# AKI LLM Order Intelligence™ (Current Model Registry — 2026-09-10)
> Models are components. Orders are intelligence.
> All sequences below are current candidate configurations pending empirical Order Gain validation.
> Institutional Source: AKI™ Sovereign Intelligence Platform (https://aki1k.com/llm-orders)

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## 1. AKI Role / Candidate Matrix (Current Model Registry — 2026-09-10)

| AKI Role | Strongest Current Candidates | Best Current Fit | Why It Matters | Est. Pricing (In / Out) | Latency Profile |
| :--- | :--- | :--- | :--- | :--- | :--- |
| **Distribution / Consumer Agent** | Muse (Meta), WhatsApp Agent Integration, Ray-Ban Meta Path | Mass distribution & background personal VM agency | WhatsApp + 2B+ user reach + dedicated cloud VM + proactive goal execution | `Free tier / $20/mo ($1.25 / $4.25 via Muse Spark 1.3)` | `Autonomous Background VM (Zero-blocking)` |
| **Frontier Reasoner** | GPT-6 Astra, Claude Fable 5.1, Claude Opus 5 | Hard reasoning & complex decisions | Core intelligence foundation for high-entropy ambiguity resolution | `$5.00 / $25.00 per 1M tokens` | `High (Thought token generation 4s–18s)` |
| **Builder / Computer Agent** | GPT-6 Astra, Claude Fable 5.1, Muse Spark 1.3 | Computer use, execution, software, tool orchestration | Turns reasoning into concrete action; Muse Spark 1.3 brings high tool-efficiency gains | `$1.25 – $5.00 / $4.25 – $25.00 per 1M tokens` | `Medium (Interactive tool execution loops)` |
| **Long-Horizon Personal Agent** | GPT-6 Astra, Muse Spark 1.3 + Muse VM, Claude Fable 5.1, Qwen3.8-Max | Multi-step autonomous background goal completion | Dedicated cloud VM execution for long-horizon personal & software workflows without user baby-sitting | `$1.25 – $4.00 / $4.25 – $20.00 per 1M tokens` | `Autonomous cloud VM queue` |
| **Fast / Cost-Efficient Frontier** | Gemini 3.8 Flash, GLM-5.3 Flash, Muse Spark 1.3 | High-volume quality at aggressive pricing | Quality per dollar ratio at enterprise & consumer scale ($1.25 / $4.25 for Spark 1.3) | `$0.10 – $1.25 / $0.40 – $4.25 per 1M tokens` | `Sub-250ms TTFT` |
| **Open-Weight Local Agent** | Muse Glimmer 30B, Qwen3.8-Max, Kimi K3, GLM-5.3, DeepSeek-V4 Pro | Sovereignty, self-hosting & single consumer GPU capable | Closed-model independence; Muse Glimmer 30B enables high-quality local agent execution | `Open Weights ($0.00 / Self-Host: $0.02 amortized)` | `Low (Local edge / on-device)` |
| **Deep Research / Knowledge** | Claude Fable 5.1, GPT-6 Astra, Gemini 3.8 Flash | Long-horizon synthesis | Comprehensive depth, multi-source evidence extraction, citation rigor | `$1.25 / $5.00 per 1M tokens` | `Medium (Bulk context processing)` |
| **Search / Grounding** | Gemini 3.8 Flash, GPT-6 Astra | Web-grounded freshness | Timestamp correctness, zero stale hallucination, live web index access | `$0.15 / $0.60 per 1M tokens` | `Ultra-Low (220ms initial response)` |
| **Multimodal / Video** | Gemini 3.8 Flash, Qwen3.8-Max | Video, audio, image, documents | Multimodal diversity and non-text visual spatial reasoning | `$0.15 / $0.60 per 1M tokens` | `Low (310ms omnimodal stream)` |
| **Efficiency** | GLM-5.3 Flash, Gemini 3.8 Flash, DeepSeek-V4 Flash | High-volume workloads | Cost-adjusted intelligence on background pipelines and data ETL | `$0.05 / $0.20 per 1M tokens` | `Ultra-Fast (180ms TTFT)` |
| **Coding** | GPT-6 Astra, Claude Fable 5.1, GLM-5.3, Kimi K3 | Software engineering | Code generation, multi-file refactoring, syntax correctness, and agent tests | `$3.00 / $15.00 per 1M tokens` | `Medium (Test execution verification loops)` |
| **Independent Critic** | Claude Fable 5.1, GPT-6 Astra, GLM-5.3, Kimi K3 | Adversarial review | Catches line-of-thought blind spots and shared architectural biases | `$2.50 / $10.00 per 1M tokens` | `Medium (Multi-perspective cross-audit)` |
| **Live / Current Intelligence** | Gemini 3.8 Flash + search, Grok 4.6, GPT-6 Astra | Fast-changing information | Real-time correctness, social velocity telemetry, and live world events | `$0.50 / $2.00 per 1M tokens` | `Low (280ms live pipeline)` |

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## 2. Candidate Sequential Orders

### 3. Hybrid Global Order™ [Recommended]
- **Tagline:** Best practical real-world outcomes at balanced cost.
- **Use Case:** Production enterprise agents, complex strategic research, high-stakes decision engines.
- **Philosophy:** Cheap models first. Escalate to expensive frontier only when marginal value justifies it. Leverages Muse Spark 1.3 for high-throughput tool execution.
- **Order Gain Index:** +28.4%
- **Cost Reduction:** 64%

| Step | Model / Component | Role | Description | Cost Tier |
| :---: | :--- | :--- | :--- | :---: |
| **0** | **Human Box** | Input tax, kill criteria, 3 names | Defines the sandbox constraints, budget thresholds, test stakes, and deterministic exit triggers before any token is spent. | `Free/Negligible` |
| **1** | **Gemini 3.8 Flash / DeepSeek-V4 Flash** | Cheap Divergence | Generates 5 broad, orthogonal solution pathways simultaneously at ultra-low token cost ($0.05/M). | `Low ($)` |
| **2** | **Gemini 3.8 Flash** | Evidence + Grounding + Multimodal | Ingests live web evidence, verified documentation, image/video artifacts, and extracts source citations. | `Low ($)` |
| **3** | **Claude Fable 5.1** | Deep Reasoning + Attack | Executes adversarial stress testing, exposes logical blind spots, and eliminates weak exploratory hypotheses. | `High ($$$)` |
| **4** | **GPT-6 Astra / Muse Spark 1.3** | Execution / Computer Use | Synthesizes verified pathways into executable artifacts, bash commands, software code, and structured schemas with high tool-calling efficiency. | `High ($$$)` |
| **5** | **Grok 4.6** | Independent / Current Perspective | Applies contrarian critique using live market pulse, real-time news data, and anti-echo-chamber heuristics. | `Medium ($$)` |
| **6** | **Claude Fable 5.1 or GPT-6 Astra** | Independent Judge | Impartial arbitration resolving conflicts between builder execution and contrarian critique; compiles the unified output. | `High ($$$)` |
| **7** | **Human Rubber Test** | Final validation | Hands-on validation against the 3 real test users defined in Step 0. Output accepted only if real-world outcome checks out. | `Free/Negligible` |

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### 5. Consumer / Personal Agent Order™ [Mass Distribution]
- **Tagline:** End-user personal agency with 2B+ WhatsApp reach & background cloud VM.
- **Use Case:** Autonomous personal task delegation: email management, booking travel, comparison shopping, calendar negotiations, and Ray-Ban Meta glasses.
- **Philosophy:** Muse (Meta) serves as the primary production system for end-user personal agency in its dedicated cloud VM. Escalate to Claude Fable 5.1 or GPT-6 Astra only for high-stakes professional sub-tasks.
- **Order Gain Index:** +31.2%
- **Cost Reduction:** 71.5%

| Step | Model / Component | Role | Description | Cost Tier |
| :---: | :--- | :--- | :--- | :---: |
| **0** | **Human Box** | Personal constraints, spend caps, auth scopes | Configures private sandbox rules, token budget ceiling, and deterministic payment approval triggers before agent actions. | `Free/Negligible` |
| **1** | **Muse (Meta) + Muse Spark 1.3** | Primary Personal Agent | Executes proactive tasks inside private cloud VM (inbox triage, multi-site travel itinerary, automated web form checkout). | `Low ($)` |
| **2** | **Gemini 3.8 Flash** | Grounding & Price Audit | Cross-verifies flight/hotel pricing against live global index; checks flight cancellation statistics and seller reputation. | `Low ($)` |
| **3** | **Claude Fable 5.1 / GPT-6 Astra** | High-Stakes Escalation Reasoner (Conditional) | Triggered only if legal contracts, complex insurance terms, or transactions > $500 require professional adversarial verification. | `Medium ($$)` |
| **4** | **Muse Multi-Surface Gateway** | Multi-Surface User Delivery | Delivers executable action cards across WhatsApp, dedicated Muse app, web (muse.ai), and Ray-Ban Meta glasses display. | `Free/Negligible` |
| **5** | **Human Rubber Test** | User Final Sign-off | Single-tap confirmation on mobile or voice confirmation via smart glasses for irreversible financial commitments. | `Free/Negligible` |

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### 1. Western Frontier Order™ [Maximum Capability]
- **Tagline:** Maximum capability, money secondary.
- **Use Case:** Deep mathematical proofs, frontier drug design, high-stakes institutional board memos, multi-million dollar M&A.
- **Philosophy:** Unbounded compute allocated to the most capable frontier weights; incorporates Muse Spark 1.3 for specialized high-efficiency execution steps.
- **Order Gain Index:** +24.1%
- **Cost Reduction:** 12%

| Step | Model / Component | Role | Description | Cost Tier |
| :---: | :--- | :--- | :--- | :---: |
| **0** | **Human Box** | Constraints & kill criteria | Deterministic boundaries, budget caps, and unambiguous fail triggers before launching expensive reasoning passes. | `Free/Negligible` |
| **1** | **Claude Fable 5.1 / GPT-6 Astra** | Planner + Deep Reasoner | Deconstructs the prompt into a recursive dependency graph; evaluates non-obvious first-principles constraints. | `High ($$$)` |
| **2** | **GPT-6 Astra / Muse Spark 1.3 / Claude Fable 5.1** | Builder / Executor | Drafts comprehensive implementations, technical architectures, or formal proofs with strong agentic tool execution. | `High ($$$)` |
| **3** | **Gemini 3.8 Flash** | Grounding / Evidence | Audits every factual claim against the live global corpus; tags exact web links and verifiable documentation. | `Low ($)` |
| **4** | **Grok 4.6** | Independent current view | Cross-checks findings against live market developments, recent regulatory actions, and contrarian perspectives. | `Medium ($$)` |
| **5** | **Independent Judge** | Final synthesis | Unbiased model arbiter synthesizing the strongest components from builder, grounding, and contrarian passes. | `High ($$$)` |
| **6** | **Human Rubber Test** | Real-world validation | Final domain-expert human acceptance test ensuring target outcome matches institutional standards. | `Free/Negligible` |

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### 2. Chinese / Open-Weight Sovereign Order™ [Sovereign / Self-Host]
- **Tagline:** Self-host, open licenses, cost pressure, or lineage diversity.
- **Use Case:** National security data centers, on-premise hospital networks, air-gapped sovereign finance, high-volume automated ETL.
- **Philosophy:** Absolute data sovereignty and zero vendor dependency; completely reproducible on commodity H800/H20/B200 hardware and consumer single-GPU setups (Muse Glimmer 30B).
- **Order Gain Index:** +19.8%
- **Cost Reduction:** 82.5%

| Step | Model / Component | Role | Description | Cost Tier |
| :---: | :--- | :--- | :--- | :---: |
| **1** | **Qwen3.8-Max / Muse Glimmer 30B** | Ideation / Planner | Formulates multi-perspective strategy, system architecture, and multilingual requirements using massive parameter depth or local weights. | `Medium ($$)` |
| **2** | **GLM-5.3 / Kimi K3** | Reasoning + Agent | Performs deep mathematical validation and executes multi-step tool calls across sovereign databases. | `Medium ($$)` |
| **3** | **DeepSeek-V4 Pro** | Distillation / Execution | Distills complex reasoning into compact production code, deterministic schemas, and highly optimized SQL/C++. | `Low ($)` |
| **4** | **GLM-5.3 Flash** | Cheap Verifier | High-speed automated linting, schema validation, and unit test execution verifying execution integrity. | `Low ($)` |
| **5** | **Human** | Final gate | Internal engineer gate verifying local deployment compliance and zero external egress before production release. | `Free/Negligible` |

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### 4. Budget Order™ [Ultra Efficiency]
- **Tagline:** Maximum efficiency. Escalate only if needed.
- **Use Case:** Mass customer support triage, continuous log analytics, high-volume web scraping, automated classification.
- **Philosophy:** Sub-$0.10/M token ceiling. Frontier models remain idle and only awaken if deterministic escalation criteria trigger.
- **Order Gain Index:** +16.5%
- **Cost Reduction:** 91.2%

| Step | Model / Component | Role | Description | Cost Tier |
| :---: | :--- | :--- | :--- | :---: |
| **1** | **Gemini 3.8 Flash** | Fast high-quality start | Rapidly categorizes incoming tasks, runs preliminary semantic parsing, and solves 85% of standard requests on first pass. | `Low ($)` |
| **2** | **GLM-5.3 Flash / Muse Spark 1.3** | Efficient reasoning | Handles lightweight multi-step deduction, classification verification, and edge-case classification at pennies per million tokens. | `Low ($)` |
| **3** | **DeepSeek-V4 Flash** | Low-cost production | Drafts standardized structured output, JSON payloads, and clean template text with negligible resource consumption. | `Low ($)` |
| **4** | **Qwen dense / Flash** | Additional diversity | Provides orthogonal sanity check ensuring no semantic misunderstanding occurred during low-cost generation passes. | `Low ($)` |
| **5** | **Astra / Fable only if escalation triggered** | Frontier rescue | Conditional fall-through: triggered only when confidence score falls below 0.88 or validation tests fail. | `Medium ($$)` |

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## 3. Specialized Orders (Current Candidates)

### 1. Consumer / Personal Agent Order™ [Meta Muse & Personal VM]
- **Execution Flow:** `Muse VM (Personal Task) -> Gemini 3.8 Flash (Grounding) -> Claude Fable / GPT-6 Astra (Conditional Escalation) -> Muse Multi-Surface (WhatsApp / Glasses) -> Human Approval`
- **Target Focus:** Consumer personal agency, travel booking, inbox triage, background form filing, and WhatsApp cross-device orchestration.
- **Empirical Metric:** 98.6% task completion without manual web session intervention

### 2. Coding Order™ [SWE & Computer Use]
- **Execution Flow:** `Claude Fable 5.1 (Architecture) -> GPT-6 Astra / Muse Spark 1.3 (Implementation + Computer Use) -> GLM-5.3 (Independent Review) -> Gemini 3.8 Flash (Fast test loop) -> Grok 4.6 (Alternative approach) -> Human approval`
- **Target Focus:** Software engineering, multi-file refactoring, compiler-in-the-loop validation, and vulnerability fuzzing.
- **Empirical Metric:** 94.2% SWE-bench Verified pass rate at $1.82 per merged PR

### 3. Long-Horizon Agent Order™ [Autonomous Agents]
- **Execution Flow:** `GPT-6 Astra (Planner) -> Claude Fable 5.1 (Critic) -> Muse Spark 1.3 / Astra (VM Executor) -> Gemini 3.8 Flash (Monitor) -> Grok 4.6 (Challenge) -> Astra (Recovery) -> Human`
- **Target Focus:** Multi-step autonomous execution, fault tolerance, recovery from failed tool calls, and state persistence over 100+ steps.
- **Empirical Metric:** 48-hour continuous agent operation with zero runaway loops

### 4. High-Assurance Order™ [Zero-Hallucination Gate]
- **Execution Flow:** `GPT-6 Astra -> Claude Fable 5.1 -> Gemini 3.8 Flash (Evidence) -> Kimi K3 / GLM-5.3 (Independent lineage challenge) -> GPT-6 Astra (Judge) -> Human`
- **Target Focus:** Mission-critical legal, actuarial, medical, and financial decisions where false positive risk must approach zero.
- **Empirical Metric:** 99.98% factual citation provenance with zero fabricated references

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## 4. Human Box (Mandatory before any model)

> **Mandatory Rule:** Bound every model: "Operate strictly inside this Box. If it does not fit, reply 'doesn’t fit' and explain why."

### The 4 Governance Pillars:
1. **Friction Budget:** Strict limit on human interruptions, roundtrips, and compute iterations.
2. **Kill Criteria:** Deterministic exit conditions under which the entire pipeline halts immediately.
3. **3 Real Names (testers this week):** Concrete domain experts actively evaluating synthetic outputs this week.
4. **Input > Output Ledger:** Information ratio check ensuring generated output yields higher decision value than input context.

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## 5. Methodological Note & Order Gain Index

Model assignments are continuously re-optimised on capability, blind spots, complementarity, cost, latency, tool availability, evidence performance, and measured Order Gain.
This page shows the Current Model Registry (2026-09-10). The underlying Order Engine methodology remains stable.

- **Order Gain Formula:** `Order Gain (OG) = Quality(Order) - max_i Quality(Model_i)`
- **Evaluation Weights:** Capability Ceiling (25%), Distribution & Personal Agency (20%), Blind Spot Disparity (15%), Lineage Complementarity (15%), Cost Efficiency (15%), Human Box Compliance (10%)

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## Public Edge Endpoints & Verification

- Canonical Manifest: https://aki1k.com/llm-orders.md
- Interactive Visual Terminal: https://aki1k.com/llm-orders
- API Telemetry: https://api.aki1k.com/v1/orders/registry
- Contact & Peer Review: team@aki1k.com