university/app/portal/portal-data.ts

export interface CourseWorkspaceData {
  terminalPrompt: string
  initialHistory: string[]
  quickCommands: string[]
  commandOutputs: Record<string, string[]>
  graderTitle: string
  graderTasks: { task: string; cost: string; time: string; status: 'PASS' | 'RUNNING' | 'QUEUED' }[]
  codeInspectorTitle: string
  codeInspectorSubtitle: string
  codeInspectorDiff: { type: 'del' | 'add' | 'context'; text: string }[]
  codeInspectorValidation: string
  resourceBreakdown: { item: string; cost: string }[]
}

export const COURSE_PORTAL_DATA: Record<string, CourseWorkspaceData> = {
  'agentic-coding': {
    terminalPrompt: 'alex@hanzo-sandbox:~/swe-bench-agent$',
    initialHistory: [
      'alex@hanzo-sandbox:~/swe-bench-agent$ hanzo dev status',
      '[OK] Hanzo Visor microVM sandbox lease active (id: pod-vsr-uswest2-01)',
      '[OK] Zen 6 (27.3B) inference endpoint connected via ZAP RPC (latency: 1.4ms)',
      '[OK] Compute credit balance: $37.55 USD remaining of $50.00 deposit',
      'alex@hanzo-sandbox:~/swe-bench-agent$ pytest -v tests/test_agent.py',
      '============================= test session starts =============================',
      'platform linux -- Python 3.12.3, pytest-8.1.1, pluggy-1.4.0',
      'tests/test_agent.py::test_ast_symbol_resolution PASSED                   [ 25%]',
      'tests/test_agent.py::test_zap_zerocopy_serialization PASSED             [ 50%]',
      'tests/test_agent.py::test_visor_sandboxed_reproduction PASSED            [ 75%]',
      'tests/test_agent.py::test_kai_zerotoken_decision_checkpoint PASSED       [100%]',
      '============================== 4 passed in 0.42s ===============================',
      'alex@hanzo-sandbox:~/swe-bench-agent$ _',
    ],
    quickCommands: [
      'pytest -v tests/test_agent.py',
      'zen eval --benchmark swe-bench',
      'hanzo dev diff',
    ],
    commandOutputs: {
      'pytest -v tests/test_agent.py': [
        '============================= test session starts =============================',
        'tests/test_agent.py::test_ast_symbol_resolution PASSED                   [ 25%]',
        'tests/test_agent.py::test_zap_zerocopy_serialization PASSED             [ 50%]',
        'tests/test_agent.py::test_visor_sandboxed_reproduction PASSED            [ 75%]',
        'tests/test_agent.py::test_kai_zerotoken_decision_checkpoint PASSED       [100%]',
        '============================== 4 passed in 0.38s ===============================',
        '[PASS] All laboratory unit tests verified in Hanzo Visor sandbox.',
      ],
      'zen eval --benchmark swe-bench': [
        '[HANZO EVAL] Running SWE-bench Lite benchmark evaluation harness...',
        '  [1/5] django/django-14999: AST diff generated (cost: $0.038) -> TEST PASSED [100%]',
        '  [2/5] sympy/sympy-18057: Symbol extraction verified (cost: $0.041) -> TEST PASSED [100%]',
        '  [3/5] scikit-learn/scikit-learn-14092: Reproducing bug in Hanzo Visor -> TEST PASSED [100%]',
        '  [4/5] pytest-dev/pytest-7432: Zero syntax regressions -> TEST PASSED [100%]',
        '  [5/5] astropy/astropy-12907: Synthesizing patch -> TEST PASSED [100%]',
        '--------------------------------------------------------------------------------',
        '[SUMMARY] 5 of 5 SWE-bench benchmark issues resolved autonomously.',
        '[ECONOMICS] Average compute cost per patch: $0.042 USD (Budget cap: $0.50).',
        '[STATUS] 100% Test Pass Rate. Verification verified by Kai Decision Model.',
      ],
      'hanzo dev diff': [
        '--- a/src/agent/synthesizer.py',
        '+++ b/src/agent/synthesizer.py',
        '@@ -42,7 +42,7 @@ class CodePatchSynthesizer:',
        '-    def repair_ast(self, tree: ast.AST) -> str:',
        '+    def repair_ast(self, tree: ast.AST, budget_usd: float = 0.05) -> ast.AST:',
        '         """Generates syntax-safe diff with zero syntax regressions."""',
        '+        kai_check = self.evaluator.verify_state(tree, ceiling=budget_usd)',
        '+        assert kai_check.safe_to_execute, "Refusing execution: budget violation"',
        '[DIFF VERIFIED] 0 syntax regressions, AST parse tree valid.',
      ],
    },
    graderTitle: 'SWE-bench Automated Evaluation Harness',
    graderTasks: [
      { task: 'django/django-14999', cost: '$0.038', time: '1.2s', status: 'PASS' },
      { task: 'sympy/sympy-18057', cost: '$0.041', time: '1.4s', status: 'PASS' },
      { task: 'scikit-learn/scikit-learn-14092', cost: '$0.044', time: '1.8s', status: 'PASS' },
      { task: 'pytest-dev/pytest-7432', cost: '$0.029', time: '0.9s', status: 'PASS' },
      { task: 'astropy/astropy-12907', cost: '$0.052', time: '2.1s', status: 'PASS' },
    ],
    codeInspectorTitle: 'AST Diff Inspector: Verified Zero Syntax Regressions',
    codeInspectorSubtitle: 'Tree-Sitter syntax tree diff validation and micro-USD economic guardrails',
    codeInspectorDiff: [
      { type: 'del', text: '- def repair_ast(self, tree: ast.AST) -> str:' },
      { type: 'add', text: '+ def repair_ast(self, tree: ast.AST, budget_usd: float = 0.05) -> ast.AST:' },
      { type: 'context', text: '      """Generates syntax-safe diff with zero syntax regressions."""' },
      { type: 'add', text: '+     kai_check = self.evaluator.verify_state(tree, ceiling=budget_usd)' },
      { type: 'add', text: '+     assert kai_check.safe_to_execute, "Refusing execution: budget violation"' },
    ],
    codeInspectorValidation: 'AST Tree-Sitter validation: 0 errors · 0 unused symbols · Exit Code 0',
    resourceBreakdown: [
      { item: 'Zen 6 (27.3B) Inference (142k tokens)', cost: '$7.10' },
      { item: 'Hanzo Visor Pod Execution (18.4 runtime hrs)', cost: '$4.60' },
      { item: 'ZAP Zero-Copy RPC Channels', cost: '$0.75' },
    ],
  },

  'reinforcement-learning': {
    terminalPrompt: 'alex@hanzo-sandbox:~/zoo-gym-rl$',
    initialHistory: [
      'alex@hanzo-sandbox:~/zoo-gym-rl$ hanzo rl status',
      '[OK] Zoo Gym Multi-GPU Cluster attached (4x NVIDIA L4 - 96GB VRAM)',
      '[OK] Policy Model: Zen-6-RL-Base initialized (FP8 mixed precision)',
      '[OK] Compute credit balance: $48.20 USD remaining of $63.00 deposit',
      'alex@hanzo-sandbox:~/zoo-gym-rl$ torchrun --nproc_per_node=4 train_grpo.py --dataset gsm8k',
      '========================== Zoo Gym GRPO Training Session ==========================',
      '[STEP 100] Rollouts: 16 groups | Mean reward: 0.42 | KL div: 0.012 | Loss: 0.184',
      '[STEP 250] Rollouts: 16 groups | Mean reward: 0.68 | KL div: 0.021 | Loss: 0.092',
      '[STEP 500] Rollouts: 16 groups | Mean reward: 0.89 | KL div: 0.034 | Loss: 0.031',
      '[EVAL] GSM8k test accuracy: 88.4% (+24.1% over base policy)',
      'alex@hanzo-sandbox:~/zoo-gym-rl$ _',
    ],
    quickCommands: [
      'torchrun train_grpo.py --dataset gsm8k',
      'zen eval --benchmark math-500',
      'hanzo rl loss-curve',
    ],
    commandOutputs: {
      'torchrun train_grpo.py --dataset gsm8k': [
        '========================== Zoo Gym GRPO Training Session ==========================',
        '[GROUP ADVANTAGE] Computing relative reward baselines across G=16 candidate rollouts...',
        '[NO-CRITIC SPEEDUP] 2.4x throughput increase over standard PPO (critic memory eliminated).',
        '[STEP 500] Mean reward: 0.91 | KL div: 0.028 | Value drift: 0.000',
        '[CONVERGENCE] Policy gradient stabilized. Checkpoint saved to checkpoints/grpo-step500.pt',
        '[STATUS] GRPO lab module passed with zero NaN gradients.',
      ],
      'zen eval --benchmark math-500': [
        '[RL EVAL] Running MATH-500 Verifiable Reasoning Benchmark...',
        '  [1/5] algebra/polynomial-roots: Group rollout verified -> PASS (reward: 1.0) [100%]',
        '  [2/5] number-theory/diophantine-bounds: Verified by Lean 4 -> PASS (reward: 1.0) [100%]',
        '  [3/5] combinatorics/derangements: Verified step proofs -> PASS (reward: 1.0) [100%]',
        '  [4/5] geometry/conic-projection: Verified by CAS engine -> PASS (reward: 1.0) [100%]',
        '  [5/5] calculus/contour-integral: Zero reward hacking -> PASS (reward: 1.0) [100%]',
        '--------------------------------------------------------------------------------',
        '[SUMMARY] 5 of 5 reasoning benchmarks solved with verifiable reward verification.',
        '[ACCURACY] 89.2% on Level 5 Competition Mathematics.',
      ],
      'hanzo rl loss-curve': [
        'Epoch 1 | Reward: 0.42 | KL: 0.012 [##########....................]',
        'Epoch 2 | Reward: 0.65 | KL: 0.019 [##################............]',
        'Epoch 3 | Reward: 0.81 | KL: 0.024 [########################......]',
        'Epoch 4 | Reward: 0.89 | KL: 0.028 [############################..]',
        'Epoch 5 | Reward: 0.92 | KL: 0.031 [##############################] CONVERGED',
        '[LOSS CURVE] Monotonic reward ascent confirmed. Zero policy collapse observed.',
      ],
    },
    graderTitle: 'RLVR & MATH-500 Verifiable Reasoning Harness',
    graderTasks: [
      { task: 'gsm8k/chain-of-thought-rollout', cost: '$0.048', time: '1.8s', status: 'PASS' },
      { task: 'dpo/preference-margin-loss', cost: '$0.039', time: '1.2s', status: 'PASS' },
      { task: 'grpo/group-advantage-eval', cost: '$0.052', time: '2.4s', status: 'PASS' },
      { task: 'reward-model/alignment-score', cost: '$0.031', time: '1.1s', status: 'PASS' },
      { task: 'math-500/test-time-compute', cost: '$0.065', time: '2.8s', status: 'PASS' },
    ],
    codeInspectorTitle: 'GRPO Policy Gradient & Advantage Normalization',
    codeInspectorSubtitle: 'Eliminating the critic network via group relative advantage estimation',
    codeInspectorDiff: [
      { type: 'del', text: '- def compute_advantage(rewards, values):' },
      { type: 'del', text: '-     return gae_estimator(rewards, values, gamma=0.99, lam=0.95)' },
      { type: 'add', text: '+ def compute_group_advantage(rewards_group: torch.Tensor) -> torch.Tensor:' },
      { type: 'add', text: '+     # Normalize rewards across candidate generation cohort (size G)' },
      { type: 'add', text: '+     return (rewards_group - rewards_group.mean()) / (rewards_group.std() + 1e-8)' },
    ],
    codeInspectorValidation: 'Torch autograd check: 0 gradient explosions · KL penalty bounded < 0.04',
    resourceBreakdown: [
      { item: 'Zoo Gym 4x L4 GPU Cluster (14.2 hrs)', cost: '$8.52' },
      { item: 'Zen 6 Teacher Rollout Generation', cost: '$4.90' },
      { item: 'Verifiable Reward Engine (Lean 4 CAS)', cost: '$1.38' },
    ],
  },

  'agentic-marketing': {
    terminalPrompt: 'alex@hanzo-sandbox:~/growth-swarm$',
    initialHistory: [
      'alex@hanzo-sandbox:~/growth-swarm$ hanzo agent status',
      '[OK] Multi-Touch Attribution Engine active (Markov chain order 2)',
      '[OK] Creative Generator: Zen 6 Multi-Modal connected',
      '[OK] Compute credit balance: $31.80 USD remaining of $38.00 deposit',
      'alex@hanzo-sandbox:~/growth-swarm$ python run_attribution.py --budget 50000',
      '======================== Campaign Attribution Session ========================',
      '[INGEST] 1,420,000 user event touchpoints processed in memory.',
      '[MARKOV WEIGHTS] Search: 34.2% | Paid Social: 28.1% | Content: 22.4% | Referral: 15.3%',
      '[ANOMALY CHECK] Zero bot traffic deviations detected. CAC variance < 2.5%.',
      '[ROAS OPTIMIZER] Projected Return on Ad Spend: 3.84x (Budget allocated across 12 channels)',
      'alex@hanzo-sandbox:~/growth-swarm$ _',
    ],
    quickCommands: [
      'python run_attribution.py --budget 50000',
      'zen eval --benchmark campaign-roas',
      'hanzo agent simulate-funnel',
    ],
    commandOutputs: {
      'python run_attribution.py --budget 50000': [
        '[ATTRIBUTION] Markov removal effect calculation complete across 50,000 USD budget.',
        '  - Reallocated $12,400 from saturated ad sets to high-LTV search queries.',
        '  - Simulated blended CAC dropped from $48.20 to $31.10 USD (-35.4%).',
        '  - Bounded circuit-breaker: Max daily spend variance capped at $2,000.',
        '[STATUS] Attribution algorithm verified with zero budget overspend.',
      ],
      'zen eval --benchmark campaign-roas': [
        '[GROWTH EVAL] Running Autonomous Marketing Benchmark Harness...',
        '  [1/5] attribution/markov-chain-weights: Verified -> PASS [100%]',
        '  [2/5] creative/dynamic-copy-matrix: 120 ad variants generated -> PASS [100%]',
        '  [3/5] bidding/anomaly-circuit-breaker: Tripped on 200% CPA surge -> PASS [100%]',
        '  [4/5] budget/cac-ltv-optimizer: Payback period < 60 days -> PASS [100%]',
        '  [5/5] roas/multi-channel-attribution: 4.1x blended return -> PASS [100%]',
        '--------------------------------------------------------------------------------',
        '[SUMMARY] 5 of 5 autonomous marketing modules passed evaluation.',
      ],
      'hanzo agent simulate-funnel': [
        'Top of Funnel (Impressions: 4.2M)  [==============================] 100%',
        'Mid Funnel (Engaged Clicks: 240k)   [===============...............] 5.7%',
        'Product Trial (Signups: 32.4k)     [======........................] 13.5%',
        'Paid Conversion (Subscribers: 4.8k) [==............................] 14.8%',
        '[FUNNEL METRICS] Blended Conversion Rate: 2.0% | Payback Velocity: 34 days.',
      ],
    },
    graderTitle: 'Autonomous Campaign & ROAS Attribution Harness',
    graderTasks: [
      { task: 'attribution/markov-chain-weights', cost: '$0.028', time: '0.8s', status: 'PASS' },
      { task: 'creative/dynamic-copy-matrix', cost: '$0.034', time: '1.2s', status: 'PASS' },
      { task: 'bidding/anomaly-circuit-breaker', cost: '$0.022', time: '0.7s', status: 'PASS' },
      { task: 'budget/cac-ltv-optimizer', cost: '$0.031', time: '1.0s', status: 'PASS' },
      { task: 'roas/multi-channel-attribution', cost: '$0.042', time: '1.4s', status: 'PASS' },
    ],
    codeInspectorTitle: 'Markov Chain Multi-Touch Attribution Engine',
    codeInspectorSubtitle: 'Removal effect modeling for fair ad channel credit assignment',
    codeInspectorDiff: [
      { type: 'del', text: '- def attribute_last_touch(conversions):' },
      { type: 'del', text: '-     return {touchpoint[-1]: 1.0 for touchpoint in conversions}' },
      { type: 'add', text: '+ def attribute_markov_removal_effects(paths, conversions):' },
      { type: 'add', text: '+     trans_matrix = build_transition_graph(paths)' },
      { type: 'add', text: '+     return calculate_removal_marginal_value(trans_matrix, conversions)' },
    ],
    codeInspectorValidation: 'Attribution accuracy: 99.4% correlation with real-world conversion incrementality',
    resourceBreakdown: [
      { item: 'Zen 6 Multi-Modal Copy & Creative Gen', cost: '$3.40' },
      { item: 'Attribution Vector DB & Event Graph', cost: '$1.80' },
      { item: 'Real-Time Bidding Simulator', cost: '$1.00' },
    ],
  },

  'systems-engineering': {
    terminalPrompt: 'alex@hanzo-sandbox:~/systems-engine$',
    initialHistory: [
      'alex@hanzo-sandbox:~/systems-engine$ cargo check --release',
      '    Checking zap-protocol v1.4.2 (/home/alex/systems-engine/zap)',
      '    Checking paged-attention v0.9.1 (/home/alex/systems-engine/attention)',
      '    Checking inference-gateway v2.0.0 (/home/alex/systems-engine/gateway)',
      '    Finished `release` profile [optimized] in 2.14s',
      'alex@hanzo-sandbox:~/systems-engine$ cargo test --package zap-rpc',
      'running 5 tests',
      'test protocol::test_zero_copy_capnp_layout ... ok',
      'test memory::test_pinned_host_buffer_pool ... ok',
      'test ipc::test_unix_domain_socket_latency ... ok (1.2 microseconds)',
      'test gateway::test_10k_concurrent_streams ... ok',
      'test attention::test_kv_cache_block_eviction ... ok',
      'test result: ok. 5 passed; 0 failed; 0 ignored in 0.81s',
      'alex@hanzo-sandbox:~/systems-engine$ _',
    ],
    quickCommands: [
      'cargo test --package zap-rpc',
      'zen eval --benchmark throughput-10k-qps',
      'hanzo sys paged-attention-bench',
    ],
    commandOutputs: {
      'cargo test --package zap-rpc': [
        'running 5 tests',
        'test protocol::test_zero_copy_capnp_layout ... ok',
        'test memory::test_pinned_host_buffer_pool ... ok',
        'test ipc::test_unix_domain_socket_latency ... ok (1.1 microseconds)',
        'test gateway::test_10k_concurrent_streams ... ok',
        'test attention::test_kv_cache_block_eviction ... ok',
        'test result: ok. 5 passed; 0 failed; 0 ignored in 0.74s',
        '[RUST VERIFIED] Zero memory allocations in inner token streaming loop.',
      ],
      'zen eval --benchmark throughput-10k-qps': [
        '[SYSTEMS EVAL] Running Distributed Gateway Stress Test...',
        '  Concurrent clients: 10,000 | Request payload: 512 tokens prompt, 128 gen',
        '  - Throughput: 14,280 tokens/sec across 4x L4 cluster.',
        '  - P50 Latency: 1.2ms | P99 Latency: 3.4ms | P99.9 Latency: 6.8ms',
        '  - Zero memory leaks detected by Valgrind / AddressSanitizer.',
        '[STATUS] 10,000 QPS benchmark successfully sustained for 300 seconds.',
      ],
      'hanzo sys paged-attention-bench': [
        'KV-Cache Block Size: 16 tokens | Block Table Occupancy: 94.2%',
        'Memory Fragmentation: < 2.1% (Compared to 38.4% in naive contiguous buffer)',
        'Speculative Decoding Verification: 3.2 tokens verified per forward pass.',
        '[PERFORMANCE] Effective throughput multiplier: 2.8x baseline vLLM.',
      ],
    },
    graderTitle: 'High-Throughput Gateway & PagedAttention Harness',
    graderTasks: [
      { task: 'zap-rpc/zerocopy-ipc-test', cost: '$0.021', time: '0.4s', status: 'PASS' },
      { task: 'cuda/paged-attention-allocator', cost: '$0.038', time: '1.1s', status: 'PASS' },
      { task: 'speculative/draft-verification', cost: '$0.029', time: '0.9s', status: 'PASS' },
      { task: 'gateway/10k-qps-concurrency', cost: '$0.045', time: '1.5s', status: 'PASS' },
      { task: 'memory/leak-detection-sanitizer', cost: '$0.025', time: '0.8s', status: 'PASS' },
    ],
    codeInspectorTitle: 'PagedAttention Block Table Virtual Allocation',
    codeInspectorSubtitle: 'Non-contiguous GPU memory paging for dynamic KV cache tensors',
    codeInspectorDiff: [
      { type: 'del', text: '- float* kv_cache = malloc(max_seq_len * num_heads * head_dim * sizeof(float));' },
      { type: 'add', text: '+ struct BlockTable* table = paged_block_pool_acquire(req_id);' },
      { type: 'add', text: '+ void* physical_block = gpu_memory_map_virtual_page(table, logical_page_idx);' },
      { type: 'add', text: '+ assert(physical_block != NULL, "Out of PagedAttention block frames");' },
    ],
    codeInspectorValidation: 'AddressSanitizer clean: 0 heap overflows · 0 use-after-free · 0 memory leaks',
    resourceBreakdown: [
      { item: 'CUDA L4 Memory Virtualization Leases', cost: '$5.40' },
      { item: 'ZAP High-Frequency IPC Benchmarking', cost: '$1.20' },
      { item: 'Distributed Cluster Load Generator', cost: '$2.10' },
    ],
  },

  'ai-practitioner': {
    terminalPrompt: 'alex@hanzo-sandbox:~/mcp-orchestration$',
    initialHistory: [
      'alex@hanzo-sandbox:~/mcp-orchestration$ hanzo mcp doctor',
      '[OK] Model Context Protocol Daemon v1.2 active',
      '[OK] Configured servers: git, postgres, filesystem, web-search, zen-tools',
      '[OK] Compute credit balance: $21.40 USD remaining of $25.00 deposit',
      'alex@hanzo-sandbox:~/mcp-orchestration$ mcp test --servers git,postgres,zen',
      '======================== MCP Tool Calling Test Suite ========================',
      'test servers::git::handshake ... ok (JSON-RPC 2.0 handshake verified)',
      'test servers::postgres::schema_reflection ... ok (read_query safe mode)',
      'test tools::validation::strict_json_schema ... ok',
      'test agent::execution::zero_hallucination ... ok (100% parameter accuracy)',
      'test result: 4 passed; 0 failed in 0.35s',
      'alex@hanzo-sandbox:~/mcp-orchestration$ _',
    ],
    quickCommands: [
      'mcp test --servers git,postgres,zen',
      'zen eval --benchmark tool-calling-eval',
      'hanzo mcp doctor',
    ],
    commandOutputs: {
      'mcp test --servers git,postgres,zen': [
        '======================== MCP Tool Calling Test Suite ========================',
        'Server [git]: protocol version 2024-11-05 verified. 8 tools exported.',
        'Server [postgres]: read-only connection active. 4 tools exported.',
        'Server [zen]: high-speed embedding & reranking active.',
        '[OK] All 14 tool interfaces registered with strict JSON schema validation.',
      ],
      'zen eval --benchmark tool-calling-eval': [
        '[PRACTITIONER EVAL] Running Tool-Use Reliability Benchmark...',
        '  [1/5] mcp/jsonrpc-handshake-protocol: Verified -> PASS [100%]',
        '  [2/5] tools/schema-validation-test: Zero schema violations -> PASS [100%]',
        '  [3/5] function-calling/zero-hallucination: 100/100 parameters exact -> PASS [100%]',
        '  [4/5] orchestration/multi-server-pipeline: Pipeline chained -> PASS [100%]',
        '  [5/5] security/sandbox-permission-check: Read-only guard enforced -> PASS [100%]',
        '--------------------------------------------------------------------------------',
        '[SUMMARY] 100% tool-calling precision across 5 enterprise tool scenarios.',
      ],
      'hanzo mcp doctor': [
        '✓ MCP Daemon running on /var/run/hanzo-mcp.sock',
        '✓ stdio transport latency: 0.14ms',
        '✓ SSE transport latency: 1.1ms',
        '✓ Security isolation: chroot sandbox enabled for local filesystem tools',
        '[DOCTOR] All MCP systems operational. Zero configuration warnings.',
      ],
    },
    graderTitle: 'MCP Tool-Calling & Schema Reliability Harness',
    graderTasks: [
      { task: 'mcp/jsonrpc-handshake-protocol', cost: '$0.015', time: '0.4s', status: 'PASS' },
      { task: 'tools/schema-validation-test', cost: '$0.021', time: '0.6s', status: 'PASS' },
      { task: 'function-calling/zero-hallucination', cost: '$0.032', time: '0.9s', status: 'PASS' },
      { task: 'orchestration/multi-server-pipeline', cost: '$0.028', time: '0.8s', status: 'PASS' },
      { task: 'security/sandbox-permission-check', cost: '$0.018', time: '0.5s', status: 'PASS' },
    ],
    codeInspectorTitle: 'MCP Protocol Tool Declaration & JSON-RPC Transport',
    codeInspectorSubtitle: 'Strict JSON schema definitions preventing parameter hallucination',
    codeInspectorDiff: [
      { type: 'del', text: '- def call_external_db(raw_sql):' },
      { type: 'del', text: '-     return db.execute(raw_sql)' },
      { type: 'add', text: '+ def mcp_query_database(params: StrictQueryParams) -> ToolResult:' },
      { type: 'add', text: '+     validate_json_schema(params, DB_SCHEMA_V2)' },
      { type: 'add', text: '+     return mcp_client.send_request("postgres/query", params)' },
    ],
    codeInspectorValidation: 'JSON Schema v7: 100% parameter compliance · Zero SQL injection vectors',
    resourceBreakdown: [
      { item: 'Zen 6 Tool-Calling Fine-Tuned Model', cost: '$2.10' },
      { item: 'MCP Container Isolation Runtime', cost: '$0.90' },
      { item: 'Mock Enterprise Data & API Sandbox', cost: '$0.60' },
    ],
  },

  'ai-architect': {
    terminalPrompt: 'alex@hanzo-sandbox:~/enterprise-cluster$',
    initialHistory: [
      'alex@hanzo-sandbox:~/enterprise-cluster$ hanzo arch status',
      '[OK] Sovereign Multi-Cloud Fabric connected (AWS us-east-1 + GCP us-west1)',
      '[OK] Post-Quantum Cryptographic attestation module loaded (Kyber-1024)',
      '[OK] Compute credit balance: $102.50 USD remaining of $125.00 deposit',
      'alex@hanzo-sandbox:~/enterprise-cluster$ zen cluster health --region multi-cloud',
      '======================== Sovereign Topology Audit ========================',
      'Node 1 (us-west-gcp): 8x NVIDIA H100 SXM5 - Health: NOMINAL (Latency: 1.1ms)',
      'Node 2 (us-east-aws): 8x NVIDIA H100 SXM5 - Health: NOMINAL (Latency: 1.4ms)',
      'Decentralized Model State Checkpointing: Active on Lux Chain (Block #9,418,290)',
      'Autonomous Budget Kill-Switch: Verified at $5,000/hr ceiling',
      'alex@hanzo-sandbox:~/enterprise-cluster$ _',
    ],
    quickCommands: [
      'zen cluster health --region multi-cloud',
      'zen eval --benchmark fault-tolerance-dr',
      'hanzo arch audit-topology',
    ],
    commandOutputs: {
      'zen cluster health --region multi-cloud': [
        '======================== Sovereign Topology Audit ========================',
        'Multi-Cloud Fabric: BGP Anycast mesh verified between AWS and GCP.',
        'Zero-Trust Identity: SPIFFE/SPIRE micro-segmentation active across all pods.',
        'Confidential Computing: AMD SEV-SNP enclaves verified for model weights.',
        '[TOPOLOGY] Zero single points of failure across infrastructure matrix.',
      ],
      'zen eval --benchmark fault-tolerance-dr': [
        '[ARCHITECT EVAL] Running Disaster Recovery & Failover Benchmark...',
        '  [1/5] cluster/multi-tenant-zero-trust: Isolation verified -> PASS [100%]',
        '  [2/5] attestation/post-quantum-pki: Kyber-1024 signed -> PASS [100%]',
        '  [3/5] gpu-fabric/hybrid-interconnect: RoCE v2 low latency -> PASS [100%]',
        '  [4/5] governance/budget-killswitch-test: Dispatched trip in 40ms -> PASS [100%]',
        '  [5/5] disaster-recovery/checkpoint-replication: State resumed -> PASS [100%]',
        '--------------------------------------------------------------------------------',
        '[SUMMARY] Failover recovery completed in 1.4 seconds with zero lost tokens.',
      ],
      'hanzo arch audit-topology': [
        'Architecture Defense Verification: Certified for mission-critical banking & defense.',
        '  - Model weights encrypted at rest and in transit via Kyber-1024 post-quantum cipher.',
        '  - Automatic failover tested against intentional datacenter sever scenario.',
        '  - W3C Verifiable Credential standard certified by Hanzo Fellow review board.',
        '[AUDIT PASSED] Ready for Principal Architecture Board Defense.',
      ],
    },
    graderTitle: 'Multi-Region Sovereign Fault-Tolerance Harness',
    graderTasks: [
      { task: 'cluster/multi-tenant-zero-trust', cost: '$0.058', time: '1.4s', status: 'PASS' },
      { task: 'attestation/post-quantum-pki', cost: '$0.044', time: '1.1s', status: 'PASS' },
      { task: 'gpu-fabric/hybrid-interconnect', cost: '$0.068', time: '2.1s', status: 'PASS' },
      { task: 'governance/budget-killswitch-test', cost: '$0.035', time: '0.9s', status: 'PASS' },
      { task: 'disaster-recovery/checkpoint-replication', cost: '$0.075', time: '2.8s', status: 'PASS' },
    ],
    codeInspectorTitle: 'Zero-Trust SPIFFE Identity & Post-Quantum Attestation',
    codeInspectorSubtitle: 'Hardware-rooted model weight encryption and autonomous kill-switch circuit',
    codeInspectorDiff: [
      { type: 'del', text: '- def authenticate_node(node_token):' },
      { type: 'del', text: '-     return node_token == SHARED_SECRET_ENV' },
      { type: 'add', text: '+ def authenticate_spiffe_hardware_enclave(node_csr: bytes) -> VerifiedAttestation:' },
      { type: 'add', text: '+     kyber_verify = pq_crypto_verify_kyber1024(node_csr, ROOT_CERT)' },
      { type: 'add', text: '+     assert kyber_verify.sev_snp_enclave_valid, "Untrusted node: rejecting cluster join"' },
    ],
    codeInspectorValidation: 'Kyber-1024 & Dilithium-3: Post-quantum cryptographic proof confirmed on Lux Chain',
    resourceBreakdown: [
      { item: 'Sovereign Multi-Region Enclave Leases', cost: '$14.20' },
      { item: 'Post-Quantum Hardware Security Modules', cost: '$5.80' },
      { item: 'Disaster Recovery Replication Fabric', cost: '$3.50' },
    ],
  },
}