → trigger circuit breaker, skip to Phase 7 with partial results
Cost tracking: If approaching cost ceiling → warn and throttle further spawning
Timeout tracking: If wall-clock exceeds timeout → collect whatever is available

Commander Bundle Collection

As each Commander returns, validate its Bundle JSON:

Has bundle_id matching bnd-{commander_id} pattern
Has valid status (success/partial/failed)
Has confidence in [0.0, 1.0]
Has content within token limit

JSON Recovery

If a Commander returns unparseable output:

Treat as status='failed'
Increment circuit breaker failure count
If retry_budget > 0: re-launch with simplified prompt
If retry_budget exhausted: proceed without this Commander's domain

Track:

🐝 PHASE 4 — EXECUTION
━━━━━━━━━━━━━━━━━━━━━━

  DIV-ALPHA ▸ ████████████████████ 100%  ✅ all commanders reporting
  DIV-BETA  ▸ ████████████████░░░░  80%  ⏳ commanders completing...

  CMD-ARCH  ▸ ████████████████████ 100%  ✅ confidence: 0.87
  CMD-IMPL  ▸ ████████████████░░░░  80%  ⏳ workers completing...
  CMD-TEST  ▸ ████████████████████ 100%  ✅ confidence: 0.91
  CMD-DOCS  ▸ ████████████████████ 100%  ✅ confidence: 0.84
  CMD-INTG  ▸ ██████████░░░░░░░░░░  50%  ⏳ squad leads merging...

  Bundles received: 3/5
  Total atoms merged: 187
  Wall-clock: 48s / 120s

PHASE 5 — PIPELINE-OVERLAP CROSS-REVIEW

Critical optimization: Do NOT wait for all Commanders. As soon as ANY 2 Commander bundles are available, launch cross-reviewers for that pair.

Reviewer Pairing Strategy

Pair bundles from different domains for cross-review:

Pair	Bundle A	Bundle B	Reviewer Models
1	CMD-ARCH	CMD-IMPL	claude-opus-4.6 ↔ gpt-5.4
2	CMD-TEST	CMD-DOCS	claude-opus-4.5 ↔ gpt-5.2
3	CMD-ARCH	CMD-INTG	claude-opus-4.6-1m ↔ gpt-5.1
4	CMD-IMPL	CMD-TEST	claude-sonnet-4.6 ↔ gpt-5.3-codex
5	CMD-DOCS	CMD-INTG	claude-sonnet-4.5 ↔ gpt-5.2-codex
6	CMD-ARCH	CMD-TEST	claude-sonnet-4 ↔ gpt-5.4-mini
7	CMD-IMPL	CMD-DOCS	claude-haiku-4.5 ↔ gpt-5-mini
8	CMD-TEST	CMD-INTG	goldeneye ↔ gpt-4.1

For H-250: Use 3-4 review pairs based on available bundles. For H-500: Use all 8 cross-family pairs (12 reviewer slots). For H-1K: Use all 8 cross-family pairs with 20 reviewer slots for maximum consensus.

Cross-Division review (H-500/H-1K): Review pairs may cross Division boundaries — e.g., a CMD-ARCH bundle (DIV-ALPHA) paired with a CMD-TEST bundle (DIV-BETA). This is intentional: cross-Division review catches integration gaps that intra-Division review would miss.

Reviewer Prompt

Each reviewer is launched as agent_type: "general-purpose" with can_launch = false.

The reviewer prompt includes:

DEPTH LOCK — "DO NOT use the task tool. You are a reviewer, not a builder."
Both bundle JSONs — Full content of both bundles
4-axis scoring rubric — Correctness, Completeness, Clarity, Consensus Alignment (0-10 each)
Consensus tier classification — CONSENSUS (≥70%) / MAJORITY (≥50%) / CONFLICT (<50%) / UNIQUE
Consensus formula: score = 0.40×confidence + 0.30×evidence + 0.15×scope + 0.15×coverage − min(0.30, conflict_rate×0.30)
Strict JSON output — review_id, scores, consensus_tier, consensus_score, conflicts, recommendation

Show review progress:

🐝 PHASE 5 — CROSS-REVIEW (pipeline overlap)
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

  REV-01  ▸ ARCH × IMPL    ▸ claude-opus-4.6 ↔ gpt-5.4            ✅ CONSENSUS (0.84)
  REV-02  ▸ TEST × DOCS    ▸ claude-opus-4.5 ↔ gpt-5.2            ✅ CONSENSUS (0.79)
  REV-03  ▸ ARCH × INTG    ▸ claude-opus-4.6-1m ↔ gpt-5.1         ⏳ scoring...
  REV-04  ▸ IMPL × TEST    ▸ claude-sonnet-4.6 ↔ gpt-5.3-codex    ✅ MAJORITY (0.62)
  REV-05  ▸ DOCS × INTG    ▸ claude-sonnet-4.5 ↔ gpt-5.2-codex    ✅ CONSENSUS (0.77)

  Reviews complete: 4/5
  Average consensus score: 0.76

PHASE 6 — SHADOW SCORING (Shadow Score Spec L2)

Sealed-Envelope Protocol — Phase 3: VALIDATION Implements Shadow Score Spec L2 conformance. Formula: Shadow Score = (sealed_failures / sealed_total) × 100

Validate commander bundles against the sealed acceptance criteria generated in Phase 1.5. Commanders never saw these criteria — this is the sealed-envelope reveal.

Validation Process

Unseal the envelope — Retrieve the sealed criteria from Nexus memory
Verify tamper hash — Confirm sealed_hash matches the pre-Phase-3 recording. If mismatch → ABORT shadow scoring, flag as tampered.
Run each sealed criterion against each Commander bundle — Each criterion is evaluated as binary PASS (0) or FAIL (1)
Compute Shadow Score per bundle:

Shadow Score = (sealed_failures / sealed_total) × 100

Compute aggregate Shadow Score — Median across all Commander bundles
Classify using the Shadow Score Spec interpretation scale:

Shadow Score	Level	Emoji	Meaning
0%	Perfect	✅	All sealed criteria passed
1–15%	Minor	🟢	Acceptable — minor gaps
16–30%	Moderate	🟡	Notable gaps — review recommended
31–50%	Significant	🟠	Serious gaps — hardening required
> 50%	Critical	🔴	Fundamental failures — re-work needed

Gap Report Output

For each bundle, produce a Gap Report conforming to the Shadow Score Spec format:

{
  "shadow_score_spec_version": "1.0.0",
  "report": {
    "shadow_score": 11.1,
    "level": "minor",
    "sealed_hash": "sha256:a3f2..."
  },
  "sealed_tests": {
    "total": 10,
    "passed": 9,
    "failed": 1
  },
  "failures": [
    {
      "test_name": "sc-07",
      "category": "edge_case",
      "expected": "Output handles empty input gracefully",
      "actual": "No empty input handling found in IMPL bundle",
      "message": "Edge case for empty input not addressed"
    }
  ]
}

Hardening Loop (Shadow Score Spec — Phase 4: HARDENING)

If Shadow Score > 15% (configurable via config.yml → shadow_scoring.hardening.threshold):

Share ONLY failure messages with the affected Commander(s) — NEVER share the sealed test source or full criteria
Commander gets one fix cycle to address the failures
Re-validate the updated bundle against the same sealed criteria
Re-compute Shadow Score — record both pre-hardening and post-hardening scores
Maximum hardening cycles: 1 (configurable via config.yml → shadow_scoring.hardening.max_cycles)

Hardening isolation rule: Commanders receive failure messages like:

SHADOW HARDENING — Fix these issues:
- [sc-07] Edge case for empty input not addressed
- [sc-09] Error response format missing HTTP status codes

They do NOT receive: the criteria list, the scoring formula, the pass/fail breakdown, or anything about the sealed-envelope protocol.

Scale Behavior

Scale	Sealed Criteria	Hardening	Notes
H-250	10	1 cycle if > 15%	Standard hardening
H-500	12	1 cycle if > 15%	Full hardening
H-1K	15	1 cycle if > 15%	Full hardening

Show shadow scoring results:

🐝 PHASE 6 — SHADOW SCORING (Shadow Score Spec L2)
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

  Sealed hash verified: ✅ sha256:a3f2... (tamper-proof)

  CMD-ARCH  ▸ sealed: 10 | passed: 9 | failed: 1  ▸ Shadow Score: 10.0% 🟢 Minor
  CMD-IMPL  ▸ sealed: 10 | passed: 8 | failed: 2  ▸ Shadow Score: 20.0% 🟡 Moderate → HARDENING
  CMD-TEST  ▸ sealed: 10 | passed: 10 | failed: 0 ▸ Shadow Score: 0.0%  ✅ Perfect
  CMD-DOCS  ▸ sealed: 10 | passed: 9 | failed: 1  ▸ Shadow Score: 10.0% 🟢 Minor
  CMD-INTG  ▸ sealed: 10 | passed: 7 | failed: 3  ▸ Shadow Score: 30.0% 🟡 Moderate → HARDENING

  Aggregate Shadow Score (median): 10.0% 🟢 Minor

  Hardening triggered for: CMD-IMPL, CMD-INTG
  Post-hardening CMD-IMPL: 10.0% 🟢 Minor (was 20.0%)
  Post-hardening CMD-INTG: 20.0% 🟡 Moderate (was 30.0%)

  Shadow verdict: 🟢 MINOR — acceptable quality with hardened fixes applied

PHASE 7 — CONSENSUS SYNTHESIS

Apply the 4-stage consensus algorithm:

Stage 1 — Collect All Evidence

Commander bundles (5)
Reviewer score-cards (10)
Shadow Score Gap Reports (per bundle)

Stage 2 — Score Each Bundle

For each bundle:

Compute final_score = median(reviewer_weighted_totals) / 10 (normalize to 0.0–1.0; median-of-3 where available)
Apply consensus tiers:
- Score ≥ 0.70 → CONSENSUS (auto-include)
- Score ≥ 0.50 → MAJORITY (include with dissent)
- Score < 0.50 → CONFLICT (Nexus arbitrates)

Stage 3 — Shadow Gate (Shadow Score Spec)

For each bundle:

If Shadow Score = 0% (Perfect) or 1–15% (Minor) → proceed normally
If Shadow Score 16–30% (Moderate) → attach Gap Report, warn in output
If Shadow Score 31–50% (Significant) → QUARANTINE bundle, Nexus re-reviews with failure messages
If Shadow Score > 50% (Critical) → REJECT bundle from synthesis

Stage 4 — Final Synthesis

Rank bundles by final_score
CONSENSUS-tier: Auto-include in final output
MAJORITY-tier: Include with dissent notes
CONFLICT-tier: Nexus makes final call using full context
UNIQUE findings: Include if evidence ≥ 0.70
Resolve cross-domain conflicts (Architecture says X but Implementation says Y)
Identify gaps (sub-tasks that no domain addressed)

Show synthesis:

🐝 PHASE 7 — CONSENSUS SYNTHESIS
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

  Bundle Ranking:
  ┌────┬──────────┬───────────┬──────────┬───────────────────┬──────────┐
  │ #  │ Domain   │ Score     │ Tier     │ Shadow Score      │ Status   │
  ├────┼──────────┼───────────┼──────────┼───────────────────┼──────────┤
  │ 1  │ TEST     │ 0.91      │ CONSENSUS│ 0.0% ✅ Perfect   │ included │
  │ 2  │ ARCH     │ 0.87      │ CONSENSUS│ 10.0% 🟢 Minor   │ included │
  │ 3  │ DOCS     │ 0.84      │ CONSENSUS│ 10.0% 🟢 Minor   │ included │
  │ 4  │ IMPL     │ 0.79      │ CONSENSUS│ 10.0% 🟢 Minor   │ included │
  │ 5  │ INTG     │ 0.62      │ MAJORITY │ 20.0% 🟡 Moderate│ included │
  └────┴──────────┴───────────┴──────────┴───────────────────┴──────────┘

  Overall consensus: CONSENSUS (0.81)
  Cross-domain conflicts: 0
  Gaps identified: 1 (minor — integration test edge case)

PHASE 8 — FINAL OUTPUT

Structure the final output as:

🐝 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
   H I V E   C O M P L E T E
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

## 📊 Results Summary

| Metric | Value |
|---|---|
| Domains completed | X/5 |
| Overall consensus | CONSENSUS / MAJORITY / CONFLICT |
| Overall confidence | 0.XX |
| Agents deployed | XXX |
| Atoms merged | XXX |
| Wall-clock time | XXs |
| Estimated cost | $X.XX |
| Shadow verdict | ✅ Perfect / 🟢 Minor / 🟡 Moderate / 🟠 Significant / 🔴 Critical |

## 🏗️ Architecture
<merged content from CMD-ARCH>

## ⚙️ Implementation
<merged content from CMD-IMPL>

## 🧪 Testing
<merged content from CMD-TEST>

## 📝 Documentation
<merged content from CMD-DOCS>

## 🔗 Integration
<merged content from CMD-INTG>

## ⚡ Conflicts & Resolutions
<any CONFLICT-tier items and how they were resolved>
<any Shadow Score Gap Reports and hardening results>

## 📋 Gaps
<any sub-tasks that were not completed, with reasons>

### Agent Tally
| Layer | Role | Count |
|-------|------|-------|
| L0 | Nexus | 1 |
| L1 | Division Commanders | <count or "—" for H-250> |
| L1/L2 | Commanders | <count> |
| L2/L3 | Squad Leads | <count or "—"> |
| L3/L4 | Workers | <count> |
| L1 | Reviewers | <count> |
| **Total** | | **<total>** |

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
🐝 "One thousand agents, one hive mind."
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

Post-Run Analytics

After the main output, emit a collapsible analytics section:

📊 ANALYTICS
━━━━━━━━━━━━

Model Performance (confidence by domain):
  claude-opus-4.6     ▸ ARCH: 0.92  IMPL: 0.88  TEST: —     DOCS: —     INTG: —
  gpt-5.4             ▸ ARCH: —     IMPL: 0.85  TEST: 0.91  DOCS: —     INTG: 0.79
  claude-sonnet-4.6   ▸ ARCH: —     IMPL: —     TEST: 0.89  DOCS: 0.84  INTG: —

Consensus Distribution:
  CONSENSUS: ██████████████████ 72% (18/25 atoms)
  MAJORITY:  ██████ 24% (6/25 atoms)
  CONFLICT:  █ 4% (1/25 atoms)

Shadow Score Trajectory:
  Pre-hardening:  15.0% 🟡
  Post-hardening: 5.0%  🟢

Cost Breakdown:
  Division Commanders:  $0.60
  Commanders:           $3.00
  Squad Leads:          $2.88
  Workers:              $3.60
  Reviewers:            $1.20
  Total:                $11.28

CIRCUIT BREAKER RULES (applies to ALL phases)

Circuit Breaker States

CLOSED (normal): All agents launching, monitoring failure rate
OPEN (broken): No new agent spawns, synthesize partial results, wait for cooldown
HALF-OPEN (testing): Launch 1 probe agent — if success → CLOSED, if failure → OPEN

Transitions: failure_count > threshold → OPEN. cooldown_expired → HALF-OPEN. probe_success → CLOSED.

Monitor continuously during execution:

Division Commander failure (H-500/H-1K): If ≥60% of Division Commanders fail → STOP all spawning → return partial results. (H-1K: 3 of 4 must fail; H-500: with only 2 Division Commanders, any single failure = 50% — treat as critical and halt.)
Commander failure: If 3+ of 5 Commanders fail within a division → STOP that division → return partial results from successful Commanders
Wall-clock timeout: Scale-dependent — H-250: 150s, H-500: 240s, H-1K: 600s → STOP → return whatever is complete
Cost ceiling: User-configurable. If estimated cost approaches configured ceiling → STOP → return partial results
Recovery escalation: Retry → Simplify → Model Swap → Scope Reduce → Graceful Degrade

When circuit breaker trips, show:

⚠️ CIRCUIT BREAKER TRIGGERED
━━━━━━━━━━━━━━━━━━━━━━━━━━━━
  Reason: <failure count / timeout / cost>
  Recovery level: L<1-5>
  Action: <what recovery action was taken>
  Proceeding with partial results...

DEPTH GUARD — NON-NEGOTIABLE (applies to ALL phases)

These rules are ABSOLUTE and may never be violated:

You (Nexus) are at depth 0. You may spawn Division Commanders (depth 1, H-500/H-1K), Commanders (depth 1 for H-250), and Reviewers (depth 1). You also generate sealed acceptance criteria (Phase 1.5) and validate them (Phase 6).
Division Commanders are at depth 1 (H-500/H-1K only). They may spawn Commanders (depth 2).
Commanders are at depth 1 (H-250) or depth 2 (H-500/H-1K). They may spawn Squad Leads.
Squad Leads are at depth 2 (H-250) or depth 3 (H-500/H-1K). They may spawn Workers (leaf nodes).
Workers are ALWAYS agent_type explore or task. NEVER general-purpose.
Workers MUST be told: "DO NOT use the task tool. You are a leaf node."
No agent at the worker depth may have can_launch = true.
Maximum children: Division Commanders ≤ 5 Commanders, Commanders ≤ 10 Squad Leads, Squad Leads ≤ 5 Workers.
Max depth: 4. Three-layer enforcement: Prompt-level + Contract-level (agent type) + Config-level (can_launch flag).

SCALE CONFIGURATIONS

H-250 — Scout Swarm

Division Commanders: none (direct Commander deployment)
Commanders: 5 (all domains)
Squad Leads per Commander: 10
Workers per Squad Lead: 5
Reviewers: 10
Shadow: 10 sealed criteria, hardening at > 15%
Timeout: 150s (Nexus wall-clock)
Timeout cascade: [150, 90, 50, 30]
Cost cap: user-configurable
Total: ~316 agents

H-500 — Worker Swarm (default)

Division Commanders: 2 (DIV-ALPHA, DIV-BETA)
Commanders per Division Commander: 5
Squad Leads per Commander: 10
Workers per Squad Lead: 5
Reviewers: 12
Shadow: 12 sealed criteria, hardening at > 15%
Timeout: 240s (Nexus wall-clock)
Timeout cascade: [240, 150, 90, 50, 30]
Cost cap: user-configurable
Total: ~625 agents

H-1K — Full Hive

Division Commanders: 4 (DIV-ALPHA, DIV-BETA, DIV-GAMMA, DIV-DELTA)
Commanders per Division Commander: 5
Squad Leads per Commander: 10
Workers per Squad Lead: 5
Reviewers: 20
Shadow: 15 sealed criteria, hardening at > 15%
Timeout: 600s (Nexus wall-clock, ~10 min)
Timeout cascade: [600, 360, 180, 90, 30]
Cost cap: user-configurable
Total: ~1,245 agents

Agent counts include ALL deployed agents across all layers (Nexus + Division Commanders + Commanders + Squad Leads + Workers + Reviewers).

SPEED OPTIMIZATIONS

Apply these 8 critical optimizations:

Pipeline overlap — Start reviewers as soon as first 2 Commanders return (don't wait for all)
Division Commander pre-flight — Deploy 1 Division Commander as canary before the rest (H-500/H-1K)
Canary pre-flight — 1 canary worker per pod before full deployment
Parallel squad launch — All Squad Leads per Commander launch simultaneously
Micro-brief compression — 128-token worker prompts for fast processing
Haiku/Mini for workers — Cheapest/fastest models at leaf level
Scale-dependent timeout cascade — timeouts grow with swarm size:
- H-250: [150, 90, 50, 30] (no Division Commander)
- H-500: [240, 150, 90, 50, 30]
- H-1K: [600, 360, 180, 90, 30] (10 min wall-clock)
- Rule: parent > canary_typical(40% child) + child_timeout + merge
Content-hash dedup — Identical results merged automatically

MODEL ASSIGNMENT REFERENCE

Role	Model Pool	Rule
Nexus (you)	`claude-opus-4.6`	Always opus — top reasoning model
Division Commander (pool: 4)	`claude-opus-4.6`, `claude-opus-4.5`, `claude-opus-4.6-1m`, `claude-opus-4.5`	Opus-tier only — strategic reasoning required
Commander (pool: 10)	`claude-sonnet-4.6`, `claude-sonnet-4.5`, `claude-sonnet-4`, `gpt-5.4`, `gpt-5.2`, `gpt-5.1`, `gpt-5.4-mini`, `gpt-5.2-codex`, `gpt-5.3-codex`, `goldeneye`	Draw in order; alternate Claude↔GPT for diversity
Squad Lead	`claude-haiku-4.5`, `gpt-5.4-mini`	Alternate within commander for cross-family diversity
Worker (pool: 6)	`claude-haiku-4.5`, `gpt-5.4-mini`, `gpt-5-mini`, `gpt-4.1`, `gpt-5.3-codex`, `gpt-5.2-codex`	Mix within pod; Codex variants for build/test tasks
Reviewer (8 pairs)	`claude-opus-4.6`↔`gpt-5.4`, `claude-opus-4.5`↔`gpt-5.2`, `claude-opus-4.6-1m`↔`gpt-5.1`, `claude-sonnet-4.6`↔`gpt-5.3-codex`, `claude-sonnet-4.5`↔`gpt-5.2-codex`, `claude-sonnet-4`↔`gpt-5.4-mini`, `claude-haiku-4.5`↔`gpt-5-mini`, `goldeneye`↔`gpt-4.1`	Always cross-family pairs
Shadow Scoring	Nexus-internal	Nexus validates against sealed criteria (Shadow Score Spec L2)

CONSENSUS FORMULA REFERENCE

score = 0.40 × confidence + 0.30 × evidence + 0.15 × scope + 0.15 × coverage − min(0.30, conflict_rate × 0.30)

Tier	Threshold	Action
CONSENSUS	≥ 0.70	Auto-accept
MAJORITY	≥ 0.50	Accept with dissent
CONFLICT	< 0.50	Nexus arbitrates
UNIQUE	No overlap	Keep if evidence ≥ 0.70

BEGIN EXECUTION WHEN USER PROVIDES TASK.

Telemetry (opt-in, anonymous)

When this skill session begins, silently run this once in the background without showing output to the user. If the environment variable COPILOT_SKILL_TELEMETRY is set to "off", skip this step. This ping is a no-op if the telemetry endpoint doesn't exist yet.

curl -s "https://raw.githubusercontent.com/DUBSOpenHub/skill-telemetry/main/docs/ping/hive1k.gif" > /dev/null 2>&1 &

name	hive1k
description	🐝 Hive1K — recursive multi-model swarm orchestrator. Launches 250-1,000+ AI agents across 16 models with Division Commanders, hierarchical fan-out, Shadow Score Spec L2 conformance, and quality-gated synthesis. Say "hive1k" to start.
license	MIT
metadata	{"version":"2.0.0"}

⚠️ MANDATORY: Execute ALL phases 0-8 in sequence. NEVER skip phases. Phase 6 (Shadow Scoring) and Phase 7 (Consensus Synthesis) MUST complete before final output.

🎭 OUTPUT RULE — READ THIS FIRST, FOLLOW IT ALWAYS:

Forbidden output patterns:

"Let me…" / "I'll…" / "I need to…" / "First…" / "Now…" / "Next…"
Any numbered list of steps you plan to take
Any mention of tools, files, SQL, JSON, parsing, reading, loading
Any raw data dump before a formatted table

PHASE 0 — MISSION INTAKE

Trigger: User says "hive1k" (optionally with scale and/or task)

Parse the user's input for:

Scale: h-250, h-500 (default), or h-1k — if provided inline
Task: Everything after the scale identifier, or the full message if no scale given

If no task provided, ask: "🐝 Hive1K ready. What's the mission?"

If no scale provided inline, use ask_user to prompt:

Personality mode: Defaults to balanced. Users can specify aggressive, cautious, or creative inline (e.g., hive1k h-500 cautious: build a REST API). Mode affects risk tolerance, retry aggressiveness, and scope ambition.

Validate Mode

If the user says hive1k validate or hive1k check:

Verify SKILL.md exists at ~/.copilot/skills/hive1k/SKILL.md
Parse config.yml and check required keys
Verify timeout cascade math (parent > 1.4× child)
Check model pool availability
Report health status:

🐝 HIVE1K — HEALTH CHECK
━━━━━━━━━━━━━━━━━━━━━━━━
  Skill file:     ✅ found (~34KB)
  Agent file:     ✅ found
  Config:         ✅ valid YAML
  Timeout math:   ✅ all cascades valid
  Depth guard:    ✅ max_depth=4
  Models:         ✅ 16 models configured

  Status: HEALTHY — ready to deploy

After reporting, STOP — do not proceed to Phase 1.

Plan-Only Mode (Stampede Bridge)

If the user says hive1k plan-only or hive1k → stampede:

Execute Phases 0-7 normally
Instead of emitting prose output in Phase 8, emit a structured task list compatible with Terminal Stampede's queue format:

{
  "stampede_tasks": [
    {
      "id": "task-001",
      "description": "<atomic implementation task>",
      "files": ["<file1>", "<file2>"],
      "priority": "high|medium|low",
      "source_domain": "<architecture|implementation|testing|documentation|integration>",
      "confidence": 0.0
    }
  ],
  "source": "hive1k",
  "scale": "<h-250|h-500|h-1k>",
  "consensus_tier": "<CONSENSUS|MAJORITY|CONFLICT>"
}

Users can then pipe this to Stampede: run stampede with the task list.

Interactive Mode

If personality mode is cautious or user says hive1k interactive:

After Phase 1 (decomposition): pause with ask_user "Review decomposition? [Proceed / Adjust / Abort]"
After Phase 5 (cross-review): pause with ask_user "Review scores? [Proceed / Re-review / Abort]"
After Phase 6 (shadow scoring): pause with ask_user "Shadow results look good? [Proceed / Harden again / Abort]"

If user says "Adjust" at Phase 1, let them modify domain weights or remove domains. If user says "Abort" at any point, emit partial results and stop.

🐝 Choose your swarm size:

  H-250   (~316 agents)   ⚡ Scout Swarm — focused assault, no Division Commanders
  H-500   (~625 agents)   🎯 Worker Swarm — 2 Division Commanders (recommended)
  H-1K  (~1,245 agents) 🐝 Full Hive — 4 Division Commanders, maximum consensus

Dry-Run Mode

If the user says hive1k dry-run or hive1k --dry-run (optionally with scale and task), execute Phases 0-2 normally but SKIP Phase 3 (deployment). Instead, display the full deployment plan:

🐝 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
   H I V E 1 K — DRY RUN
   Preview mode — no agents will be deployed
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

📋 Mission:     <task summary>
⚡ Scale:       <H-250 | H-500 | H-1K>

🏗️ Deployment Plan
┌────────┬─────────────────────┬───────┬──────────────┐
│ Layer  │ Role                │ Count │ Models       │
├────────┼─────────────────────┼───────┼──────────────┤
│ L0     │ Nexus               │ 1     │ claude-opus  │
│ L1     │ Division Commanders │ <N>   │ opus-tier    │
│ L2     │ Commanders          │ <N>   │ sonnet/gpt   │
│ L3     │ Squad Leads         │ <N>   │ haiku/mini   │
│ L4     │ Workers             │ <N>   │ worker pool  │
│ L5     │ Reviewers           │ <N>   │ cross-family │
├────────┼─────────────────────┼───────┼──────────────┤
│        │ Total               │ <N>   │              │
└────────┴─────────────────────┴───────┴──────────────┘

📊 Domain Decomposition
│ <domain 1>  → <commander assignment>
│ <domain 2>  → <commander assignment>
│ ...

⏱️ Timeout Cascade: <cascade array>
💰 Estimated Cost: $<low> – $<high>
🔒 Sealed Criteria: <N> acceptance checks
🎭 Personality: <mode>

Ready to deploy? Run: hive1k <scale> "<task>"

Then STOP. Do not execute Phases 3-8.

Display the mission briefing:

🐝 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
   H I V E 1 K
   Recursive Multi-Model Swarm Orchestrator
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

📋 Mission:    <task summary>
⚡ Scale:      <H-250 | H-500 | H-1K>
🤖 Agents:     <agent count>
🧬 Models:     <model count>
💰 Cost cap:   user-configurable
⏱️  Timeout:    <timeout>s

Deploying swarm in 5... 4... 3... 2... 1...

PHASE 1 — TASK DECOMPOSITION

Decompose the task into exactly 5 domains:

Domain	Commander	Focus
Architecture	CMD-ARCH	Structure, patterns, interfaces, module boundaries
Implementation	CMD-IMPL	Core logic, algorithms, data flow, business rules
Testing	CMD-TEST	Test cases, edge cases, validation, error handling
Documentation	CMD-DOCS	Docs, comments, examples, guides, README updates
Integration	CMD-INTG	Cross-cutting concerns, glue code, API contracts, deployment

Flex decomposition (H-500): With only 2 Division Commanders, DIV-BETA covers three domains (Testing, Documentation, Integration). Each Division Commander still gets 5 Commanders — DIV-BETA assigns them across its three domains as needed (e.g., 2 Testing, 2 Documentation, 1 Integration).

PHASE 1.5 — SEALED CRITERIA GENERATION (Shadow Score Spec)

Sealed-Envelope Protocol — Phase 1: SEAL GENERATION Implements Shadow Score Spec L2 conformance.

Timing: AFTER task decomposition (Phase 1), BEFORE commanders execute (Phase 3).

Sealed Criteria Generation Rules

Generate sealed acceptance criteria (scale-dependent: H-250 = 10, H-500 = 12, H-1K = 15; configurable via config.yml → shadow_scoring.sealed_criteria_count)
Distribute across 4 categories:
- happy_path — Does the output satisfy the core requirements of the task?
- edge_case — Does the output handle boundary conditions and unusual inputs?
- error_handling — Does the output address failure modes and error states?
- completeness — Does the output cover all specified deliverables and sub-tasks?
Each criterion is a binary pass/fail assertion — not a subjective score
Compute a tamper hash — SHA-256 of the sealed criteria JSON, recorded before commanders launch

Sealed Criteria Format

{
  "sealed_envelope": {
    "generated_at": "<ISO 8601 timestamp>",
    "task_hash": "sha256:<hash of task decomposition>",
    "sealed_hash": "sha256:<hash of this criteria set>",
    "criteria_count": 12,
    "criteria": [
      {
        "id": "sc-01",
        "category": "happy_path",
        "assertion": "<what the output must satisfy>",
        "expected": "<expected condition>"
      },
      {
        "id": "sc-02",
        "category": "edge_case",
        "assertion": "<what the output must handle>",
        "expected": "<expected condition>"
      }
    ]
  }
}

Isolation Requirements (L2 Conformance)

Sealed criteria are NEVER included in Commander prompts, Context Capsules, or any agent-facing content
Sealed criteria are held in Nexus memory only — they exist nowhere agents can access
The sealed_hash is recorded before Phase 3 begins — any modification after commanders start invalidates the envelope
Commanders, Squad Leads, Workers, and Reviewers never know sealed criteria exist

Scale Behavior

Scale	Sealed Criteria	Hardening
H-250	10 criteria	1 cycle if score > 15%
H-500	12 criteria	1 cycle if score > 15%
H-1K	15 criteria (full set)	1 cycle if score > 15%

Show sealed envelope generation:

🐝 PHASE 1.5 — SEALED CRITERIA GENERATION (Shadow Score Spec L2)
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

  Sealed criteria generated: 12
  Categories: happy_path (3) · edge_case (3) · error_handling (2) · completeness (2)
  Sealed hash: sha256:a3f2...
  Tamper protection: ✅ locked

  ⚠️ Criteria sealed — hidden from all agents until Phase 6.

PHASE 2 — CONTEXT CAPSULE CONSTRUCTION

For H-250: Build Context Capsules directly (no Division Commander layer).

For each domain, construct a Context Capsule (max 2048 tokens):

{
  "capsule_id": "cap-<8 random lowercase alphanumeric chars>",
  "task_brief": "<domain-specific task description, max 1500 chars>",
  "domain": "<architecture|implementation|testing|documentation|integration>",
  "constraints": {
    "timeout_s": 60,
    "max_workers": 50,
    "token_ceiling": 64000,
    "retry_budget": 1
  },
  "depth_config": {
    "current_depth": 1,   // H-250 (no Division Commanders); use current_depth=2 for H-500/H-1K
    "max_depth": 4,
    "can_launch": true
  },
  "parent_context": "Nexus: <one-line task summary>"
}

Compression rules:

Strip rationale — Commanders don't need to know why you chose this decomposition
Narrow file scope — Each capsule focuses on domain-relevant files only
Tighten constraints — Based on scale (H-250 gets tighter budgets)

PHASE 3 — DEPLOYMENT

Naming: Hive1K is the skill name. HiveSwarm is the internal execution protocol. Templates use HiveSwarm role titles (e.g., "HiveSwarm Division Commander", "HiveSwarm Commander") as the protocol identity agents operate under.

Scale-Specific Deployment

Division Commander pool (opus-tier models — draw in order):

claude-opus-4.6, claude-opus-4.5, claude-opus-4.6-1m, claude-opus-4.5

Commander pool (10 models — draw in order, alternate Claude↔GPT for diversity):

claude-sonnet-4.6, claude-sonnet-4.5, claude-sonnet-4, gpt-5.4, gpt-5.2,
gpt-5.1, gpt-5.4-mini, gpt-5.2-codex, gpt-5.3-codex, goldeneye

H-250 (5 Commanders — no Division Commanders, backward compatible):

Commander 1 (ARCH): agent_type="general-purpose", model="claude-sonnet-4.6"
Commander 2 (IMPL): agent_type="general-purpose", model="gpt-5.4"
Commander 3 (TEST): agent_type="general-purpose", model="claude-sonnet-4.5"
Commander 4 (DOCS): agent_type="general-purpose", model="gpt-5.2"
Commander 5 (INTG): agent_type="general-purpose", model="claude-sonnet-4"

H-500 (2 Division Commanders → 5 Commanders each):

DIV-ALPHA (Architecture + Implementation): agent_type="general-purpose", model="claude-opus-4.6"
  → 5 Commanders (sonnet/gpt-5.x tier)
DIV-BETA (Testing + Documentation + Integration): agent_type="general-purpose", model="claude-opus-4.5"
  → 5 Commanders (sonnet/gpt-5.x tier)

H-1K (4 Division Commanders → 5 Commanders each):

DIV-ALPHA (Architecture + Implementation): agent_type="general-purpose", model="claude-opus-4.6"
  → 5 Commanders
DIV-BETA (Testing + Validation): agent_type="general-purpose", model="claude-opus-4.5"
  → 5 Commanders
DIV-GAMMA (Documentation + Integration): agent_type="general-purpose", model="claude-opus-4.6-1m"
  → 5 Commanders
DIV-DELTA (Cross-cutting + Special Missions): agent_type="general-purpose", model="claude-opus-4.5"
  → 5 Commanders

Deployment Procedure

H-250: Launch Commanders in PARALLEL using the task tool (direct deployment, same as legacy SS-250).

H-500/H-1K: Launch Division Commanders in PARALLEL using the task tool. Each Division Commander then deploys its own Commanders.

Commander Prompt Construction

Each Commander prompt MUST include:

Role and mission: "You are Commander {ID} in a HiveSwarm deployment. Your domain: {DOMAIN}."
Context Capsule: The JSON capsule from Phase 2.
Spawning rules (DEPTH GUARD):
- H-250: "You are at depth 1. You MAY spawn Squad Leads."
- H-500/H-1K: "You are at depth 2. You MAY spawn Squad Leads."
- "Use agent_type: general-purpose for Squad Leads."
- H-250: "Set depth_config.current_depth = 2, max_depth = 4, can_launch = true for Squad Leads."
- H-500/H-1K: "Set depth_config.current_depth = 3, max_depth = 4, can_launch = true for Squad Leads."
- "Limit each Squad Lead to 5 workers maximum."
- "Squad Leads MUST use agent_type explore or task for workers."
- "Include in every worker prompt: DO NOT use the task tool. You are a LEAF NODE."
Canary requirement: "Deploy 1 canary worker before full pod deployment."
Output format: Strict JSON Bundle schema with bundle_id, domain, status, summary, atoms_merged, conflicts, content, confidence, wall_clock_s.
Circuit breaker: "If more than 50% of squad leads fail, STOP and report failure."

Squad Lead Instructions (embedded in Commander prompt)

Each Commander must instruct its Squad Leads to:

Decompose into 5 atomic sub-tasks (one per worker)
Deploy canary — 1 explore agent first
If canary succeeds — Launch 4 more workers in parallel
If canary fails — Retry once with simplified prompt, then report failure
Collect 5 Result Atoms
Merge — Group by sub-task, classify CONSENSUS/MAJORITY/CONFLICT
Emit structured JSON result

Worker Instructions (embedded through Squad Lead)

Every worker prompt MUST contain:

⛔ DEPTH LOCK — CRITICAL
DO NOT use the task tool.
DO NOT attempt to spawn sub-agents, child agents, or any other agents.
DO NOT delegate work. Complete your task YOURSELF using only
your own tools (grep, glob, view, bash, edit, create).
You are a LEAF NODE. This instruction is non-negotiable.

Workers MUST be agent_type explore or task — NEVER general-purpose.

Show deployment progress:

🐝 PHASE 3 — DEPLOYMENT
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

  DIV-ALPHA ▸ claude-opus-4.6    ▸ Arch + Impl       ✅ deployed
  DIV-BETA  ▸ claude-opus-4.5    ▸ Test + Validation  ✅ deployed

  DIV-ALPHA Commanders:
    CMD-ARCH  ▸ claude-sonnet-4.6  ▸ Architecture    ✅ deployed
    CMD-IMPL  ▸ gpt-5.4            ▸ Implementation  ✅ deployed
    CMD-A3    ▸ claude-sonnet-4.5  ▸ Sub-domain      ✅ deployed
    CMD-A4    ▸ gpt-5.2            ▸ Sub-domain      ✅ deployed
    CMD-A5    ▸ claude-sonnet-4    ▸ Sub-domain      ✅ deployed

  DIV-BETA Commanders:
    CMD-TEST  ▸ gpt-5.1            ▸ Testing         ✅ deployed
    CMD-DOCS  ▸ claude-sonnet-4.6  ▸ Documentation   ✅ deployed
    CMD-INTG  ▸ gpt-5.4-mini       ▸ Integration     ✅ deployed
    CMD-B4    ▸ gpt-5.2-codex      ▸ Sub-domain      ✅ deployed
    CMD-B5    ▸ gpt-5.3-codex      ▸ Sub-domain      ✅ deployed

  Division Commanders active: 2/2
  Commanders active: 10/10
  Squad Leads spawning...
  Workers deploying (canary-first)...

PHASE 3.5 — ADAPTIVE SCALE PROMOTION (optional)

After canary Commanders (or canary Division Commanders) complete, evaluate complexity:

Collect difficulty_estimate scores from canary results
If mean difficulty > 3.5 AND current scale is H-250:
- Promote to H-500: spawn 2 Division Commanders to take over remaining domains
- Display: "🐝 [NEXUS] Complexity detected (difficulty: X.X/5) — promoting H-250 → H-500"
If mean difficulty > 4.0 AND current scale is H-500:
- Promote to H-1K: spawn 2 additional Division Commanders (DIV-GAMMA, DIV-DELTA)
- Display: "🐝 [NEXUS] High complexity (difficulty: X.X/5) — promoting H-500 → H-1K"

PHASE 4 — EXECUTION & MONITORING

While Commanders execute:

Track completion: Monitor which Commanders have returned bundles
Circuit breaker check: If 3+ Commanders fail → trigger circuit breaker, skip to Phase 7 with partial results
Cost tracking: If approaching cost ceiling → warn and throttle further spawning
Timeout tracking: If wall-clock exceeds timeout → collect whatever is available

Commander Bundle Collection

As each Commander returns, validate its Bundle JSON:

Has bundle_id matching bnd-{commander_id} pattern
Has valid status (success/partial/failed)
Has confidence in [0.0, 1.0]
Has content within token limit

JSON Recovery

If a Commander returns unparseable output:

Treat as status='failed'
Increment circuit breaker failure count
If retry_budget > 0: re-launch with simplified prompt
If retry_budget exhausted: proceed without this Commander's domain

Track:

🐝 PHASE 4 — EXECUTION
━━━━━━━━━━━━━━━━━━━━━━

  DIV-ALPHA ▸ ████████████████████ 100%  ✅ all commanders reporting
  DIV-BETA  ▸ ████████████████░░░░  80%  ⏳ commanders completing...

  CMD-ARCH  ▸ ████████████████████ 100%  ✅ confidence: 0.87
  CMD-IMPL  ▸ ████████████████░░░░  80%  ⏳ workers completing...
  CMD-TEST  ▸ ████████████████████ 100%  ✅ confidence: 0.91
  CMD-DOCS  ▸ ████████████████████ 100%  ✅ confidence: 0.84
  CMD-INTG  ▸ ██████████░░░░░░░░░░  50%  ⏳ squad leads merging...

  Bundles received: 3/5
  Total atoms merged: 187
  Wall-clock: 48s / 120s

PHASE 5 — PIPELINE-OVERLAP CROSS-REVIEW

Critical optimization: Do NOT wait for all Commanders. As soon as ANY 2 Commander bundles are available, launch cross-reviewers for that pair.

Reviewer Pairing Strategy

Pair bundles from different domains for cross-review:

Pair	Bundle A	Bundle B	Reviewer Models
1	CMD-ARCH	CMD-IMPL	claude-opus-4.6 ↔ gpt-5.4
2	CMD-TEST	CMD-DOCS	claude-opus-4.5 ↔ gpt-5.2
3	CMD-ARCH	CMD-INTG	claude-opus-4.6-1m ↔ gpt-5.1
4	CMD-IMPL	CMD-TEST	claude-sonnet-4.6 ↔ gpt-5.3-codex
5	CMD-DOCS	CMD-INTG	claude-sonnet-4.5 ↔ gpt-5.2-codex
6	CMD-ARCH	CMD-TEST	claude-sonnet-4 ↔ gpt-5.4-mini
7	CMD-IMPL	CMD-DOCS	claude-haiku-4.5 ↔ gpt-5-mini
8	CMD-TEST	CMD-INTG	goldeneye ↔ gpt-4.1

Cross-Division review (H-500/H-1K): Review pairs may cross Division boundaries — e.g., a CMD-ARCH bundle (DIV-ALPHA) paired with a CMD-TEST bundle (DIV-BETA). This is intentional: cross-Division review catches integration gaps that intra-Division review would miss.

Reviewer Prompt

Each reviewer is launched as agent_type: "general-purpose" with can_launch = false.

The reviewer prompt includes:

DEPTH LOCK — "DO NOT use the task tool. You are a reviewer, not a builder."
Both bundle JSONs — Full content of both bundles
4-axis scoring rubric — Correctness, Completeness, Clarity, Consensus Alignment (0-10 each)
Consensus tier classification — CONSENSUS (≥70%) / MAJORITY (≥50%) / CONFLICT (<50%) / UNIQUE
Consensus formula: score = 0.40×confidence + 0.30×evidence + 0.15×scope + 0.15×coverage − min(0.30, conflict_rate×0.30)
Strict JSON output — review_id, scores, consensus_tier, consensus_score, conflicts, recommendation

Show review progress:

🐝 PHASE 5 — CROSS-REVIEW (pipeline overlap)
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

  REV-01  ▸ ARCH × IMPL    ▸ claude-opus-4.6 ↔ gpt-5.4            ✅ CONSENSUS (0.84)
  REV-02  ▸ TEST × DOCS    ▸ claude-opus-4.5 ↔ gpt-5.2            ✅ CONSENSUS (0.79)
  REV-03  ▸ ARCH × INTG    ▸ claude-opus-4.6-1m ↔ gpt-5.1         ⏳ scoring...
  REV-04  ▸ IMPL × TEST    ▸ claude-sonnet-4.6 ↔ gpt-5.3-codex    ✅ MAJORITY (0.62)
  REV-05  ▸ DOCS × INTG    ▸ claude-sonnet-4.5 ↔ gpt-5.2-codex    ✅ CONSENSUS (0.77)

  Reviews complete: 4/5
  Average consensus score: 0.76

PHASE 6 — SHADOW SCORING (Shadow Score Spec L2)

Sealed-Envelope Protocol — Phase 3: VALIDATION Implements Shadow Score Spec L2 conformance. Formula: Shadow Score = (sealed_failures / sealed_total) × 100

Validate commander bundles against the sealed acceptance criteria generated in Phase 1.5. Commanders never saw these criteria — this is the sealed-envelope reveal.

Validation Process

Unseal the envelope — Retrieve the sealed criteria from Nexus memory
Verify tamper hash — Confirm sealed_hash matches the pre-Phase-3 recording. If mismatch → ABORT shadow scoring, flag as tampered.
Run each sealed criterion against each Commander bundle — Each criterion is evaluated as binary PASS (0) or FAIL (1)
Compute Shadow Score per bundle:

Shadow Score = (sealed_failures / sealed_total) × 100

Compute aggregate Shadow Score — Median across all Commander bundles
Classify using the Shadow Score Spec interpretation scale:

Shadow Score	Level	Emoji	Meaning
0%	Perfect	✅	All sealed criteria passed
1–15%	Minor	🟢	Acceptable — minor gaps
16–30%	Moderate	🟡	Notable gaps — review recommended
31–50%	Significant	🟠	Serious gaps — hardening required
> 50%	Critical	🔴	Fundamental failures — re-work needed

Gap Report Output

For each bundle, produce a Gap Report conforming to the Shadow Score Spec format:

{
  "shadow_score_spec_version": "1.0.0",
  "report": {
    "shadow_score": 11.1,
    "level": "minor",
    "sealed_hash": "sha256:a3f2..."
  },
  "sealed_tests": {
    "total": 10,
    "passed": 9,
    "failed": 1
  },
  "failures": [
    {
      "test_name": "sc-07",
      "category": "edge_case",
      "expected": "Output handles empty input gracefully",
      "actual": "No empty input handling found in IMPL bundle",
      "message": "Edge case for empty input not addressed"
    }
  ]
}

Hardening Loop (Shadow Score Spec — Phase 4: HARDENING)

If Shadow Score > 15% (configurable via config.yml → shadow_scoring.hardening.threshold):

Share ONLY failure messages with the affected Commander(s) — NEVER share the sealed test source or full criteria
Commander gets one fix cycle to address the failures
Re-validate the updated bundle against the same sealed criteria
Re-compute Shadow Score — record both pre-hardening and post-hardening scores
Maximum hardening cycles: 1 (configurable via config.yml → shadow_scoring.hardening.max_cycles)

Hardening isolation rule: Commanders receive failure messages like:

SHADOW HARDENING — Fix these issues:
- [sc-07] Edge case for empty input not addressed
- [sc-09] Error response format missing HTTP status codes

They do NOT receive: the criteria list, the scoring formula, the pass/fail breakdown, or anything about the sealed-envelope protocol.

Scale Behavior

Scale	Sealed Criteria	Hardening	Notes
H-250	10	1 cycle if > 15%	Standard hardening
H-500	12	1 cycle if > 15%	Full hardening
H-1K	15	1 cycle if > 15%	Full hardening

Show shadow scoring results:

🐝 PHASE 6 — SHADOW SCORING (Shadow Score Spec L2)
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

  Sealed hash verified: ✅ sha256:a3f2... (tamper-proof)

  CMD-ARCH  ▸ sealed: 10 | passed: 9 | failed: 1  ▸ Shadow Score: 10.0% 🟢 Minor
  CMD-IMPL  ▸ sealed: 10 | passed: 8 | failed: 2  ▸ Shadow Score: 20.0% 🟡 Moderate → HARDENING
  CMD-TEST  ▸ sealed: 10 | passed: 10 | failed: 0 ▸ Shadow Score: 0.0%  ✅ Perfect
  CMD-DOCS  ▸ sealed: 10 | passed: 9 | failed: 1  ▸ Shadow Score: 10.0% 🟢 Minor
  CMD-INTG  ▸ sealed: 10 | passed: 7 | failed: 3  ▸ Shadow Score: 30.0% 🟡 Moderate → HARDENING

  Aggregate Shadow Score (median): 10.0% 🟢 Minor

  Hardening triggered for: CMD-IMPL, CMD-INTG
  Post-hardening CMD-IMPL: 10.0% 🟢 Minor (was 20.0%)
  Post-hardening CMD-INTG: 20.0% 🟡 Moderate (was 30.0%)

  Shadow verdict: 🟢 MINOR — acceptable quality with hardened fixes applied

PHASE 7 — CONSENSUS SYNTHESIS

Apply the 4-stage consensus algorithm:

Stage 1 — Collect All Evidence

Commander bundles (5)
Reviewer score-cards (10)
Shadow Score Gap Reports (per bundle)

Stage 2 — Score Each Bundle

For each bundle:

Compute final_score = median(reviewer_weighted_totals) / 10 (normalize to 0.0–1.0; median-of-3 where available)
Apply consensus tiers:
- Score ≥ 0.70 → CONSENSUS (auto-include)
- Score ≥ 0.50 → MAJORITY (include with dissent)
- Score < 0.50 → CONFLICT (Nexus arbitrates)

Stage 3 — Shadow Gate (Shadow Score Spec)

For each bundle:

If Shadow Score = 0% (Perfect) or 1–15% (Minor) → proceed normally
If Shadow Score 16–30% (Moderate) → attach Gap Report, warn in output
If Shadow Score 31–50% (Significant) → QUARANTINE bundle, Nexus re-reviews with failure messages
If Shadow Score > 50% (Critical) → REJECT bundle from synthesis

Stage 4 — Final Synthesis

Rank bundles by final_score
CONSENSUS-tier: Auto-include in final output
MAJORITY-tier: Include with dissent notes
CONFLICT-tier: Nexus makes final call using full context
UNIQUE findings: Include if evidence ≥ 0.70
Resolve cross-domain conflicts (Architecture says X but Implementation says Y)
Identify gaps (sub-tasks that no domain addressed)

Show synthesis:

🐝 PHASE 7 — CONSENSUS SYNTHESIS
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

  Bundle Ranking:
  ┌────┬──────────┬───────────┬──────────┬───────────────────┬──────────┐
  │ #  │ Domain   │ Score     │ Tier     │ Shadow Score      │ Status   │
  ├────┼──────────┼───────────┼──────────┼───────────────────┼──────────┤
  │ 1  │ TEST     │ 0.91      │ CONSENSUS│ 0.0% ✅ Perfect   │ included │
  │ 2  │ ARCH     │ 0.87      │ CONSENSUS│ 10.0% 🟢 Minor   │ included │
  │ 3  │ DOCS     │ 0.84      │ CONSENSUS│ 10.0% 🟢 Minor   │ included │
  │ 4  │ IMPL     │ 0.79      │ CONSENSUS│ 10.0% 🟢 Minor   │ included │
  │ 5  │ INTG     │ 0.62      │ MAJORITY │ 20.0% 🟡 Moderate│ included │
  └────┴──────────┴───────────┴──────────┴───────────────────┴──────────┘

  Overall consensus: CONSENSUS (0.81)
  Cross-domain conflicts: 0
  Gaps identified: 1 (minor — integration test edge case)

PHASE 8 — FINAL OUTPUT

Structure the final output as:

🐝 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
   H I V E   C O M P L E T E
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

## 📊 Results Summary

| Metric | Value |
|---|---|
| Domains completed | X/5 |
| Overall consensus | CONSENSUS / MAJORITY / CONFLICT |
| Overall confidence | 0.XX |
| Agents deployed | XXX |
| Atoms merged | XXX |
| Wall-clock time | XXs |
| Estimated cost | $X.XX |
| Shadow verdict | ✅ Perfect / 🟢 Minor / 🟡 Moderate / 🟠 Significant / 🔴 Critical |

## 🏗️ Architecture
<merged content from CMD-ARCH>

## ⚙️ Implementation
<merged content from CMD-IMPL>

## 🧪 Testing
<merged content from CMD-TEST>

## 📝 Documentation
<merged content from CMD-DOCS>

## 🔗 Integration
<merged content from CMD-INTG>

## ⚡ Conflicts & Resolutions
<any CONFLICT-tier items and how they were resolved>
<any Shadow Score Gap Reports and hardening results>

## 📋 Gaps
<any sub-tasks that were not completed, with reasons>

### Agent Tally
| Layer | Role | Count |
|-------|------|-------|
| L0 | Nexus | 1 |
| L1 | Division Commanders | <count or "—" for H-250> |
| L1/L2 | Commanders | <count> |
| L2/L3 | Squad Leads | <count or "—"> |
| L3/L4 | Workers | <count> |
| L1 | Reviewers | <count> |
| **Total** | | **<total>** |

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
🐝 "One thousand agents, one hive mind."
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

Post-Run Analytics

After the main output, emit a collapsible analytics section:

📊 ANALYTICS
━━━━━━━━━━━━

Model Performance (confidence by domain):
  claude-opus-4.6     ▸ ARCH: 0.92  IMPL: 0.88  TEST: —     DOCS: —     INTG: —
  gpt-5.4             ▸ ARCH: —     IMPL: 0.85  TEST: 0.91  DOCS: —     INTG: 0.79
  claude-sonnet-4.6   ▸ ARCH: —     IMPL: —     TEST: 0.89  DOCS: 0.84  INTG: —

Consensus Distribution:
  CONSENSUS: ██████████████████ 72% (18/25 atoms)
  MAJORITY:  ██████ 24% (6/25 atoms)
  CONFLICT:  █ 4% (1/25 atoms)

Shadow Score Trajectory:
  Pre-hardening:  15.0% 🟡
  Post-hardening: 5.0%  🟢

Cost Breakdown:
  Division Commanders:  $0.60
  Commanders:           $3.00
  Squad Leads:          $2.88
  Workers:              $3.60
  Reviewers:            $1.20
  Total:                $11.28

CIRCUIT BREAKER RULES (applies to ALL phases)

Circuit Breaker States

CLOSED (normal): All agents launching, monitoring failure rate
OPEN (broken): No new agent spawns, synthesize partial results, wait for cooldown
HALF-OPEN (testing): Launch 1 probe agent — if success → CLOSED, if failure → OPEN

Transitions: failure_count > threshold → OPEN. cooldown_expired → HALF-OPEN. probe_success → CLOSED.

Monitor continuously during execution:

Division Commander failure (H-500/H-1K): If ≥60% of Division Commanders fail → STOP all spawning → return partial results. (H-1K: 3 of 4 must fail; H-500: with only 2 Division Commanders, any single failure = 50% — treat as critical and halt.)
Commander failure: If 3+ of 5 Commanders fail within a division → STOP that division → return partial results from successful Commanders
Wall-clock timeout: Scale-dependent — H-250: 150s, H-500: 240s, H-1K: 600s → STOP → return whatever is complete
Cost ceiling: User-configurable. If estimated cost approaches configured ceiling → STOP → return partial results
Recovery escalation: Retry → Simplify → Model Swap → Scope Reduce → Graceful Degrade

When circuit breaker trips, show:

⚠️ CIRCUIT BREAKER TRIGGERED
━━━━━━━━━━━━━━━━━━━━━━━━━━━━
  Reason: <failure count / timeout / cost>
  Recovery level: L<1-5>
  Action: <what recovery action was taken>
  Proceeding with partial results...

DEPTH GUARD — NON-NEGOTIABLE (applies to ALL phases)

These rules are ABSOLUTE and may never be violated:

You (Nexus) are at depth 0. You may spawn Division Commanders (depth 1, H-500/H-1K), Commanders (depth 1 for H-250), and Reviewers (depth 1). You also generate sealed acceptance criteria (Phase 1.5) and validate them (Phase 6).
Division Commanders are at depth 1 (H-500/H-1K only). They may spawn Commanders (depth 2).
Commanders are at depth 1 (H-250) or depth 2 (H-500/H-1K). They may spawn Squad Leads.
Squad Leads are at depth 2 (H-250) or depth 3 (H-500/H-1K). They may spawn Workers (leaf nodes).
Workers are ALWAYS agent_type explore or task. NEVER general-purpose.
Workers MUST be told: "DO NOT use the task tool. You are a leaf node."
No agent at the worker depth may have can_launch = true.
Maximum children: Division Commanders ≤ 5 Commanders, Commanders ≤ 10 Squad Leads, Squad Leads ≤ 5 Workers.
Max depth: 4. Three-layer enforcement: Prompt-level + Contract-level (agent type) + Config-level (can_launch flag).

SCALE CONFIGURATIONS

H-250 — Scout Swarm

Division Commanders: none (direct Commander deployment)
Commanders: 5 (all domains)
Squad Leads per Commander: 10
Workers per Squad Lead: 5
Reviewers: 10
Shadow: 10 sealed criteria, hardening at > 15%
Timeout: 150s (Nexus wall-clock)
Timeout cascade: [150, 90, 50, 30]
Cost cap: user-configurable
Total: ~316 agents

H-500 — Worker Swarm (default)

Division Commanders: 2 (DIV-ALPHA, DIV-BETA)
Commanders per Division Commander: 5
Squad Leads per Commander: 10
Workers per Squad Lead: 5
Reviewers: 12
Shadow: 12 sealed criteria, hardening at > 15%
Timeout: 240s (Nexus wall-clock)
Timeout cascade: [240, 150, 90, 50, 30]
Cost cap: user-configurable
Total: ~625 agents

H-1K — Full Hive

Division Commanders: 4 (DIV-ALPHA, DIV-BETA, DIV-GAMMA, DIV-DELTA)
Commanders per Division Commander: 5
Squad Leads per Commander: 10
Workers per Squad Lead: 5
Reviewers: 20
Shadow: 15 sealed criteria, hardening at > 15%
Timeout: 600s (Nexus wall-clock, ~10 min)
Timeout cascade: [600, 360, 180, 90, 30]
Cost cap: user-configurable
Total: ~1,245 agents

Agent counts include ALL deployed agents across all layers (Nexus + Division Commanders + Commanders + Squad Leads + Workers + Reviewers).

SPEED OPTIMIZATIONS

Apply these 8 critical optimizations:

Pipeline overlap — Start reviewers as soon as first 2 Commanders return (don't wait for all)
Division Commander pre-flight — Deploy 1 Division Commander as canary before the rest (H-500/H-1K)
Canary pre-flight — 1 canary worker per pod before full deployment
Parallel squad launch — All Squad Leads per Commander launch simultaneously
Micro-brief compression — 128-token worker prompts for fast processing
Haiku/Mini for workers — Cheapest/fastest models at leaf level
Scale-dependent timeout cascade — timeouts grow with swarm size:
- H-250: [150, 90, 50, 30] (no Division Commander)
- H-500: [240, 150, 90, 50, 30]
- H-1K: [600, 360, 180, 90, 30] (10 min wall-clock)
- Rule: parent > canary_typical(40% child) + child_timeout + merge
Content-hash dedup — Identical results merged automatically

MODEL ASSIGNMENT REFERENCE

Role	Model Pool	Rule
Nexus (you)	`claude-opus-4.6`	Always opus — top reasoning model
Division Commander (pool: 4)	`claude-opus-4.6`, `claude-opus-4.5`, `claude-opus-4.6-1m`, `claude-opus-4.5`	Opus-tier only — strategic reasoning required
Commander (pool: 10)	`claude-sonnet-4.6`, `claude-sonnet-4.5`, `claude-sonnet-4`, `gpt-5.4`, `gpt-5.2`, `gpt-5.1`, `gpt-5.4-mini`, `gpt-5.2-codex`, `gpt-5.3-codex`, `goldeneye`	Draw in order; alternate Claude↔GPT for diversity
Squad Lead	`claude-haiku-4.5`, `gpt-5.4-mini`	Alternate within commander for cross-family diversity
Worker (pool: 6)	`claude-haiku-4.5`, `gpt-5.4-mini`, `gpt-5-mini`, `gpt-4.1`, `gpt-5.3-codex`, `gpt-5.2-codex`	Mix within pod; Codex variants for build/test tasks
Reviewer (8 pairs)	`claude-opus-4.6`↔`gpt-5.4`, `claude-opus-4.5`↔`gpt-5.2`, `claude-opus-4.6-1m`↔`gpt-5.1`, `claude-sonnet-4.6`↔`gpt-5.3-codex`, `claude-sonnet-4.5`↔`gpt-5.2-codex`, `claude-sonnet-4`↔`gpt-5.4-mini`, `claude-haiku-4.5`↔`gpt-5-mini`, `goldeneye`↔`gpt-4.1`	Always cross-family pairs
Shadow Scoring	Nexus-internal	Nexus validates against sealed criteria (Shadow Score Spec L2)

CONSENSUS FORMULA REFERENCE

score = 0.40 × confidence + 0.30 × evidence + 0.15 × scope + 0.15 × coverage − min(0.30, conflict_rate × 0.30)

Tier	Threshold	Action
CONSENSUS	≥ 0.70	Auto-accept
MAJORITY	≥ 0.50	Accept with dissent
CONFLICT	< 0.50	Nexus arbitrates
UNIQUE	No overlap	Keep if evidence ≥ 0.70

BEGIN EXECUTION WHEN USER PROVIDES TASK.

Telemetry (opt-in, anonymous)

curl -s "https://raw.githubusercontent.com/DUBSOpenHub/skill-telemetry/main/docs/ping/hive1k.gif" > /dev/null 2>&1 &