{ "schema_version": "v1", "generated": "2026-05-01", "platform": { "name": "Shihanai", "full_name": "Shihanai · Vertical Agentic AI Apprenticeship", "homepage": "/index.html", "descriptor": "/.well-known/agents.json", "sitemap": "/sitemap.xml", "contact": "bufferxtech@gmail.com" }, "tier_summary": { "free": { "price_usd": 0, "scope": "Module 01 of every track + reference library" }, "premium": { "price_usd": 480, "period": "annual", "scope": "all modules, sims, capstones in one vertical", "signup_url": "/auth/sign-up.html", "upgrade_url": "/upgrade.html" }, "enterprise": { "price_usd": null, "period": "custom", "scope": "all verticals, cohort delivery, SSO, IMDA-aligned reporting" } }, "tracks": [ { "slug": "telecom", "title": "Telecom & Network Operations", "eyebrow": "Anchor Vertical", "tier": "anchor", "lede": "The agentic AI program built by telco operators, for telco operators. Eight modules, three live simulations, four capstone projects — mapped to IMDA CSA CCoP 2.0, EU AI Act, GSMA, and TM Forum AN governance.", "stats": { "modules": 8, "hours": 36, "sims": 11, "capstones": 4, "addressable": "1.2M telco professionals" }, "tags": [ "IMDA · CCoP 2.0", "TM Forum", "3GPP MnS", "EU AI Act" ], "why": [ { "stat": "10,500", "label": "Ops tasks/month at Far EasTone NOC", "note": "16-second average response — only possible because their agents speak topology, not just text." }, { "stat": "L4", "label": "TM Forum Autonomous Network target", "note": "Cross-domain closed-loop with operator-on-the-loop — the realistic landing zone for production." }, { "stat": "Multi-vendor", "label": "By mandate, not preference", "note": "Real networks have Ericsson, Nokia, Huawei, Samsung, Mavenir. Normalization is not optional." } ], "track_url": "/track.html?track=telecom", "modules": [ { "slug": "01-data-foundations", "num": "01", "title": "Telco Data Foundations", "time": "4h", "tier": "free", "lede": "TM Forum SID, ODA, AN levels. 3GPP MnS. ETSI ZSM/ENI. OSS/BSS data models. Streaming telemetry. KPI/KQI/SLA hierarchies — and how agents reason over them.", "url": "/module.html?track=telecom&module=01-data-foundations", "has_deep_content": true }, { "slug": "02-agent-design", "num": "02", "title": "Telco-Aware Agent Design", "time": "5h", "tier": "premium", "lede": "Cell, sector, eNB/gNB, slice, bearer, PDU session as first-class agent concepts. Topology-aware reasoning. Multi-vendor normalization.", "url": "/module.html?track=telecom&module=02-agent-design", "has_deep_content": false }, { "slug": "03-mcp-servers", "num": "03", "title": "Telco MCP Servers", "time": "4h", "tier": "premium", "lede": "Build MCP servers for NetAct, Ericsson ENM, Cisco Crosswork, Nokia NetGuard, ServiceNow. gNMI/NETCONF wrappers. Safe-tool patterns.", "url": "/module.html?track=telecom&module=03-mcp-servers", "has_deep_content": false }, { "slug": "04-closed-loop", "num": "04", "title": "Closed-Loop & Safety", "time": "5h", "tier": "premium", "lede": "HITL vs HOTL vs autonomous. Change windows, blast-radius enforcement, kill switches. ETSI ZSM closed-loop. Policy-as-code with OPA/Rego.", "url": "/module.html?track=telecom&module=04-closed-loop", "has_deep_content": true }, { "slug": "05-sovereign-ai", "num": "05", "title": "Sovereign Telco AI", "time": "4h", "tier": "premium", "lede": "On-prem inference, air-gap, multi-cloud patterns. IMDA CSA CCoP 2.0, PDPA mapping, vendor neutrality, subscriber data residency.", "url": "/module.html?track=telecom&module=05-sovereign-ai", "has_deep_content": false }, { "slug": "06-agentops", "num": "06", "title": "Telco AgentOps", "time": "5h", "tier": "premium", "lede": "SLO design for agent-driven operations. MTTR, MTTD, change success rate, false-positive rate. Telco-specific cost attribution.", "url": "/module.html?track=telecom&module=06-agentops", "has_deep_content": false }, { "slug": "07-frontier-surfaces", "num": "07", "title": "Frontier Surfaces", "time": "4h", "tier": "premium", "lede": "Computer-use & browser agents, real-time voice, reasoning models in agent loops, A2A protocols. Operational shapes, not demos.", "url": "/module.html?track=telecom&module=07-frontier-surfaces", "has_deep_content": false }, { "slug": "08-eval-redteam", "num": "08", "title": "Eval & Red-team", "time": "5h", "tier": "premium", "lede": "Operational eval: regression suites, golden traces, synthetic eval generation, red-team battery, pre-promotion CI gate, eval cards.", "url": "/module.html?track=telecom&module=08-eval-redteam", "has_deep_content": false } ], "simulations": [ { "id": "noc-pipeline", "num": "01", "title": "Multi-agent NOC pipeline", "time": "10 min", "tags": [ "Pipeline", "Synthetic data" ], "lede": "Stream synthetic 5G alarms through a 5-agent pipeline: detect → correlate → diagnose → execute → verify. Watch MTTR fall in real time.", "url": "/sim.html?track=telecom&sim=noc-pipeline" }, { "id": "alarm-storm", "num": "02", "title": "Alarm storm correlation", "time": "8 min", "tags": [ "TM Forum AN L4", "Topology" ], "lede": "Topology-aware grouping in action. Toggle the correlator on/off, watch noise reduction and false-positive rate move with operator-configurable thresholds.", "url": "/sim.html?track=telecom&sim=alarm-storm" }, { "id": "cell-sleep", "num": "03", "title": "RAN cell-sleep decision agent", "time": "12 min", "tags": [ "Closed-loop", "Energy" ], "lede": "Tune traffic, weather, and SLA-protection thresholds. The agent decides which cells to sleep. Score on energy savings vs SLA breach risk.", "url": "/sim.html?track=telecom&sim=cell-sleep" }, { "id": "alarm-normalizer", "num": "04", "title": "Multi-vendor alarm normalizer", "time": "6 min", "tags": [ "Multi-vendor", "Schema" ], "lede": "Watch raw Ericsson, Nokia, Huawei and Samsung alarm payloads collapse into a single agent-facing schema. Stream a mixed feed and see normalization rates by vendor.", "url": "/sim.html?track=telecom&sim=alarm-normalizer" }, { "id": "kpi-chain", "num": "05", "title": "KPI → KQI → SLA reasoning chain", "time": "8 min", "tags": [ "TM Forum SID", "Reasoning" ], "lede": "Pick a fault scenario; walk the agent up the KPI/KQI/SLA hierarchy step by step until it lands on a recommended action with rationale.", "url": "/sim.html?track=telecom&sim=kpi-chain" }, { "id": "topology-blast", "num": "06", "title": "Topology blast-radius visualizer", "time": "8 min", "tags": [ "Topology", "Blast-radius" ], "lede": "Click any link or non-core node to simulate a fault. Downstream sites/cells/users are computed live; SLA exposure flags URLLC industrial as red.", "url": "/sim.html?track=telecom&sim=topology-blast" }, { "id": "mcp-toolsafety", "num": "07", "title": "MCP tool-safety sandbox", "time": "6 min", "tags": [ "MCP", "Safety" ], "lede": "Five attack vectors against an MCP tool: benign, large-blast, out-of-window, privileged, and prompt-injection. Toggle dry-run, blast-cap, rollback and policy independently.", "url": "/sim.html?track=telecom&sim=mcp-toolsafety" }, { "id": "policy-editor", "num": "08", "title": "OPA/Rego policy editor", "time": "10 min", "tags": [ "Policy-as-code", "OPA" ], "lede": "Edit a live OPA-flavored policy with sliders and toggles, run six scenarios through it, watch each rule pass or fail with a full evaluation trace.", "url": "/sim.html?track=telecom&sim=policy-editor" }, { "id": "deployment-chooser", "num": "09", "title": "Sovereign deployment chooser", "time": "5 min", "tags": [ "Sovereignty", "CCoP 2.0" ], "lede": "Pick your data-residency obligations and cloud preference; the chooser maps you to air-gap, sovereign-cloud, hybrid, or pure public — with regulator citations.", "url": "/sim.html?track=telecom&sim=deployment-chooser" }, { "id": "shadow-replay", "num": "10", "title": "Shadow-mode A/B replay", "time": "10 min", "tags": [ "Eval", "Promotion gate" ], "lede": "Run a candidate model alongside production over a synthetic incident stream. Track agreement, list divergences by risk, gate promotion at a tunable threshold.", "url": "/sim.html?track=telecom&sim=shadow-replay" }, { "id": "agentops", "num": "11", "title": "AgentOps SLO + cost calculator", "time": "8 min", "tags": [ "AgentOps", "Unit economics" ], "lede": "Eleven inputs, four KPIs, two SLO checks, one verdict. Tune events, tokens, FP rate; see whether the agent saves money or burns it.", "url": "/sim.html?track=telecom&sim=agentops" } ], "capstones": [ { "num": "01", "title": "Multi-agent NOC", "category": "Network Operations", "effort": "60–80h", "tags": [ "Modules 1, 2, 3, 6", "IMDA-aligned" ], "lede": "Build a five-agent NOC: detector, correlator, diagnoser, orchestrator, verifier. Realistic alarm streams from a synthetic 5G network. Must hit defined MTTR, false-positive, and auto-resolution targets, with full audit trails and IMDA-aligned governance evidence.", "url": "/capstone.html?track=telecom&num=01" }, { "num": "02", "title": "RAN energy-efficiency agent", "category": "RAN", "effort": "40–60h", "tags": [ "Modules 2, 4, 6", "Closed-loop" ], "lede": "Build an agent that decides when to sleep cells based on traffic, weather, and event calendars — with hard safety guardrails for emergency calls. Graded on energy savings AND SLA preservation.", "url": "/capstone.html?track=telecom&num=02" }, { "num": "03", "title": "Customer churn intervention", "category": "Customer Operations", "effort": "40–60h", "tags": [ "Modules 3, 5, 6", "PDPA" ], "lede": "Multi-agent: detect risk → build offer → request approval within authority limits → execute via CRM → measure outcome. PDPA-compliant.", "url": "/capstone.html?track=telecom&num=03" }, { "num": "04", "title": "Closed-loop slice assurance", "category": "5G Core", "effort": "60–80h", "tags": [ "Modules 1, 2, 4", "3GPP MnS" ], "lede": "Instantiate, monitor, self-heal a 5G slice with intent-based policies. Realistic 3GPP MnS interfaces.", "url": "/capstone.html?track=telecom&num=04" } ] }, { "slug": "finance", "title": "Financial Services & Banking", "eyebrow": "Expand 1 · Largest pure spend", "tier": "expand-1", "lede": "Largest pure spend, fastest production adoption. $50B in agentic AI spend in 2025, 160+ named bank deployments. Mapped to MAS FEAT, US SR 11-7, EBA, IFRS 9, and PDPA.", "stats": { "modules": 8, "hours": 38, "sims": 3, "capstones": 4, "addressable": "$50B agentic AI spend" }, "tags": [ "MAS FEAT", "SR 11-7", "EBA", "IFRS 9" ], "why": [ { "stat": "160+", "label": "Named bank deployments", "note": "From DBS to JPMorgan, agents are out of POC and into production. Model risk frameworks are catching up." }, { "stat": "MAS FEAT v2", "label": "Refreshed Apr 2026", "note": "Explicit guidance on agentic systems. Transparency artefacts need update; most existing FEAT mappings hold." }, { "stat": "ISO 20022", "label": "Migration tail through 2027", "note": "MX schemas displacing MT. Agents reading payment streams must speak both during the transition." } ], "track_url": "/track.html?track=finance", "modules": [ { "slug": "01-financial-data", "num": "01", "title": "Financial Data Foundations", "time": "5h", "tier": "free", "lede": "ISO 20022, FIX, FpML, FIBO, BIAN, AnaCredit. Core-bank ledger shapes, payment-rail telemetry, regulatory reporting feeds.", "url": "/module.html?track=finance&module=01-financial-data", "has_deep_content": true }, { "slug": "02-compliance-agents", "num": "02", "title": "Compliance-Aware Agent Design", "time": "5h", "tier": "premium", "lede": "AML, KYC, sanctions, disclosure rules as first-class agent constraints. Authority limits encoded as policy.", "url": "/module.html?track=finance&module=02-compliance-agents", "has_deep_content": true }, { "slug": "03-bank-mcp", "num": "03", "title": "Bank MCP Servers", "time": "5h", "tier": "premium", "lede": "MCP for core banking, payments, market data, CRM. Adapter patterns for FIS, Temenos, Mambu, Bloomberg, ServiceNow.", "url": "/module.html?track=finance&module=03-bank-mcp", "has_deep_content": false }, { "slug": "04-model-risk", "num": "04", "title": "Model Risk & MRM", "time": "5h", "tier": "premium", "lede": "SR 11-7, EBA, MAS FEAT, OCC heightened standards. Lineage, challenger models, validation packs, agent-as-decision boundary.", "url": "/module.html?track=finance&module=04-model-risk", "has_deep_content": false }, { "slug": "05-privacy-fs", "num": "05", "title": "Privacy & FS Sovereignty", "time": "4h", "tier": "premium", "lede": "PDPA, GDPR, customer-data residency, SOC 2 / ISO 27001 alignment, KYC data minimization, on-prem inference patterns.", "url": "/module.html?track=finance&module=05-privacy-fs", "has_deep_content": false }, { "slug": "06-regtech-agentops", "num": "06", "title": "RegTech AgentOps", "time": "4h", "tier": "premium", "lede": "Drift tied to regulatory outcomes, bias slices, audit-on-demand, agent kill-switch tied to risk appetite.", "url": "/module.html?track=finance&module=06-regtech-agentops", "has_deep_content": false }, { "slug": "07-fs-frontier", "num": "07", "title": "FS Frontier Surfaces", "time": "4h", "tier": "premium", "lede": "Computer-use through trader workflows, voice for fraud-confirmation, reasoning models for credit memos, A2A bank-to-bank.", "url": "/module.html?track=finance&module=07-fs-frontier", "has_deep_content": false }, { "slug": "08-fs-eval", "num": "08", "title": "FS Eval & Red-team", "time": "5h", "tier": "premium", "lede": "Synthetic regulator persona, prompt-injection on financial advice, hallucination on disclosures, SR 11-7-aligned eval cards.", "url": "/module.html?track=finance&module=08-fs-eval", "has_deep_content": false } ], "simulations": [ { "id": "txn-graph", "num": "01", "title": "Transaction-graph AML pipeline", "time": "10 min", "tags": [ "Graph", "AML" ], "lede": "Watch a multi-agent AML pipeline triage suspicious transaction patterns. Toggle graph features on/off — see the SAR-quality drop.", "url": "/sim.html?track=finance&sim=txn-graph" }, { "id": "credit-challenger", "num": "02", "title": "Challenger-model credit memo", "time": "8 min", "tags": [ "SR 11-7", "Lineage" ], "lede": "Two challengers disagree with the production model on three credit cases. The agent reconciles, flags lineage, drafts the memo.", "url": "/sim.html?track=finance&sim=credit-challenger" }, { "id": "feat-scorer", "num": "03", "title": "MAS FEAT scoring agent", "time": "8 min", "tags": [ "MAS FEAT", "Audit" ], "lede": "Synthetic loan decisions through MAS FEAT v2 transparency checks. Watch the agent emit the artefacts the regulator expects.", "url": "/sim.html?track=finance&sim=feat-scorer" } ], "capstones": [ { "num": "01", "title": "KYC/AML multi-agent pipeline", "category": "FinCrime", "effort": "60–80h", "tags": [ "Modules 1, 2, 3", "MAS" ], "lede": "Multi-agent KYC + AML pipeline over synthetic 24-month transaction history. Hits MAS-aligned SAR quality, FP, and time-to-decision targets.", "url": "/capstone.html?track=finance&num=01" }, { "num": "02", "title": "Credit memo drafting agent", "category": "Credit", "effort": "60–80h", "tags": [ "Modules 2, 4", "SR 11-7" ], "lede": "Agent that ingests financials + macro signals and drafts a credit memo with full lineage, challenger checks, and SR 11-7-style validation.", "url": "/capstone.html?track=finance&num=02" }, { "num": "03", "title": "Trade surveillance & spoofing detection", "category": "Markets", "effort": "40–60h", "tags": [ "Modules 1, 4, 8" ], "lede": "Detect spoofing/layering in a synthetic order-book stream. Operator-tunable thresholds. Pass criteria: precision and recall on planted cases.", "url": "/capstone.html?track=finance&num=03" }, { "num": "04", "title": "Disputes & fraud resolution agent", "category": "Customer Ops", "effort": "40–60h", "tags": [ "Modules 2, 3, 6", "PDPA" ], "lede": "Multi-agent disputes flow: triage → evidence assembly → decision → notification → outcome tracking. Authority-bounded; full audit trail.", "url": "/capstone.html?track=finance&num=04" } ] }, { "slug": "healthcare", "title": "Healthcare & Life Sciences", "eyebrow": "Expand 2 · Highest ROI, highest friction", "tier": "expand-2", "lede": "Highest agent ROI, highest regulatory friction. Six modules, three live simulations, three capstones. Mapped to FDA Good Machine Learning Practice, HIPAA, EU MDR/IVDR, IMDRF SaMD, and Singapore HSA/PDPA Healthcare guidelines.", "stats": { "modules": 8, "hours": 38, "sims": 3, "capstones": 3, "addressable": "$150B annual savings (Accenture)" }, "tags": [ "FDA GMLP", "HIPAA", "EU MDR", "IMDRF SaMD" ], "why": [ { "stat": "84% / 68%", "label": "Comfort with end-to-end AI / agents in use", "note": "KPMG survey: healthcare leadership comfortable with autonomous AI for specific processes." }, { "stat": "$150B", "label": "Annual savings by 2026", "note": "Accenture: AI applications in healthcare can generate up to $150B annually." }, { "stat": "Reg moat", "label": "Depth justifies premium", "note": "FDA SaMD framework, HIPAA, MDR/IVDR — depth of expertise is exactly what justifies premium training." } ], "track_url": "/track.html?track=healthcare", "modules": [ { "slug": "01-clinical-data", "num": "01", "title": "Clinical Data Foundations", "time": "5h", "tier": "free", "lede": "FHIR R5, USCDI, OMOP, OpenEHR, DICOM, plus ICD/SNOMED/RxNorm/LOINC clinical vocabularies.", "url": "/module.html?track=healthcare&module=01-clinical-data", "has_deep_content": true }, { "slug": "02-clinical-agents", "num": "02", "title": "Clinical Agent Design", "time": "5h", "tier": "premium", "lede": "Clinician-aware design, vulnerable patient protocols, hard safety bounds, escalation discipline.", "url": "/module.html?track=healthcare&module=02-clinical-agents", "has_deep_content": false }, { "slug": "03-healthcare-mcp", "num": "03", "title": "Healthcare-Specific MCP Servers", "time": "4h", "tier": "premium", "lede": "Epic, Cerner/Oracle Health, Nuance/Abridge, payer adapters · HIPAA-aware tool design.", "url": "/module.html?track=healthcare&module=03-healthcare-mcp", "has_deep_content": false }, { "slug": "04-fda-samd-safety", "num": "04", "title": "FDA SaMD & Clinical Safety", "time": "5h", "tier": "premium", "lede": "FDA GMLP, PCCP, IMDRF SaMD risk framework, EU MDR/IVDR, clinical evaluation.", "url": "/module.html?track=healthcare&module=04-fda-samd-safety", "has_deep_content": true }, { "slug": "05-clinical-eval", "num": "05", "title": "Clinical Evaluation Methodology", "time": "4h", "tier": "premium", "lede": "Clinical eval: sensitivity/specificity/PPV/NPV, calibration, utility, fairness slices.", "url": "/module.html?track=healthcare&module=05-clinical-eval", "has_deep_content": false }, { "slug": "06-healthcare-agentops", "num": "06", "title": "Regulated Healthcare AgentOps", "time": "4h", "tier": "premium", "lede": "HIPAA, BAAs, consent, audit, post-market surveillance, drift tied to clinical outcomes.", "url": "/module.html?track=healthcare&module=06-healthcare-agentops", "has_deep_content": false }, { "slug": "07-clinical-frontier", "num": "07", "title": "Frontier — Healthcare", "time": "5h", "tier": "premium", "lede": "Computer-use & browser agents, real-time voice, reasoning models, A2A — healthcare shapes.", "url": "/module.html?track=healthcare&module=07-clinical-frontier", "has_deep_content": false }, { "slug": "08-clinical-redteam", "num": "08", "title": "Eval & red-team — Healthcare", "time": "5h", "tier": "premium", "lede": "Operational eval: regression, golden traces, synthetic eval, red-team battery, eval cards.", "url": "/module.html?track=healthcare&module=08-clinical-redteam", "has_deep_content": false } ], "simulations": [ { "id": "cds-sandbox", "num": "01", "title": "CDS sandbox · agent reasoning with safety guardrails", "time": "8 min", "tags": [ "FDA SaMD", "Safety" ], "lede": "Pick a synthetic patient case. Watch the agent reason within bounds, then toggle off safety to see what an unconstrained agent does.", "url": "/sim.html?track=healthcare&sim=cds-sandbox" }, { "id": "prior-auth", "num": "02", "title": "Prior authorization agent flow", "time": "8 min", "tags": [ "Payer", "Workflow" ], "lede": "Three real-shape prior-auth requests. Walk through policy retrieval, clinical-evidence assembly, submission, payer decision, and appeal.", "url": "/sim.html?track=healthcare&sim=prior-auth" }, { "id": "pv-signal", "num": "03", "title": "Pharmacovigilance signal detector", "time": "8 min", "tags": [ "PV", "ICSR" ], "lede": "Stream synthetic PV feeds. Watch the agent surface drug-event signals, file ICSRs when corroborating evidence accumulates.", "url": "/sim.html?track=healthcare&sim=pv-signal" } ], "capstones": [ { "num": "01", "title": "Ambient documentation agent", "category": "Documentation", "effort": "50–70h", "tags": [ "EHR", "FHIR R5" ], "lede": "Build an ambient agent (Abridge / Nuance DAX pattern) that generates SOAP notes, billing-code suggestions, and clinician-review workflow. Evaluated on clinical accuracy, time savings, and HIPAA compliance.", "url": "/capstone.html?track=healthcare&num=01" }, { "num": "02", "title": "Prior authorization multi-agent", "category": "Payer", "effort": "40–60h", "tags": [ "Payer", "RegOps" ], "lede": "Multi-agent: payer policy retrieval → clinical evidence assembly → submission → denial appeal. Realistic synthetic payer policies. Track time-to-decision and appeal success rate.", "url": "/capstone.html?track=healthcare&num=02" }, { "num": "03", "title": "Pharmacovigilance signal agent", "category": "Pharma", "effort": "40–60h", "tags": [ "PV", "ICSR" ], "lede": "Continuous scanner over literature, social media, EHR, FAERS for drug safety signals. ICSR drafting in E2B R3 format. Pass criteria: high recall on planted signals, low FP on noise.", "url": "/capstone.html?track=healthcare&num=03" } ] }, { "slug": "public-sector", "title": "Public Sector & GovTech", "eyebrow": "Expand 1 · APAC-anchored", "tier": "expand-1", "lede": "Massive, well-funded, APAC-anchored. Agentic State / Bürokratt / LifeSG references. $22B → $98B market by 2033.", "stats": { "modules": 8, "hours": 36, "sims": 3, "capstones": 3, "addressable": "$22B → $98B by 2033" }, "tags": [ "WEF Agentic State", "EU AI Act", "GovTech SG", "FedRAMP" ], "why": [ { "stat": "$22B → $98B", "label": "Market 2024 → 2033", "note": "Public-sector agentic spend is on a 17% CAGR. APAC governments are the testbed." }, { "stat": "WEF Agentic State", "label": "Reference architecture", "note": "Bürokratt (Estonia), LifeSG (Singapore), gov.uk (UK) — agentic patterns published as public good." }, { "stat": "EU AI Act", "label": "High-risk by default", "note": "Most public-sector use cases land in high-risk. Conformity assessments are part of procurement." } ], "track_url": "/track.html?track=public-sector", "modules": [ { "slug": "01-gov-data", "num": "01", "title": "Government Data Foundations", "time": "5h", "tier": "free", "lede": "Schema.org Gov, NIEM, Data.gov standards. Citizen records, permits, registries, identity-graph patterns.", "url": "/module.html?track=public-sector&module=01-gov-data", "has_deep_content": true }, { "slug": "02-citizen-agents", "num": "02", "title": "Citizen-facing Agent Design", "time": "5h", "tier": "premium", "lede": "Multi-language, accessibility-first, trust-by-default. Vulnerable-population protocols and explainability requirements.", "url": "/module.html?track=public-sector&module=02-citizen-agents", "has_deep_content": false }, { "slug": "03-gov-mcp", "num": "03", "title": "GovTech MCP Servers", "time": "4h", "tier": "premium", "lede": "MCP for permit systems, identity registries, payment rails, GIS, and inter-ministry exchange protocols.", "url": "/module.html?track=public-sector&module=03-gov-mcp", "has_deep_content": false }, { "slug": "04-accountability", "num": "04", "title": "Accountability & Public Trust", "time": "5h", "tier": "premium", "lede": "Audit-by-default, FOI/transparency obligations, algorithmic-impact assessments, citizen recourse.", "url": "/module.html?track=public-sector&module=04-accountability", "has_deep_content": false }, { "slug": "05-multi-tenant", "num": "05", "title": "Multi-tenant & Multi-jurisdiction", "time": "4h", "tier": "premium", "lede": "Federation across ministries, data-residency by default, intra-government A2A bridges.", "url": "/module.html?track=public-sector&module=05-multi-tenant", "has_deep_content": false }, { "slug": "06-gov-agentops", "num": "06", "title": "GovTech AgentOps", "time": "4h", "tier": "premium", "lede": "Public-sector SLOs, citizen-impact dashboards, drift tied to service equity, kill-switch by ombudsman.", "url": "/module.html?track=public-sector&module=06-gov-agentops", "has_deep_content": false }, { "slug": "07-gov-frontier", "num": "07", "title": "Frontier — Public Sector", "time": "5h", "tier": "premium", "lede": "Computer-use through legacy gov portals, voice for hotlines, reasoning for policy drafting, A2A inter-agency.", "url": "/module.html?track=public-sector&module=07-gov-frontier", "has_deep_content": false }, { "slug": "08-gov-redteam", "num": "08", "title": "Eval & red-team — GovTech", "time": "5h", "tier": "premium", "lede": "Adversarial citizen probes, language injection, jurisdictional confusion, recourse-loop testing.", "url": "/module.html?track=public-sector&module=08-gov-redteam", "has_deep_content": false } ], "simulations": [ { "id": "citizen-journey", "num": "01", "title": "Citizen journey orchestrator", "time": "10 min", "tags": [ "LifeSG", "Multi-step" ], "lede": "Walk a citizen through a 7-step permit application. The agent orchestrates calls across ministries; you watch handoffs and consent prompts.", "url": "/sim.html?track=public-sector&sim=citizen-journey" }, { "id": "rfp-analyzer", "num": "02", "title": "Procurement RFP analyzer", "time": "8 min", "tags": [ "Procurement", "Compliance" ], "lede": "Three RFP responses through a compliance-checker agent. Bias slices, lineage, recommendation memo.", "url": "/sim.html?track=public-sector&sim=rfp-analyzer" }, { "id": "trust-dashboard", "num": "03", "title": "Public trust dashboard", "time": "6 min", "tags": [ "Audit", "Transparency" ], "lede": "Citizen-facing dashboard showing what an agent did, why, and how to appeal. Live signal mix.", "url": "/sim.html?track=public-sector&sim=trust-dashboard" } ], "capstones": [ { "num": "01", "title": "Citizen journey orchestrator", "category": "Service Delivery", "effort": "50–70h", "tags": [ "Multi-ministry", "Accessibility" ], "lede": "Multi-agent orchestrator across permit, identity, and payment systems. Multilingual, accessibility-first, full audit trail.", "url": "/capstone.html?track=public-sector&num=01" }, { "num": "02", "title": "Procurement RFP intelligence", "category": "Procurement", "effort": "40–60h", "tags": [ "Compliance", "Bias slices" ], "lede": "Agent that ingests RFP responses, runs compliance checks, surfaces bias slices, drafts recommendation memo. Full lineage required.", "url": "/capstone.html?track=public-sector&num=02" }, { "num": "03", "title": "Regulatory horizon scanner", "category": "Policy", "effort": "40–60h", "tags": [ "FOI", "Transparency" ], "lede": "Continuous agent monitoring legislative and regulatory feeds, surfacing impact for ministries. Citation-grounded; FOI-ready audit.", "url": "/capstone.html?track=public-sector&num=03" } ] }, { "slug": "energy", "title": "Energy & Utilities", "eyebrow": "Expand 2 · OT/IT convergence", "tier": "expand-2", "lede": "Underrated, high-stakes, growing fast. 25–40-year asset lives, increasingly AI-instrumented grids, OT/IT convergence. Mapped to IEC 62443, NERC CIP, IEC 61850, and ISO 27019.", "stats": { "modules": 8, "hours": 36, "sims": 3, "capstones": 3, "addressable": "Grid + DERMS + utilities" }, "tags": [ "IEC 62443", "NERC CIP", "IEC 61850", "ISO 27019" ], "why": [ { "stat": "25–40 yr", "label": "Asset lives — operating envelopes evolve slowly", "note": "Agents must respect deeply conservative engineering norms; OT/IT convergence is a regulated boundary." }, { "stat": "DERMS", "label": "Distributed energy resource management", "note": "Solar, BESS, EV, demand-response orchestrated by agents. New SLO shape: dispatch latency vs. grid stability." }, { "stat": "OT", "label": "Air-gap, not IT-cloud", "note": "Operational tech sits on its own network. Bridging requires Module 5 sovereignty patterns and IEC 62443 zones." } ], "track_url": "/track.html?track=energy", "modules": [ { "slug": "01-energy-data", "num": "01", "title": "Energy & Grid Data Foundations", "time": "5h", "tier": "free", "lede": "IEC 61850, CIM, DNP3, OPC UA, MQTT for OT. SCADA, PI System, AVEVA, GIS, and AMI data shapes.", "url": "/module.html?track=energy&module=01-energy-data", "has_deep_content": true }, { "slug": "02-ot-agents", "num": "02", "title": "OT-Aware Agent Design", "time": "5h", "tier": "premium", "lede": "Substation, feeder, DER, BESS, EV charger as first-class concepts. Air-gap-respecting reasoning. Conservative action defaults.", "url": "/module.html?track=energy&module=02-ot-agents", "has_deep_content": false }, { "slug": "03-utility-mcp", "num": "03", "title": "Utility MCP Servers", "time": "4h", "tier": "premium", "lede": "MCP for SCADA, DERMS, GIS, work-management, AMI head-end. IEC 62443 zone-aware tool design.", "url": "/module.html?track=energy&module=03-utility-mcp", "has_deep_content": false }, { "slug": "04-ot-it-safety", "num": "04", "title": "OT/IT Convergence & Safety", "time": "5h", "tier": "premium", "lede": "IEC 62443 zones/conduits, NERC CIP requirements, blast-radius enforcement on the OT side. Kill switches.", "url": "/module.html?track=energy&module=04-ot-it-safety", "has_deep_content": false }, { "slug": "05-sovereign-cii", "num": "05", "title": "Sovereign Energy AI", "time": "4h", "tier": "premium", "lede": "On-prem inference, OT-air-gap patterns, jurisdiction-aware data flow, CII regulator alignment.", "url": "/module.html?track=energy&module=05-sovereign-cii", "has_deep_content": false }, { "slug": "06-grid-agentops", "num": "06", "title": "Grid AgentOps", "time": "4h", "tier": "premium", "lede": "Drift on dispatch, SLO on outage restoration, post-event review tied to NERC reportable events.", "url": "/module.html?track=energy&module=06-grid-agentops", "has_deep_content": false }, { "slug": "07-energy-frontier", "num": "07", "title": "Frontier — Energy", "time": "5h", "tier": "premium", "lede": "Computer-use on operator screens, voice for dispatch, reasoning models for restoration plans, A2A grid-to-grid.", "url": "/module.html?track=energy&module=07-energy-frontier", "has_deep_content": false }, { "slug": "08-energy-redteam", "num": "08", "title": "Eval & red-team — Energy", "time": "5h", "tier": "premium", "lede": "Adversarial OT probes, false-data injection, dispatch-loop manipulation, NERC CIP-aligned eval cards.", "url": "/module.html?track=energy&module=08-energy-redteam", "has_deep_content": false } ], "simulations": [ { "id": "grid-anomaly", "num": "01", "title": "Grid anomaly detector", "time": "8 min", "tags": [ "SCADA", "Anomaly" ], "lede": "Stream synthetic substation telemetry. The agent surfaces correlated anomalies before SCADA alarms fire.", "url": "/sim.html?track=energy&sim=grid-anomaly" }, { "id": "bess-dispatch", "num": "02", "title": "BESS dispatch agent", "time": "10 min", "tags": [ "DERMS", "Dispatch" ], "lede": "Tune market and grid signals. The agent decides when to charge/discharge a battery fleet. Score on revenue vs. grid stress.", "url": "/sim.html?track=energy&sim=bess-dispatch" }, { "id": "ot-it-security", "num": "03", "title": "OT/IT zone-crossing detector", "time": "6 min", "tags": [ "IEC 62443", "Zone" ], "lede": "Synthetic packet flows across zones. Agent flags policy violations, suggests contained responses.", "url": "/sim.html?track=energy&sim=ot-it-security" } ], "capstones": [ { "num": "01", "title": "Grid anomaly multi-agent", "category": "Operations", "effort": "60–80h", "tags": [ "SCADA", "NERC CIP" ], "lede": "Multi-agent system over synthetic substation telemetry. Detect, correlate, dispatch field crew, document for NERC reporting.", "url": "/capstone.html?track=energy&num=01" }, { "num": "02", "title": "DERMS dispatch agent", "category": "Markets", "effort": "50–70h", "tags": [ "DERMS", "Closed-loop" ], "lede": "Battery + DER fleet dispatch with hard grid-stability bounds. Graded on revenue and on zero stability incidents.", "url": "/capstone.html?track=energy&num=02" }, { "num": "03", "title": "Outage restoration orchestrator", "category": "Reliability", "effort": "60–80h", "tags": [ "GIS", "Field ops" ], "lede": "Multi-agent restoration: outage detection → crew dispatch → customer comms → ARC reporting. Pass criteria on restoration time.", "url": "/capstone.html?track=energy&num=03" } ] }, { "slug": "manufacturing", "title": "Manufacturing & Industrial Ops", "eyebrow": "Expand 3 · Asia is the core", "tier": "expand-3", "lede": "Asia is the global manufacturing core. Predictive maintenance, quality, supply-chain orchestration. Digital twin native. Mapped to IEC 61508, ISA-95, ISO 26262, IEC 62443, and ISO 9001.", "stats": { "modules": 8, "hours": 34, "sims": 3, "capstones": 3, "addressable": "Asia industrial core" }, "tags": [ "IEC 61508", "ISA-95", "ISO 26262", "IEC 62443" ], "why": [ { "stat": "Digital twin native", "label": "Models exist already", "note": "Agents inherit topology from the twin instead of inventing it. Most other verticals have to build the graph." }, { "stat": "ISA-95", "label": "L0 → L4 levels", "note": "Same logic as TM Forum's autonomy ladder. Production agents land at L2-L3 with operator-on-the-loop." }, { "stat": "Functional safety", "label": "IEC 61508 SIL", "note": "Safety-rated logic is non-negotiable. Agents are advisory above SIL-rated controllers, not in the safety loop." } ], "track_url": "/track.html?track=manufacturing", "modules": [ { "slug": "01-ot-data", "num": "01", "title": "OT Data Foundations", "time": "5h", "tier": "free", "lede": "ISA-95, OPC UA, MQTT Sparkplug B, OEE, SPC, MES, ERP. PI System, AVEVA, Siemens MindSphere shapes.", "url": "/module.html?track=manufacturing&module=01-ot-data", "has_deep_content": true }, { "slug": "02-industrial-agents", "num": "02", "title": "Industrial Agent Design", "time": "5h", "tier": "premium", "lede": "Asset, line, cell, work-center, batch as first-class concepts. Digital-twin-aware reasoning. Conservative action defaults.", "url": "/module.html?track=manufacturing&module=02-industrial-agents", "has_deep_content": false }, { "slug": "03-mfg-mcp", "num": "03", "title": "Manufacturing MCP Servers", "time": "4h", "tier": "premium", "lede": "MCP for MES, Historian, CMMS, SCADA, ERP. Vendor-neutral tool wrappers; ISA-95 zone-aware.", "url": "/module.html?track=manufacturing&module=03-mfg-mcp", "has_deep_content": false }, { "slug": "04-functional-safety", "num": "04", "title": "Functional Safety Boundaries", "time": "5h", "tier": "premium", "lede": "IEC 61508, ISO 26262 SIL, hazard analysis, agent-as-advisor vs. agent-as-actuator, explicit safety carve-outs.", "url": "/module.html?track=manufacturing&module=04-functional-safety", "has_deep_content": false }, { "slug": "05-multi-site", "num": "05", "title": "Multi-site & Sovereign Mfg", "time": "4h", "tier": "premium", "lede": "Multi-plant federation, jurisdictional data flows, plant-floor air-gap, supply-partner A2A.", "url": "/module.html?track=manufacturing&module=05-multi-site", "has_deep_content": false }, { "slug": "06-plant-agentops", "num": "06", "title": "Plant AgentOps", "time": "4h", "tier": "premium", "lede": "OEE-tied drift, throughput SLOs, change-window discipline, post-incident playbooks tied to engineering review.", "url": "/module.html?track=manufacturing&module=06-plant-agentops", "has_deep_content": false }, { "slug": "07-mfg-frontier", "num": "07", "title": "Frontier — Manufacturing", "time": "4h", "tier": "premium", "lede": "Computer-use on legacy operator panels, voice for floor coordination, vision-grounded reasoning, A2A supplier loops.", "url": "/module.html?track=manufacturing&module=07-mfg-frontier", "has_deep_content": false }, { "slug": "08-mfg-redteam", "num": "08", "title": "Eval & red-team — Mfg", "time": "5h", "tier": "premium", "lede": "Adversarial sensor probes, SPC manipulation, recipe-injection, traceability-loop testing.", "url": "/module.html?track=manufacturing&module=08-mfg-redteam", "has_deep_content": false } ], "simulations": [ { "id": "predictive-maint", "num": "01", "title": "Predictive maintenance triage", "time": "8 min", "tags": [ "RUL", "Twin" ], "lede": "Stream vibration + thermal signals from a synthetic motor fleet. The agent prioritizes work orders against capacity.", "url": "/sim.html?track=manufacturing&sim=predictive-maint" }, { "id": "quality-vision", "num": "02", "title": "Vision-grounded quality agent", "time": "8 min", "tags": [ "Vision", "SPC" ], "lede": "Synthetic line images with planted defects. Agent must classify, log SPC, and decide on hold/release.", "url": "/sim.html?track=manufacturing&sim=quality-vision" }, { "id": "supply-disrupt", "num": "03", "title": "Supply-chain disruption response", "time": "10 min", "tags": [ "S&OP", "Disruption" ], "lede": "Inject a port closure. Agent re-plans dual-source, reschedules, drafts customer comms. Score on revenue saved.", "url": "/sim.html?track=manufacturing&sim=supply-disrupt" } ], "capstones": [ { "num": "01", "title": "Predictive maintenance orchestrator", "category": "Maintenance", "effort": "60–80h", "tags": [ "CMMS", "RUL" ], "lede": "Multi-agent: anomaly detection → RUL forecasting → work-order generation → schedule optimization. Pass criteria on uptime + cost.", "url": "/capstone.html?track=manufacturing&num=01" }, { "num": "02", "title": "Vision-grounded quality agent", "category": "Quality", "effort": "50–70h", "tags": [ "Vision", "SPC" ], "lede": "Quality agent over a synthetic line. Detect, classify, log SPC, hold/release. Pass on FP/FN and operator-trust score.", "url": "/capstone.html?track=manufacturing&num=02" }, { "num": "03", "title": "Supply-disruption responder", "category": "S&OP", "effort": "40–60h", "tags": [ "S&OP", "Sourcing" ], "lede": "Multi-agent re-planner under injected disruption events. Customer-aware comms; full audit; budget-bounded.", "url": "/capstone.html?track=manufacturing&num=03" } ] }, { "slug": "legal", "title": "Legal & Professional Services", "eyebrow": "Expand 3 · Highest-margin", "tier": "expand-3", "lede": "Quietly the highest-margin agentic vertical. Contract review, due diligence, citation-grounded research. Mapped to SRA, ABA Model Rules, EU AI Act, and ISO 27001.", "stats": { "modules": 8, "hours": 32, "sims": 3, "capstones": 3, "addressable": "Top-100 firms" }, "tags": [ "SRA", "ABA", "EU AI Act", "Privilege" ], "why": [ { "stat": "Privilege", "label": "Encoded as a constraint", "note": "Privilege isn't a UI label; it's a hard agent constraint. Tools that can leak privilege are out of scope by default." }, { "stat": "Citation-grounded", "label": "Hallucinations are a license issue", "note": "Bar-rule violations have downstream consequences. Citation-verifier agents are mandatory, not optional." }, { "stat": "Margin", "label": "Quietly highest", "note": "Contract review and due diligence agents have 70%+ time savings. Margin is structural — pricing follows." } ], "track_url": "/track.html?track=legal", "modules": [ { "slug": "01-legal-data", "num": "01", "title": "Legal Data Foundations", "time": "4h", "tier": "free", "lede": "Contract structure, case-law citation graphs, regulatory citation patterns, redline diff models.", "url": "/module.html?track=legal&module=01-legal-data", "has_deep_content": true }, { "slug": "02-privilege-aware", "num": "02", "title": "Privilege-Aware Agent Design", "time": "5h", "tier": "premium", "lede": "Privilege as a first-class constraint. Conflict-checks, ethical walls, cross-matter retrieval discipline.", "url": "/module.html?track=legal&module=02-privilege-aware", "has_deep_content": false }, { "slug": "03-legaltech-mcp", "num": "03", "title": "LegalTech MCP Servers", "time": "4h", "tier": "premium", "lede": "MCP for DMS (iManage, NetDocuments), case databases (Westlaw, Lexis), e-discovery, contract repositories.", "url": "/module.html?track=legal&module=03-legaltech-mcp", "has_deep_content": false }, { "slug": "04-citation-safety", "num": "04", "title": "Citation & Hallucination Safety", "time": "4h", "tier": "premium", "lede": "Citation verifiers, source-of-truth grounding, agent-emit-affidavit patterns. Bar-rule mapping.", "url": "/module.html?track=legal&module=04-citation-safety", "has_deep_content": false }, { "slug": "05-jurisdiction", "num": "05", "title": "Jurisdiction & Data Sovereignty", "time": "4h", "tier": "premium", "lede": "Cross-border data, MLATs, jurisdiction-aware retrieval, in-scope/out-of-scope partitioning.", "url": "/module.html?track=legal&module=05-jurisdiction", "has_deep_content": false }, { "slug": "06-legal-agentops", "num": "06", "title": "Legal AgentOps", "time": "3h", "tier": "premium", "lede": "Time-tracking integration, partner-on-the-loop discipline, billing-grade audit, conflicts-aware drift.", "url": "/module.html?track=legal&module=06-legal-agentops", "has_deep_content": false }, { "slug": "07-legal-frontier", "num": "07", "title": "Frontier — Legal", "time": "4h", "tier": "premium", "lede": "Computer-use through legal portals, voice for client intake, reasoning models for memo synthesis, A2A counterparty.", "url": "/module.html?track=legal&module=07-legal-frontier", "has_deep_content": false }, { "slug": "08-legal-redteam", "num": "08", "title": "Eval & red-team — Legal", "time": "4h", "tier": "premium", "lede": "Privilege-leak probes, citation-fabrication probes, conflict-bypass attempts, bar-rule-aligned eval cards.", "url": "/module.html?track=legal&module=08-legal-redteam", "has_deep_content": false } ], "simulations": [ { "id": "contract-review", "num": "01", "title": "Contract review with redlines", "time": "8 min", "tags": [ "Contracts", "Redline" ], "lede": "Three NDAs through a clause-extractor + risk-scorer agent. Toggle aggressive vs. conservative posture, see counsel-time delta.", "url": "/sim.html?track=legal&sim=contract-review" }, { "id": "citation-verify", "num": "02", "title": "Citation verifier", "time": "6 min", "tags": [ "Citations", "Grounding" ], "lede": "Agent emits a memo with three citations. Verifier independently checks each. Watch a planted hallucination get caught.", "url": "/sim.html?track=legal&sim=citation-verify" }, { "id": "privilege-classifier", "num": "03", "title": "Privilege classifier", "time": "8 min", "tags": [ "Privilege", "Ethical wall" ], "lede": "Synthetic discovery set. Agent classifies privileged / responsive / produce. Operator-on-the-loop on edge cases.", "url": "/sim.html?track=legal&sim=privilege-classifier" } ], "capstones": [ { "num": "01", "title": "Contract review pipeline", "category": "Transactional", "effort": "50–70h", "tags": [ "DMS", "Redline" ], "lede": "Multi-agent contract pipeline: clause-extractor → risk-scorer → redline-drafter → partner-review queue. Pass on accuracy + counsel-time saved.", "url": "/capstone.html?track=legal&num=01" }, { "num": "02", "title": "M&A due-diligence agent", "category": "Transactional", "effort": "60–80h", "tags": [ "Due diligence", "Privilege" ], "lede": "Agent over a synthetic data-room. Issue-list generation, citation-grounded findings, privilege-aware retrieval.", "url": "/capstone.html?track=legal&num=02" }, { "num": "03", "title": "Regulatory horizon scanner", "category": "Advisory", "effort": "40–60h", "tags": [ "Regulatory", "Citation" ], "lede": "Continuous agent over legislative + regulatory feeds. Generates client-impact memos with verified citations.", "url": "/capstone.html?track=legal&num=03" } ] }, { "slug": "insurance", "title": "Insurance", "eyebrow": "Expand 3 · Process-heavy", "tier": "expand-3", "lede": "Process-heavy with claims, underwriting, customer ops all ripe for agentic. Lloyd's, Munich Re, AXA, Prudential pilots. Mapped to IFRS 17, NAIC, EIOPA, and Solvency II.", "stats": { "modules": 8, "hours": 32, "sims": 3, "capstones": 3, "addressable": "Carriers + reinsurers" }, "tags": [ "IFRS 17", "NAIC", "EIOPA", "Solvency II" ], "why": [ { "stat": "Loss ratio", "label": "Direct top-line lever", "note": "Claims-fraud and underwriting agents move loss ratios materially. Carriers are pricing premium for capability." }, { "stat": "CAT modeling", "label": "Climate is the new uncertainty", "note": "Reinsurers run thousands of CAT scenarios. Agents are reshaping who runs them and how often." }, { "stat": "Claims", "label": "Most-piloted use case", "note": "Claims triage, fraud, document extraction. Lloyd's, Munich Re, AXA, Prudential all in production." } ], "track_url": "/track.html?track=insurance", "modules": [ { "slug": "01-insurance-data", "num": "01", "title": "Insurance Data Foundations", "time": "4h", "tier": "free", "lede": "ACORD, FNOL shapes, policy admin systems, IFRS 17 ledger, exposure data, CAT model outputs.", "url": "/module.html?track=insurance&module=01-insurance-data", "has_deep_content": true }, { "slug": "02-actuarial-agents", "num": "02", "title": "Actuarial-Aware Agents", "time": "5h", "tier": "premium", "lede": "Actuarial bounds, reserving discipline, regulatory disclosure, peer-review handoffs.", "url": "/module.html?track=insurance&module=02-actuarial-agents", "has_deep_content": false }, { "slug": "03-insurance-mcp", "num": "03", "title": "Insurance MCP Servers", "time": "4h", "tier": "premium", "lede": "MCP for policy admin (Guidewire, Duck Creek), claims, CAT models, reinsurance treaties, broker portals.", "url": "/module.html?track=insurance&module=03-insurance-mcp", "has_deep_content": false }, { "slug": "04-actuarial-modelrisk", "num": "04", "title": "Actuarial Model Risk", "time": "4h", "tier": "premium", "lede": "IFRS 17, Solvency II, NAIC SR 11-7-equivalent, peer review, challenger models for reserving.", "url": "/module.html?track=insurance&module=04-actuarial-modelrisk", "has_deep_content": false }, { "slug": "05-cat-climate", "num": "05", "title": "CAT & Climate", "time": "5h", "tier": "premium", "lede": "Climate-conditioned CAT modeling, peril-aware underwriting, reinsurance treaty agentic management.", "url": "/module.html?track=insurance&module=05-cat-climate", "has_deep_content": false }, { "slug": "06-insurance-agentops", "num": "06", "title": "Insurance AgentOps", "time": "4h", "tier": "premium", "lede": "Loss-ratio-tied drift, claims-leakage SLO, conduct-risk alerts, regulator-ready audit packs.", "url": "/module.html?track=insurance&module=06-insurance-agentops", "has_deep_content": false }, { "slug": "07-insurance-frontier", "num": "07", "title": "Frontier — Insurance", "time": "4h", "tier": "premium", "lede": "Computer-use for broker portals, voice for FNOL, reasoning for declined-claim memos, A2A reinsurer.", "url": "/module.html?track=insurance&module=07-insurance-frontier", "has_deep_content": false }, { "slug": "08-insurance-redteam", "num": "08", "title": "Eval & red-team — Insurance", "time": "4h", "tier": "premium", "lede": "Adversarial fraud probes, CAT-injection, treaty-bypass attempts, conduct-risk scenarios.", "url": "/module.html?track=insurance&module=08-insurance-redteam", "has_deep_content": false } ], "simulations": [ { "id": "underwriting", "num": "01", "title": "Commercial underwriting agent", "time": "8 min", "tags": [ "Underwriting", "Risk" ], "lede": "Three commercial submissions. The agent prices, flags exclusions, requests info. Watch the actuarial bounds in action.", "url": "/sim.html?track=insurance&sim=underwriting" }, { "id": "claims-fraud", "num": "02", "title": "Claims-fraud triage", "time": "8 min", "tags": [ "Claims", "Fraud" ], "lede": "Synthetic FNOL stream with planted fraud rings. Agent triages, escalates, drafts SIU referral memos.", "url": "/sim.html?track=insurance&sim=claims-fraud" }, { "id": "cat-risk", "num": "03", "title": "CAT scenario explorer", "time": "10 min", "tags": [ "CAT", "Climate" ], "lede": "Tune climate scenarios. Agent re-runs portfolio exposure. See reinsurance treaty triggers update live.", "url": "/sim.html?track=insurance&sim=cat-risk" } ], "capstones": [ { "num": "01", "title": "Commercial underwriting agent", "category": "Underwriting", "effort": "60–80h", "tags": [ "Underwriting", "Actuarial" ], "lede": "End-to-end underwriting agent with actuarial bounds, exclusion logic, broker-comms, full lineage to peer review.", "url": "/capstone.html?track=insurance&num=01" }, { "num": "02", "title": "Claims-fraud multi-agent", "category": "Claims", "effort": "50–70h", "tags": [ "Fraud", "SIU" ], "lede": "Multi-agent claims-fraud pipeline: triage → fraud-score → evidence assembly → SIU memo. Pass on precision + cost.", "url": "/capstone.html?track=insurance&num=02" }, { "num": "03", "title": "Reinsurance treaty manager", "category": "Reinsurance", "effort": "60–80h", "tags": [ "Treaty", "CAT" ], "lede": "Continuous agent across treaty triggers, bordereaux, CAT events, and recovery flows. A2A reinsurer endpoints.", "url": "/capstone.html?track=insurance&num=03" } ] }, { "slug": "retail", "title": "Retail / E-commerce", "eyebrow": "Sub-track · Personalization & store ops", "tier": "sub", "lede": "Lots of agentic activity in personalization, customer service, store ops. Buyer fragmentation makes this a sub-track for now.", "stats": { "modules": 6, "hours": 22, "sims": 2, "capstones": 3, "addressable": "Top-200 retailers" }, "tags": [ "PCI DSS", "PDPA", "Conversational" ], "why": [ { "stat": "Personalization", "label": "Highest-leverage agent", "note": "Recommendation + intent agents convert at 1.5–3x rule-based baselines on synthetic A/B." }, { "stat": "Returns", "label": "Complaints, refunds, exchanges", "note": "Customer-service agents resolve 60%+ of routine returns end-to-end with operator-on-the-loop." }, { "stat": "Inventory", "label": "Multi-store rebalancing", "note": "Agents move SKUs across stores in response to local demand. Sub-track for now; bundled with logistics." } ], "track_url": "/track.html?track=retail", "modules": [ { "slug": "01-retail-data", "num": "01", "title": "Retail Data Foundations", "time": "4h", "tier": "free", "lede": "GS1, EDI, POS feeds, OMS shapes, customer 360 graph, behavioral telemetry.", "url": "/module.html?track=retail&module=01-retail-data", "has_deep_content": true }, { "slug": "02-cx-agents", "num": "02", "title": "CX-Aware Agent Design", "time": "4h", "tier": "premium", "lede": "Brand voice, intent disambiguation, escalation paths, vulnerable-customer protocols.", "url": "/module.html?track=retail&module=02-cx-agents", "has_deep_content": false }, { "slug": "03-fulfillment-mcp", "num": "03", "title": "Fulfillment MCP Servers", "time": "4h", "tier": "premium", "lede": "MCP for OMS, WMS, carrier APIs, returns systems, store-pickup. Inventory consistency patterns.", "url": "/module.html?track=retail&module=03-fulfillment-mcp", "has_deep_content": false }, { "slug": "04-retail-agentops", "num": "04", "title": "Retail AgentOps", "time": "3h", "tier": "premium", "lede": "Conversion drift, deflection SLOs, brand-safety alerts, seasonality-aware eval.", "url": "/module.html?track=retail&module=04-retail-agentops", "has_deep_content": false }, { "slug": "05-retail-frontier", "num": "05", "title": "Frontier — Retail", "time": "4h", "tier": "premium", "lede": "Computer-use through legacy back-office, voice for store associates, reasoning for assortment, A2A 3PL.", "url": "/module.html?track=retail&module=05-retail-frontier", "has_deep_content": false }, { "slug": "06-retail-redteam", "num": "06", "title": "Eval & red-team — Retail", "time": "3h", "tier": "premium", "lede": "Brand-injection probes, refund-loop manipulation, recommendation-bias slices.", "url": "/module.html?track=retail&module=06-retail-redteam", "has_deep_content": false } ], "simulations": [ { "id": "personalization", "num": "01", "title": "Personalization router", "time": "8 min", "tags": [ "CX", "Routing" ], "lede": "Synthetic browse sessions. Agent picks recommendations, scores conversion, audits bias slices.", "url": "/sim.html?track=retail&sim=personalization" }, { "id": "inventory-rebal", "num": "02", "title": "Inventory rebalancer", "time": "10 min", "tags": [ "OMS", "Multi-store" ], "lede": "Tune demand signals. Agent rebalances SKUs across 12 stores. Score on stock-outs vs. transport cost.", "url": "/sim.html?track=retail&sim=inventory-rebal" } ], "capstones": [ { "num": "01", "title": "Returns & complaints agent", "category": "CX", "effort": "40–60h", "tags": [ "CX", "Refunds" ], "lede": "Multi-agent returns flow with policy retrieval, evidence ingest, decision, customer comms. Authority-bounded; deflection SLOs.", "url": "/capstone.html?track=retail&num=01" }, { "num": "02", "title": "Inventory orchestrator", "category": "Ops", "effort": "40–60h", "tags": [ "OMS", "Multi-store" ], "lede": "Cross-store rebalancing agent with carrier-cost-aware optimization. Pass on stock-out reduction + transport cost.", "url": "/capstone.html?track=retail&num=02" }, { "num": "03", "title": "Conversational commerce assistant", "category": "Storefront", "effort": "40–60h", "tags": [ "Storefront", "Conversion" ], "lede": "Storefront agent with brand-safe responses, intent routing, basket-build, checkout handoff. Bias slices required.", "url": "/capstone.html?track=retail&num=03" } ] }, { "slug": "logistics", "title": "Logistics & Supply Chain", "eyebrow": "Sub-track · Often bundled w/ mfg", "tier": "sub", "lede": "Gartner: 50% of cross-functional supply-chain solutions will use intelligent agents by 2030. Often bundled into manufacturing.", "stats": { "modules": 6, "hours": 22, "sims": 2, "capstones": 3, "addressable": "3PL + freight + customs" }, "tags": [ "EDI", "GS1", "WCO" ], "why": [ { "stat": "50% by 2030", "label": "Gartner forecast", "note": "Cross-functional supply-chain solutions using intelligent agents. The destination is end-to-end orchestration." }, { "stat": "Multi-modal", "label": "Air, ocean, road, rail", "note": "Agents reason over modes, costs, and time-to-deliver simultaneously. Manual planners can't keep up at scale." }, { "stat": "Customs", "label": "Trade compliance", "note": "HS classification, sanctions, customs filings — high-leverage agentic surface; high-stakes if wrong." } ], "track_url": "/track.html?track=logistics", "modules": [ { "slug": "01-logistics-data", "num": "01", "title": "Logistics Data Foundations", "time": "4h", "tier": "free", "lede": "EDI, GS1, IATA, IMO, customs feeds. Carrier APIs, TMS, WMS, ELD telemetry shapes.", "url": "/module.html?track=logistics&module=01-logistics-data", "has_deep_content": true }, { "slug": "02-route-fleet", "num": "02", "title": "Routing & Fleet Agents", "time": "4h", "tier": "premium", "lede": "Multi-modal routing, fleet utilization, ELD-aware decisions, driver-comms patterns.", "url": "/module.html?track=logistics&module=02-route-fleet", "has_deep_content": false }, { "slug": "03-customs-mcp", "num": "03", "title": "Customs & Trade MCP Servers", "time": "4h", "tier": "premium", "lede": "MCP for customs systems, broker platforms, sanctions lists, HS classifiers, rate engines.", "url": "/module.html?track=logistics&module=03-customs-mcp", "has_deep_content": false }, { "slug": "04-logistics-agentops", "num": "04", "title": "Logistics AgentOps", "time": "3h", "tier": "premium", "lede": "On-time-delivery drift, dwell-time SLOs, exception-rate alerts, customs-clearance KPIs.", "url": "/module.html?track=logistics&module=04-logistics-agentops", "has_deep_content": false }, { "slug": "05-logistics-frontier", "num": "05", "title": "Frontier — Logistics", "time": "4h", "tier": "premium", "lede": "Computer-use through carrier portals, voice for driver coordination, reasoning for disruption response, A2A 3PL.", "url": "/module.html?track=logistics&module=05-logistics-frontier", "has_deep_content": false }, { "slug": "06-logistics-redteam", "num": "06", "title": "Eval & red-team — Logistics", "time": "3h", "tier": "premium", "lede": "Sanctions-bypass probes, customs-misclass attacks, route-injection, exception-loop testing.", "url": "/module.html?track=logistics&module=06-logistics-redteam", "has_deep_content": false } ], "simulations": [ { "id": "multimodal-route", "num": "01", "title": "Multi-modal route planner", "time": "10 min", "tags": [ "Routing", "Multi-modal" ], "lede": "Tune urgency vs. cost. Agent chooses air/ocean/rail/road for 12 shipments. Score on cost vs. delivery promise.", "url": "/sim.html?track=logistics&sim=multimodal-route" }, { "id": "customs-check", "num": "02", "title": "Customs compliance check", "time": "8 min", "tags": [ "Customs", "Sanctions" ], "lede": "Synthetic shipment manifest. Agent classifies HS codes, runs sanctions, drafts customs paperwork.", "url": "/sim.html?track=logistics&sim=customs-check" } ], "capstones": [ { "num": "01", "title": "Multi-modal routing orchestrator", "category": "Planning", "effort": "50–70h", "tags": [ "Routing", "Multi-modal" ], "lede": "Multi-agent re-router under disruption: weather, port closure, capacity. Cost + carbon dual objective.", "url": "/capstone.html?track=logistics&num=01" }, { "num": "02", "title": "Trade-compliance agent", "category": "Customs", "effort": "40–60h", "tags": [ "Customs", "Sanctions" ], "lede": "End-to-end trade-compliance: HS classification → sanctions screen → customs filing → exception escalation. Audit-grade.", "url": "/capstone.html?track=logistics&num=02" }, { "num": "03", "title": "End-to-end visibility orchestrator", "category": "Visibility", "effort": "60–80h", "tags": [ "Tracking", "ETA" ], "lede": "Multi-agent visibility platform: ingest carrier feeds, predict ETA, surface exceptions, A2A handoffs.", "url": "/capstone.html?track=logistics&num=03" } ] }, { "slug": "common", "title": "Common Foundations · Cross-cutting Modules", "eyebrow": "Cross-vertical · Production patterns", "tier": "common", "lede": "Twelve infrastructure-, frontier-, and discipline-level modules that show up in every vertical. Memory & retrieval engineering. Cost & observability. Voice / computer-use / multi-agent operations. Procurement, OSS LLM ops, regulatory horizon, agentic security beyond prompt injection. Each module ships with two interactive simulations and operator-grade case studies.", "stats": { "modules": 12, "hours": 48, "sims": 24, "capstones": 0, "addressable": "Every operator deploying agentic AI" }, "tags": [ "OpenTelemetry · GenAI", "EU AI Act", "ISO 42001", "MCP" ], "why": [ { "stat": "5–10×", "label": "Cost overrun in week 2", "note": "Production teams blow budgets because they counted only output tokens. Per-decision FinOps is its own discipline." }, { "stat": "L3 → L4", "label": "Multi-agent coordination", "note": "Every L4 deployment has multi-agent orchestration. Most teams improvise it. The competitive moat is in getting it right." }, { "stat": "12 mo", "label": "Compliance horizon", "note": "EU AI Act high-risk obligations land Aug 2026. ISO 42001 certs are landing now. Forward-looking compliance is mandatory." } ], "track_url": "/track.html?track=common", "modules": [ { "slug": "01-memory-architecture", "num": "01", "title": "Memory & Knowledge Architecture", "time": "5h", "tier": "premium", "lede": "Layered memory (session/episodic/semantic/procedural). Knowledge graphs as agent backbone. Memory contamination is the #1 cross-customer failure. The four eviction policies that actually work.", "url": "/module.html?track=common&module=01-memory-architecture", "has_deep_content": true }, { "slug": "02-retrieval-engineering", "num": "02", "title": "Retrieval Engineering & RAG Operations", "time": "5h", "tier": "premium", "lede": "The U-curve of chunk size. Hybrid (BM25 + dense) retrieval beats either alone by 20%+ on operator queries. Retrieval eval as its own discipline — recall@k, MRR, faithfulness, citations as grounding.", "url": "/module.html?track=common&module=02-retrieval-engineering", "has_deep_content": true }, { "slug": "03-cost-engineering", "num": "03", "title": "Cost Engineering · FinOps for Agents", "time": "4h", "tier": "premium", "lede": "Per-decision cost attribution beats per-request by 10×. Model routing is the biggest lever. Prompt-cache hit-rate targets, mid-flight downgrade triggers, the cascading-retry cost-bomb pattern.", "url": "/module.html?track=common&module=03-cost-engineering", "has_deep_content": true }, { "slug": "04-observability", "num": "04", "title": "Observability & GenAI Tracing", "time": "4h", "tier": "premium", "lede": "Why traces beat metrics for agents. OpenTelemetry's GenAI semantic conventions. Span attributes that survive audit. Sampling strategies that don't lose the long tail.", "url": "/module.html?track=common&module=04-observability", "has_deep_content": true }, { "slug": "05-voice-operations", "num": "05", "title": "Voice Agent Operations", "time": "4h", "tier": "premium", "lede": "The 200-400ms barge-in budget is the design constraint. Streaming inference is mandatory. Voice persona is design, not output. Half-duplex vs full-duplex, telephony patterns, fallback handoff design.", "url": "/module.html?track=common&module=05-voice-operations", "has_deep_content": true }, { "slug": "06-computer-use-operations", "num": "06", "title": "Computer-use Agent Operations", "time": "4h", "tier": "premium", "lede": "Brittleness is structural. Replay infrastructure is mandatory. The security model is unique — the agent has the operator's session credentials. DOM vs visual vs accessibility-tree selection strategies.", "url": "/module.html?track=common&module=06-computer-use-operations", "has_deep_content": true }, { "slug": "07-multi-agent-orchestration", "num": "07", "title": "Multi-agent Orchestration & A2A", "time": "5h", "tier": "premium", "lede": "The L3→L4 differentiator. Planner-worker, supervisor-critic, swarm patterns. Two agents converging on a wrong answer is unique multi-agent failure. A2A contracts must be more rigid than human-to-human, not less.", "url": "/module.html?track=common&module=07-multi-agent-orchestration", "has_deep_content": true }, { "slug": "08-change-management", "num": "08", "title": "Change Management & HOTL Adoption", "time": "3h", "tier": "premium", "lede": "The agent ships, the operators reject it. Trust is calibrated, not given. The shadow-operator pattern. UI design as adoption mechanism. Trust metrics: override rate, escalation rate, satisfaction.", "url": "/module.html?track=common&module=08-change-management", "has_deep_content": true }, { "slug": "09-procurement-vendor-risk", "num": "09", "title": "AI Procurement & Vendor Risk", "time": "3h", "tier": "premium", "lede": "Reading model SLAs. Data-use clauses where lock-in lives. Exit-and-portability for fine-tunes. Multi-vendor strategy. Sovereign-vendor diligence. Contract templates aligned to MAS FEAT, EU AI Act, SR 11-7.", "url": "/module.html?track=common&module=09-procurement-vendor-risk", "has_deep_content": true }, { "slug": "10-oss-llm-operations", "num": "10", "title": "Open-source LLM Operations", "time": "5h", "tier": "premium", "lede": "Sovereignty pushes toward OSS. Llama 3.x / Mistral / Qwen / Phi selection. vLLM/TGI/SGLang serving stacks. Quantization curve (FP16 → INT8 → INT4). KV-cache patterns. When self-host pays off.", "url": "/module.html?track=common&module=10-oss-llm-operations", "has_deep_content": true }, { "slug": "11-regulatory-roadmap", "num": "11", "title": "Regulatory Horizon & Compliance Debt", "time": "3h", "tier": "premium", "lede": "EU AI Act phases (Feb 2025 prohibitions, Aug 2025 GPAI, Aug 2026 high-risk). ISO 42001 cert mechanics. NIST AI RMF v2. MAS FEAT v2 update. The compliance-debt concept and how to manage it.", "url": "/module.html?track=common&module=11-regulatory-roadmap", "has_deep_content": true }, { "slug": "12-agentic-security", "num": "12", "title": "Agentic Security Beyond Prompt Injection", "time": "3h", "tier": "premium", "lede": "Model supply-chain. Agent escape via tool composition. Exfiltration through tool calls. Multi-agent collusion. Capability-based security. Defense-in-depth as architecture, not afterthought.", "url": "/module.html?track=common&module=12-agentic-security", "has_deep_content": true } ], "simulations": [ { "id": "memory-contamination", "num": "01a", "title": "Memory contamination demo", "time": "6 min", "tags": [ "Memory", "Scoping" ], "lede": "Two agents — one with global memory, one with session-scoped. Stream similar customer interactions. Watch the global-memory agent leak context across cases.", "url": "/sim.html?track=common&sim=memory-contamination" }, { "id": "memory-graph", "num": "01b", "title": "Knowledge-graph memory traversal", "time": "8 min", "tags": [ "KG", "Episodic" ], "lede": "An agent with layered memory (session/episodic/semantic) answers a query. See which layer each fact came from and how eviction prevents staleness.", "url": "/sim.html?track=common&sim=memory-graph" }, { "id": "chunk-grid", "num": "02a", "title": "Chunk-size grid search", "time": "8 min", "tags": [ "RAG", "Chunking" ], "lede": "Vary chunk size and overlap on a synthetic corpus. Watch recall@k and faithfulness move along the U-curve. Find the operator-optimal point.", "url": "/sim.html?track=common&sim=chunk-grid" }, { "id": "hybrid-retrieval", "num": "02b", "title": "Hybrid retrieval comparison", "time": "8 min", "tags": [ "BM25", "Dense" ], "lede": "Dense vs sparse vs hybrid (RRF) on three query types — exact-match, semantic, multi-hop. Watch each shine on a different query class.", "url": "/sim.html?track=common&sim=hybrid-retrieval" }, { "id": "cost-decomposer", "num": "03a", "title": "Per-decision cost decomposer", "time": "6 min", "tags": [ "FinOps", "Tokens" ], "lede": "Configure an agent decision and decompose total cost — system prompt, retrieval, tool calls, retries, verifier. Compare baseline to optimized.", "url": "/sim.html?track=common&sim=cost-decomposer" }, { "id": "model-router", "num": "03b", "title": "Model-routing simulator", "time": "8 min", "tags": [ "Routing", "Cost" ], "lede": "Stream tasks through a router. Small-fast handles routine; big-slow handles hard. Tune the threshold and see cost / latency / quality trade.", "url": "/sim.html?track=common&sim=model-router" }, { "id": "trace-explorer", "num": "04a", "title": "Distributed-trace explorer", "time": "8 min", "tags": [ "OTel", "Tracing" ], "lede": "An agent decision with full GenAI-semantic-convention trace. Navigate spans (retrieval / LLM / tool / policy) to find the bottleneck or error.", "url": "/sim.html?track=common&sim=trace-explorer" }, { "id": "anomaly-hunt", "num": "04b", "title": "Production anomaly hunt", "time": "8 min", "tags": [ "Observability", "SLO" ], "lede": "Live trace stream. Anomaly detector flags latency / cost / error spikes. Drill into root cause across span attributes.", "url": "/sim.html?track=common&sim=anomaly-hunt" }, { "id": "voice-latency", "num": "05a", "title": "Voice latency-budget consumer", "time": "6 min", "tags": [ "Voice", "Latency" ], "lede": "Compose ASR + LLM + TTS + network components. Watch the 200-400ms barge-in budget consume. Tune to fit.", "url": "/sim.html?track=common&sim=voice-latency" }, { "id": "turn-taking", "num": "05b", "title": "Turn-taking & barge-in simulator", "time": "8 min", "tags": [ "Voice", "Persona" ], "lede": "Two-way conversation timeline. See barge-in fire on user interruption. Voice-persona maintained across handoffs.", "url": "/sim.html?track=common&sim=turn-taking" }, { "id": "ui-drift", "num": "06a", "title": "Computer-use UI-drift catcher", "time": "8 min", "tags": [ "Computer-use", "Drift" ], "lede": "Simulated portal UI updates between agent runs. Without replay/adaptation the agent breaks silently. Toggle the defenses on.", "url": "/sim.html?track=common&sim=ui-drift" }, { "id": "replay-debugger", "num": "06b", "title": "Computer-use replay debugger", "time": "8 min", "tags": [ "Computer-use", "Replay" ], "lede": "Playback a failed agent run frame-by-frame. See where the click landed, the DOM diff between baseline and current run.", "url": "/sim.html?track=common&sim=replay-debugger" }, { "id": "planner-worker", "num": "07a", "title": "Planner-worker hierarchy", "time": "10 min", "tags": [ "Multi-agent", "Hierarchy" ], "lede": "Planner decomposes a task; workers execute; supervisor reviews. Vary team configuration; see throughput, consistency, escalation rate.", "url": "/sim.html?track=common&sim=planner-worker" }, { "id": "a2a-negotiation", "num": "07b", "title": "A2A negotiation theatre", "time": "8 min", "tags": [ "A2A", "Contracts" ], "lede": "Two agents negotiate the same case under typed contracts vs free-text. Watch free-text drift to wrong agreement neither would reach alone.", "url": "/sim.html?track=common&sim=a2a-negotiation" }, { "id": "trust-calibration", "num": "08a", "title": "Trust calibration over time", "time": "8 min", "tags": [ "HOTL", "Trust" ], "lede": "Operator override rate over weeks of deployment. Compare with-training vs without. Measure when trust converges.", "url": "/sim.html?track=common&sim=trust-calibration" }, { "id": "shadow-operator", "num": "08b", "title": "Shadow-operator transition", "time": "6 min", "tags": [ "HOTL", "Adoption" ], "lede": "Operator + agent team. Vary trust level. Watch decision quality and throughput change as the operator becomes a supervisor instead of an approver.", "url": "/sim.html?track=common&sim=shadow-operator" }, { "id": "vendor-diligence", "num": "09a", "title": "Vendor diligence checklist", "time": "8 min", "tags": [ "Procurement", "Risk" ], "lede": "Input vendor properties (data-use, deprecation, sovereignty, training-data attestation). Get a risk score and suggested contract clauses.", "url": "/sim.html?track=common&sim=vendor-diligence" }, { "id": "vendor-portfolio", "num": "09b", "title": "Multi-vendor portfolio simulator", "time": "8 min", "tags": [ "Vendor", "Lock-in" ], "lede": "Assemble a 3-vendor stack. Vary one vendor's deprecation policy. See lock-in risk and migration cost across the portfolio.", "url": "/sim.html?track=common&sim=vendor-portfolio" }, { "id": "oss-selector", "num": "10a", "title": "OSS LLM model selector", "time": "6 min", "tags": [ "OSS", "Selection" ], "lede": "Input task profile (latency, throughput, quality, license). Get a recommended OSS model + serving stack with cost/latency envelope.", "url": "/sim.html?track=common&sim=oss-selector" }, { "id": "inference-economics", "num": "10b", "title": "Inference economics simulator", "time": "8 min", "tags": [ "Inference", "Quant" ], "lede": "Tune quantization (FP16/INT8/INT4), batch size, KV-cache strategy. See throughput, quality drop, $/decision.", "url": "/sim.html?track=common&sim=inference-economics" }, { "id": "regulatory-horizon", "num": "11a", "title": "Regulatory horizon scanner", "time": "6 min", "tags": [ "EU AI Act", "Timeline" ], "lede": "Upcoming regulations on a timeline (EU AI Act phases, ISO 42001, MAS FEAT v2, FDA PCCP). See impact on each deployment class.", "url": "/sim.html?track=common&sim=regulatory-horizon" }, { "id": "compliance-gap", "num": "11b", "title": "Compliance gap analyzer", "time": "8 min", "tags": [ "Audit", "Gap" ], "lede": "Input current deployment posture. See gaps against upcoming obligations + remediation timeline + cost-to-close.", "url": "/sim.html?track=common&sim=compliance-gap" }, { "id": "supply-chain-attack", "num": "12a", "title": "Model supply-chain attack", "time": "8 min", "tags": [ "Security", "Supply" ], "lede": "Model weights tampered, retrieval poisoned, tool hijacked. Defense-in-depth (signed weights / source attestation / capability tokens) catches each.", "url": "/sim.html?track=common&sim=supply-chain-attack" }, { "id": "agent-collusion", "num": "12b", "title": "Multi-agent collusion probe", "time": "8 min", "tags": [ "Security", "A2A" ], "lede": "Two agents that individually pass red-team but together produce dangerous output. Typed contracts + bilateral audit catch the collusion.", "url": "/sim.html?track=common&sim=agent-collusion" } ], "capstones": [] } ] }