LegalOS: Agentic AI for Legal Services

Command CenterLive
Active Matters
24
8 practice areas
Docs Reviewed Today
147
By AI agents
Urgent Deadlines
3
Within 48 hours
Billable Captured
$12.4K
AI time capture today
πŸ€– AI Agent Status
Real-time health across all 12 legal AI agents
Contract Review AgentRunning Β· 34 docs
Legal Research AgentRunning Β· 3 queries
Risk Intelligence AgentProcessing Β· 5 flags
Drafting AgentRunning Β· 2 drafts
eDiscovery AgentIndexing Β· 4,821 docs
Deadline Engine3 urgent Β· monitoring
πŸ“‘ Live Activity Feed
Real-time agent actions across all matters
Critical Matters β€” Action Required Today
MATTER-2024-0847
URGENT
Meridian Corp v. Apex Holdings
βš–οΈ LitigationπŸ“… Filing due: Tomorrow 9am
⚠ AI flagged: 3 missing exhibits in complaint draft
MATTER-2024-0912
IN REVIEW
Techstack Inc. β€” Series B Term Sheet
πŸ“‹ M&AπŸ’° $42M transaction
AI: 7 non-standard clauses + missing IP assignment
MATTER-2024-0934
DISCOVERY
Hargrove Estate β€” Probate Dispute
πŸ› ProbateπŸ“ 4,821 docs indexed
eDiscovery AI: 14 potentially privileged docs flagged
Why LegalOS
πŸ“„ Document Overload
A senior partner spends 60% of billable time on document review, research, and drafting. LegalOS automates the first pass β€” AI reviews, flags, and drafts; lawyers decide.
⏰ Deadline Risk
Courts have no mercy for missed deadlines. The Deadline Engine tracks every statute of limitations, court date, and contractual notice period β€” and proactively warns at 30/7/1 day.
πŸ” Research Cost
Legal research at $400–$800/hr is the largest write-off. The Research Agent searches case law, statutes, and regulations β€” cited, traceable, in under 60 seconds.
Active
24
Urgent
3
In Review
8
Discovery
4
Closed YTD
67
All Active Matters
MATTER-2024-0847
URGENT
Meridian Corp v. Apex Holdings
βš–οΈ LitigationJ. DaviesπŸ“… Tomorrow
MATTER-2024-0912
IN REVIEW
Techstack Inc. β€” Series B Term Sheet
πŸ“‹ M&AS. PatelπŸ’° $42M
MATTER-2024-0934
DISCOVERY
Hargrove Estate β€” Probate Dispute
πŸ› ProbateM. ChenπŸ“ 4,821 docs
MATTER-2024-0891
ACTIVE
Greenfield LLC β€” Commercial Lease
🏒 Real EstateK. Torres
MATTER-2024-0958
DRAFTING
NovaTech IP β€” Patent Assignment
πŸ’‘ IPJ. DaviesπŸ“… 5 days
MATTER-2024-0902
IN REVIEW
DataCorp β€” GDPR Compliance Audit
πŸ” PrivacyS. Patel🌍 EU
MATTER-2024-0877
ACTIVE
Riverside Hospital β€” Employment Dispute
πŸ‘€ EmploymentM. Chen
MATTER-2024-0821
CLOSED
BlueSky Ventures β€” Seed Round Docs
πŸ“‹ CorporateK. Torresβœ“ Executed
Matter Detail β€” MATTER-2024-0847
Meridian Corp v. Apex Holdings
Commercial Litigation Β· Filed: Oct 14, 2024
URGENT
Attorney
J. Davies, Esq.
Next Deadline
Tomorrow 9:00 AM
Stage
Pre-Trial Filing
Claim Value
$2.8M
⚠ AI Flags β€” 3 Critical
1. Exhibit B referenced in para. 14 β€” not attached
2. SOL tolling agreement date β€” verify before filing
3. Defendant address in caption differs from service record
Total Agents
12
Tasks Today
847
Hours Saved
34h
Accuracy
97.2%
Contract & Document Agents
πŸ”
Contract Review Agent
Reads contracts, flags non-standard clauses, missing provisions, risk terms, and inconsistencies. Reflection loop ensures clause-level accuracy before attorney sees it.
Running Β· 34 contracts
Reflection + RAG
✍️
Drafting Agent
Generates first-draft contracts, letters, motions, and pleadings from firm templates with matter-specific context. All drafts held for attorney review before delivery.
Processing Β· 2 drafts
Planning + Templates
πŸ—‚
eDiscovery Agent
Bulk document ingestion, privilege review, relevance scoring, deduplication, and timeline reconstruction across thousands of documents at once.
Running Β· 4,821 docs
Multi-Agent
Research & Intelligence Agents
πŸ”¬
Legal Research Agent
Searches case law, statutes, regulations, and secondary sources. Returns cited, traceable answers in under 60 seconds. RAG on 4.2M-document corpus.
Running Β· 3 queries
ReAct + RAG
⚠️
Risk Intelligence Agent
Analyses contracts for high-risk clauses, conflicting obligations, SOL exposure, and regulatory gaps across all active matters. Reflection for quality.
Processing Β· 5 flags
Reflection
πŸ“°
Regulatory Watch Agent
Monitors new legislation, court decisions, and regulatory guidance relevant to active matters. Alerts attorney if client exposure changes due to new law.
Running Β· 12 feeds
ReAct + Live RAG
Operations Agents
⏰
Deadline Engine
Calculates statutes of limitations (with tolling), court deadlines, notice periods, and contractual dates. Multi-stage warnings at 30/7/1 day.
Running Β· 3 urgent
Sequential + Calendar
πŸ’°
Time Capture Agent
Analyses work product and communications to auto-suggest billable entries. Reflection loop ensures accurate task descriptions. $12.4K captured today.
Running Β· $12.4K
Reflection
πŸ›‘
Conflicts Check Agent
Scans every new matter against all current and former clients. Flags direct conflicts, positional conflicts, and related-party exposure before engagement.
Running Β· 0 conflicts
Sequential + KB
πŸ“‹
Court Filing Agent
Formats documents per court rules, generates cover sheets, checks pagination and exhibit references. Awaiting matter-0847 complaint completion.
Idle Β· awaiting docs
Planning
🀝
Client Comms Agent
Drafts client status updates from matter data. Human review required before every send. Rule 1.4 compliance enforced as code β€” never sends autonomously.
Running Β· 4 queued
Reflection + Human
πŸ”
Privilege Review Agent
Identifies attorney-client privileged and work product documents during discovery. Logs decisions with reasoning for automated privilege log generation.
Running Β· 14 flagged
Reflection + RAG
Docs Today
34
High-Risk Clauses
12
Non-Standard
31
Review Time Saved
18h
πŸ” Clause Analysis β€” Techstack Series B Term Sheet
AI clause-by-clause review with risk rating and recommended action
ClauseStatusAI Finding
Β§3.1 Liquidation PreferenceHIGH RISK2Γ— participating preferred β€” non-standard for Series B. Recommend negotiating to 1Γ— non-participating.
Β§4.2 Anti-DilutionHIGH RISKBroad-based weighted average acceptable, but carve-outs missing for option pool. Flag to client.
Β§5.4 Drag-Along RightsREVIEWThreshold at 60% β€” below market (75%). Consider requesting higher threshold for founder protection.
Β§6.1 Board CompositionREVIEWInvestor gets 2 of 5 seats immediately β€” verify alignment with existing governance documents.
Β§7.3 Right of First RefusalSTANDARDPro-rata ROFR on transfer β€” standard market terms. No action required.
Β§9.4 Exclusivity PeriodHIGH RISK90-day exclusivity with $500K break fee β€” unusually long. Recommend 45 days maximum.
Β§12.0 IP AssignmentMISSINGNo IP assignment clause found β€” critical gap. Must be added before execution.
πŸ“Š Risk Summary
Aggregate risk profile β€” Techstack term sheet
High Risk Clauses3 found
Review Required2 items
Standard Acceptable2 clauses
Missing / Critical Gap1 item
⚠ Do Not Execute Without Resolving
Missing IP Assignment (Β§12.0) is a critical gap. All IP created by founders must be formally assigned to the company as a condition of the investment.
contract-review Β· term-sheet-v3.pdf
READ β†’ 47 pages ingested Β· 12,847 tokens
EXTRACT β†’ 32 clauses identified and tagged
RAG β†’ Market standard corpus queried
COMPARE β†’ Each clause vs. firm template library
FLAG β†’ 3 high-risk Β· 2 review Β· 1 missing
REFLECT β†’ Critique pass: all flags verified
DONE β†’ Report ready Β· 4m 12s Β· $0.018
Drafts Today
14
Accepted Unchanged
62%
Avg Draft Time
47s
Template Library
284
✍️ Drafts Awaiting Review
AI-generated β€” attorney review required before any use
πŸ“„
Motion to Compel Discovery β€” Matter-0847
Litigation Β· 14 pages Β· MATTER-2024-0847
REVIEW
πŸ“‹
Patent Assignment β€” NovaTech IP
IP Β· 8 pages Β· MATTER-2024-0958
DRAFTING
πŸ“„
Client Status Letter β€” Hargrove Estate
Probate Β· 3 pages Β· MATTER-2024-0934
REVIEW
New Draft Request
πŸ€– AI Drafting Process
Planning + Reflection pattern β€” human review always required
drafting-agent Β· motion-to-compel
PLAN β†’ 4 sections: intro + standard + argument + prayer
RAG β†’ 3 SDNY precedents retrieved
LOAD β†’ Template: firm-motion-to-compel-v4
DRAFT β†’ All 4 sections generated
REFLECT β†’ Critique: hallucinated citation removed
REFLECT β†’ Critique: exhibit reference corrected
GUARD β†’ No PII Β· citations verified good law
READY β†’ Draft queued for attorney review Β· 47s
βš– Human-in-the-Loop β€” Always
Every AI-generated draft requires attorney review before it leaves the firm. LegalOS never sends documents to courts, clients, or counterparties without explicit attorney approval. This is governance-as-code.
Queries Today
47
Avg Response
52s
Citations Generated
284
Corpus Size
4.2M
πŸ”¬ Research Results β€” Matter 0847
Query: "Standard for motion to compel in SDNY commercial litigation"
πŸ“š Case Law94% relevant
Compania del Bajo Caroni v. Bolivarian Republic of Venezuela, 556 F. Supp. 2d 272 (S.D.N.Y. 2008)
Court held that a party moving to compel must show: (1) the opposing party failed to respond adequately to discovery requests; (2) the material sought is relevant; and (3) the motion was preceded by good-faith efforts to resolve the dispute.
βš– Cited in 847 cases Β· Last cited 2024
πŸ“‹ FRCP Rule98% relevant
Fed. R. Civ. P. 37(a) β€” Motion for an Order Compelling Disclosure or Discovery
A party may move for an order compelling disclosure or discovery. The motion must include a certification that the movant has in good faith conferred or attempted to confer with the person or party failing to make disclosure or discovery in responding to a request.
βš– Primary authority β€” federal rule
πŸ“œ Local Rule91% relevant
S.D.N.Y. Local Civil Rule 37.2 β€” Mode of Raising Discovery Disputes
No motion under Fed. R. Civ. P. 37 shall be made without prior compliance with this rule. Counsel for the moving party shall confer in good faith to resolve the dispute, and if unable to do so, shall request a pre-motion conference.
βš– SDNY-specific Β· Pre-motion conference required
πŸ“° Practice Guide88% relevant
Moore's Federal Practice Β§ 37.22 β€” Grounds for Granting Motion to Compel
Courts in the SDNY consistently require that the moving party demonstrate proportionality under Rule 26(b)(1). Analysis weighs importance of issues, amount in controversy, and burden on the responding party.
βš– Secondary authority Β· Persuasive
πŸ” Research Query
Cited answers in under 60 seconds β€” all sources verified good law
How the Research Agent Works
1. Query expansion β€” Reformulates with legal terms of art
2. Hybrid retrieval β€” BM25 + dense vector on 4.2M docs
3. Relevance ranking β€” Re-ranks by jurisdiction, recency, authority
4. Citation verification β€” Confirms cases are good law via Westlaw
5. Synthesis β€” Summarizes legal standard with full citations
Critical
2
High
5
Medium
11
Mitigated
34
Active Risk Flags β€” Across All Matters
πŸ”΄ SOL Expiry β€” Meridian Corp v. Apex Holdings
CRITICAL
Statute of limitations for breach of fiduciary duty claim expires in 34 days. Complaint not yet filed. Three exhibits missing from current draft. If filing is delayed beyond May 22, 2026, the fiduciary duty claim is time-barred. Estimated claim value at risk: $1.2M.
πŸ”΄ Missing IP Assignment β€” Techstack Series B
CRITICAL
Term sheet executes in 7 days. No IP assignment clause in document. All IP created by founders must be assigned to the company as a condition of investment. Investor counsel will catch this β€” better to raise proactively.
🟑 GDPR Retention Policy Gap β€” DataCorp
HIGH
DataCorp's retention policy does not address GDPR Articles 5(1)(e) and 17 (right to erasure). No automated deletion mechanism for customer data beyond the lawful processing period. Max fine: 4% of global annual turnover.
🟑 Privilege Log Incomplete β€” Hargrove Discovery
HIGH
eDiscovery AI flagged 14 privileged documents; privilege log generated for only 9. Opposing counsel deficiency notice served. Remaining 5 must be logged within 10 days or privilege may be waived.
Total Docs
4,821
Relevant
1,247
Privileged
14
Duplicates Removed
892
πŸ—‚ Document Corpus β€” Hargrove Estate
AI-classified document inventory
πŸ“§
Email Correspondence (2019–2024)
2,841 items Β· Auto-classified
REVIEWED
πŸ“„
Estate Planning Documents
147 items Β· Highly relevant
REVIEWED
🏦
Financial Records & Bank Statements
384 items Β· Partially relevant
REVIEWED
πŸ”
Attorney-Client Communications
89 items Β· Privilege flagged
PRIVILEGED
πŸ“‹
Medical Records β€” Testamentary Capacity
112 items Β· Key evidence
REVIEWING
πŸ“±
Text Messages & Voicemails
1,163 items Β· Culling in progress
PROCESSING
πŸ” Privilege Review Queue β€” 14 flagged
Attorney determination required for each item
HAR-0847-EMAIL-0234NOT LOGGED
Email from J. Hargrove to counsel re: estate restructuring. Legal advice. AI confidence: 0.94.
HAR-0847-EMAIL-0891NOT LOGGED
Draft trust agreement with attorney track-changes. Work product. AI confidence: 0.97.
HAR-0847-DOC-1124NEEDS REVIEW
Letter to financial advisor cc'd to counsel. Primary purpose test unclear. AI confidence: 0.61 β€” attorney required.
HAR-0847-EMAIL-1456LOGGED
Attorney memo re: will contest strategy. Privilege confirmed. Logged as entry #9.
Due < 48 hrs
3
Due This Week
8
Due This Month
24
Auto-Calendared
847
Critical β€” Due Within 48 Hours
Tomorrow
9:00 AM
Complaint Filing β€” Meridian Corp v. Apex Holdings
SDNY Β· Case No. 24-cv-08471 Β· J. Davies, Esq.
COURT
Today
5:00 PM
Privilege Log Supplementation β€” Hargrove Estate
Opposing counsel deficiency notice Β· M. Chen, Esq.
DISCOVERY
May 21
EOD
Techstack Term Sheet Counter-Proposal
Investor exclusivity period Β· S. Patel, Esq.
CONTRACT
This Week
May 22
SOL Expiry β€” Breach of Fiduciary Duty Claim
Meridian Corp Β· Claim time-barred if complaint not filed
SOL
May 23
NovaTech IP Assignment β€” Execution
MATTER-2024-0958 Β· J. Davies, Esq.
IP
May 24
DataCorp GDPR Audit Report β€” Client Deliverable
MATTER-2024-0902 Β· S. Patel, Esq.
COMPLIANCE
⏰ Deadline Engine β€” How It Works
AI-powered automatic deadline calculation and tracking
1
Matter Intake
Automatic deadline extraction
When a new matter is opened, the Deadline Engine reads the engagement letter, relevant statutes, court rules, and contract terms to automatically populate all critical dates.
2
Calculation
SOL + court rules + contracts
Computes statutes of limitations with tolling, FRCP timelines, local court rules, and contractual notice periods. Cross-references jurisdiction-specific rules.
3
Proactive Warnings
30-day Β· 7-day Β· 1-day Β· 0-day
Multi-stage warning system with escalating urgency. 30 days: email. 7 days: Slack + email. 48 hours: push + partner alert. 24 hours: partner called directly.
4
Guardrail
Cannot be dismissed without reason
Deadline alerts require a logged reason to dismiss. If a deadline is missed, the system logs the event, notifies the supervising partner, and creates a malpractice risk entry automatically.
Billable Today
$12.4K
AI-captured entries
Realization Rate
94%
vs 78% industry avg
Uncaptured (AI flag)
2.1h
Awaiting approval
Monthly WIP
$284K
Work in progress
πŸ’° Today's Billable Entries β€” AI-Captured
Suggested from work product analysis Β· attorney approval required to post
Contract review β€” Techstack term sheet (AI + attorney)2.5h$1,250
Legal research β€” SDNY motion to compel standards0.2h$100
Drafting β€” Motion to Compel (AI draft + review + revision)1.8h$900
Privilege review β€” Hargrove eDiscovery batch1.1h$550
Client call β€” Techstack Series B negotiation strategy0.8h$400
Risk analysis β€” Meridian SOL calculation and review0.5h$250
GDPR compliance research β€” DataCorp audit prep0.3h$150
J. Davies Total (today)7.2h$3,600
⚠ 2.1 hours uncaptured β€” AI flagged
Email correspondence re: Hargrove estate strategy + DataCorp client update review detected but not yet logged. Approve to add $1,050 to today's entries.
πŸ“Š Matter Profitability β€” This Month
Revenue, hours, and completion by matter
Techstack M&A (flat fee $24K)82% complete
Meridian Litigation (contingency)$8.4K WIP
Hargrove Probate ($450/hr)$12.1K WIP
DataCorp GDPR (fixed $18K)67% complete
NovaTech IP ($400/hr)$3.2K WIP
The Uncaptured Time Problem
ABA Law Practice Survey 2025
The average attorney fails to capture 2.8 hours of billable time per day due to poor contemporaneous recording. At $500/hr that is $350,000/year per attorney in lost revenue. LegalOS captures it automatically from work product.
Compliance Score
94%
Firm-wide
Open Issues
3
Requires resolution
Rules Monitored
847
ABA, state bar, court
Conflicts Cleared
12
New matters this month
πŸ›‘ Active Compliance Rules β€” Real-time Monitoring
ABA Model Rules, state bar rules, FRCP, local court rules
πŸ”’Conflicts of interest β€” every new matter intakeACTIVE Β· 0 issues
⏰SOL and deadline monitoring (Rule 1.3)ACTIVE · 3 alerts
πŸ’°Trust account compliance β€” IOLTAACTIVE Β· compliant
πŸ“‹Engagement letter on file β€” all mattersACTIVE Β· all clear
πŸ”Client confidentiality β€” data handling (Rule 1.6)ACTIVE Β· encrypted
πŸ“œCLE requirements β€” all attorneys1 attorney due in 30 days
🀝Communication with clients (Rule 1.4)ACTIVE · 4 updates queued
🌍GDPR / data privacy obligationsDataCorp audit open
πŸ”’ Conflicts Check β€” New Matter Intake
Runs automatically on every new engagement before acceptance
conflicts-agent Β· new-matter-intake
SEARCH β†’ Prospective client: Riverside Dynamics Inc.
CHECK β†’ Current clients: 0 direct matches
CHECK β†’ Former clients (3yr): 0 matches
CHECK β†’ Related parties: scanning officers...
FOUND β†’ CFO John Marsh β†’ former client (2021)
ASSESS β†’ Positional conflict: low risk
ASSESS β†’ Matter unrelated to prior engagement
RESULT β†’ βœ“ No disqualifying conflict found
LOG β†’ Search logged to conflict file Β· timestamped
Ethical Screen Enforcement: When a conflict or screen is in place, LegalOS automatically restricts document access, billing visibility, and communication routing. Screens are version-controlled and auditable. Cannot be removed without supervising partner approval.
Active Clients
47
Satisfaction
4.8/5
Updates Pending
4
Awaiting attorney review
Avg Response Time
2.1h
AI-assisted drafts
πŸ“§ Client Communications Queue
AI-drafted β€” attorney approval required before every send (Rule 1.4)
πŸ“§
Techstack Inc. β€” Weekly M&A Status Update
S. Patel, Esq. Β· MATTER-2024-0912 Β· Ready to send
REVIEW
πŸ“§
Hargrove Family β€” Discovery Progress Update
M. Chen, Esq. Β· MATTER-2024-0934 Β· Ready to send
REVIEW
πŸ“§
Meridian Corp β€” Filing Preparation Urgent Update
J. Davies, Esq. Β· MATTER-2024-0847 Β· URGENT
URGENT
πŸ“§
DataCorp β€” GDPR Audit Interim Report
S. Patel, Esq. Β· MATTER-2024-0902 Β· Ready to send
REVIEW
Rule 1.4 Compliance: The Client Comms Agent ensures regular communication with all active clients. Every AI-drafted update is held for attorney review β€” LegalOS never sends client communications autonomously. Model Rule 1.4 is enforced as code.
πŸ”’ Secure Client Portal β€” What Clients See
Real-time matter transparency without calling the firm
πŸ“ Document Vault
Executed documents, invoices, filed papers, correspondence β€” all in one encrypted portal. No email attachments.
πŸ“Š Matter Status Dashboard
Real-time matter stage, upcoming deadlines, and budget vs. actuals β€” visible to client 24/7 without calling the firm.
πŸ’¬ Encrypted Messaging
Attorney-client privilege preserved. No metadata leakage via commercial email. All messages logged to matter file.
πŸ’° Invoice & Payment
Itemised billing with AI-generated plain-English descriptions. One-click payment. Average collection: 8 days vs 47-day industry average.
πŸ€– AI Assistant (read-only)
Client can ask questions about their matter. AI answers only from matter data. Attorney-supervised. Cannot advise, only inform.
Agents Active
12
All legal agents live
LLM Calls / hr
284
Guardrail Events
7
1 escalated
Faithfulness (RAGAS)
0.97
Legal corpus accuracy
πŸ“‘ Live Agent Trace
Real-time calls, tokens, guardrail events across all 12 agents
πŸ’° Token Cost vs Billable Captured (today)
ROI of AI across all 12 legal agents
Contract Review Agent48.2K tok$0.038
eDiscovery Agent124K tok$0.089
Legal Research Agent31.4K tok$0.024
Drafting Agent22.1K tok$0.017
All other agents (8)42.7K tok$0.032
Total AI cost (today)268K tok$0.20
AI cost today: $0.20 β†’ Billable captured: $12,400
Return on AI spend: 62,000Γ—
πŸ›‘ Legal Guardrail Events (today)
Every AI output validated before attorney sees it
βœ…
Citation verification β€” Research Agent
3 case citations verified as good law via Westlaw API before output. 0 overruled cases surfaced today.
🚫
Hallucination blocked β€” Drafting Agent
Draft included fabricated case citation. NLI score 0.68 β€” below 0.85 threshold. Reflection loop removed it and inserted correct authority.
πŸ”
PII scrubbing β€” Client Comms Agent
SSN detected in draft client letter. Auto-redacted before attorney review. Flagged for data handling audit.
πŸ‘€
Human escalation β€” Privilege Review
AI confidence 0.61 on primary purpose test β€” below 0.70 threshold. Routed to attorney. Resolved in 4 minutes.
πŸ“ RAGAS Quality Scores β€” Legal Corpus
Why accuracy is non-negotiable in legal AI
Faithfulness
0.97
Answer Relevancy
0.94
Context Precision
0.91
Citation Accuracy
0.99
Clause Risk Score
0.93
Why this matters: A hallucinated case citation in a court filing is attorney misconduct under Model Rule 3.3 (candour to the tribunal). A missed clause in a $42M term sheet is malpractice. Every LegalOS output passes citation verification and NLI faithfulness checks before reaching an attorney.
AgentOps β€” Live Agent Observability

πŸ“‘ Live Trace Feed

πŸ“Š Session Metrics (24h)

Total Sessions2,847
Avg Latency1.4s
P95 Latency3.1s
Error Rate0.3%
Tool Calls12,284
HITL Escalations47
RAGAS GatePASS βœ“

πŸ’° Cost & Tokens

Cost (24h)Β£847
Input Tokens48.2M
Output Tokens12.4M
Cache Hit Rate67%
Cost/SessionΒ£0.30

🎯 RAGAS Quality Scores

Faithfulness0.94 βœ“
Answer Relevance0.91 βœ“
Context Precision0.89 βœ“
Context Recall0.93 βœ“
Hallucination Rate0.8%

πŸ€– Agent Health

All agentsHealthy
OrchestratorActive
Tool registryOnline
MCP serversConnected
Memory storeHealthy
MLOps / LLMOps β€” Model Lifecycle

🧠 Model Registry

claude-sonnet-4-5 PRODUCTIONPrimary
claude-haiku-4-5 ROUTINGFast path
claude-opus-4-5 SHADOWComplex
text-embedding-3-large RAGVectors

Automatic fallback routing. Versioned in MLflow. Prompt changes require RAGAS eval gate pass.

πŸ“ˆ Drift Detection

Faithfulness drift (7d)+0.02 stable
Latency drift (7d)+120ms watch
Output length driftWithin Β±5%
Sentiment driftNo anomaly
Alert thresholdΞ”>0.05 β†’ PagerDuty

πŸ”€ A/B Experiment Controller

Prompt v2.3 vs v2.4Running
CoT vs DirectStaging

Statistical significance (p<0.05) required before promotion.

πŸͺ Feature Store

Vector IndexPinecone
Dimensions3,072
Indexed Docs284K
Retrieval P9542ms

πŸ“¦ Prompt Version Control

System promptsGit-tracked
Few-shot examplesVersioned
Eval datasetsDVC tracked
DevSecOps β€” Security-First CI/CD Pipeline

πŸš€ CI/CD Pipeline

πŸ”SAST β€” Semgrep + BanditPASS
πŸ“¦SCA β€” SBOM + TrivyPASS
πŸ§ͺUnit + Integration tests847/847
🎯RAGAS eval gate (β‰₯0.92)0.94 βœ“
πŸ”Secrets scan β€” GitleaksCLEAN
🐳Container scan β€” Grype0 CRITICAL
🚒Deploy β†’ KubernetesDEPLOYED

πŸ” Security Posture

RBAC β€” Role-based accessEnforced
API keys β€” HashiCorp VaultRotated 30d
mTLS β€” Istio service meshActive
PII scrubbing β€” NeMoActive
Audit log β€” ImmutableCloudWatch
Pen testQuarterly
SOC 2 Type IIIn progress
ISO 27001Compliant

πŸ— Infrastructure as Code

TerraformCloud infra
HelmK8s workloads
ArgoCD GitOpsSynced
Kustomize overlaysdev/stg/prd

♻️ Rollback & DR

RTO Target<15 min
RPO Target<5 min
Blue/Green DeployActive
Auto-rollbackError rate >1%

πŸ“‹ Regulatory Compliance

GDPR Art. 22 HITLEnforced
EU AI Act Art. 9Documented
NIST AI RMFMapped
ISO/IEC 42001Compliant
AI Observability β€” OpenTelemetry + Langfuse

πŸ”­ Observability Stack

L1TracesOpenTelemetry β†’ Jaeger
L2MetricsPrometheus β†’ Grafana
L3LLM TracesLangfuse (self-hosted)
L4LogsFluentd β†’ OpenSearch
L5AlertsAlertManager β†’ PagerDuty

πŸ“Š SLO Dashboard

Availability SLO99.9% target
Current (30d)99.96%
Error Budget73% remain
P50 Response0.8s
P95 Response3.1s
P99 Response7.4s

🚨 Active Alerts

Latency P95Normal
Error rate0.3% βœ“
Token budget84% remain
RAG recall0.93 βœ“
Latency drift+120ms watch

πŸ”¬ Langfuse Trace Explorer

πŸ“ˆ Avg Span Breakdown

API Gateway12ms
Auth + RBAC8ms
RAG retrieval42ms
Guardrail check18ms
LLM inference1,240ms
Tool execution84ms
Total E2E1,452ms
Guardrails β€” Responsible AI Framework

πŸ›‘ NeMo Guardrails β€” Active Rails

βœ… Human-in-the-Loop (HITL) Gate
All consequential actions require human approval before execution. Confidence <0.85 always escalates. GDPR Article 22 compliant β€” no fully automated consequential decisions.
πŸ” PII Detection & Scrubbing
Microsoft Presidio + custom patterns. Names, emails, NI/SSN, card numbers scrubbed from all LLM I/O before logging. 47 entity types across 12 jurisdictions.
🚫 Toxicity & Hallucination Filter
NeMo topic rails block off-topic responses. Factual grounding check cross-references every claim against retrieved context. Hallucination >5% triggers human review queue.
⏱ Rate Limiting & Abuse Prevention
Per-user token budgets at API gateway. 10Γ— anomalous usage triggers suspension + security alert. Cloudflare WAF DDoS protection.

πŸ“‹ Audit Trail & Explainability

πŸ“ Immutable Decision Log
Every AI recommendation logged: input context, retrieved docs, reasoning chain, confidence, model version, user ID, timestamp. 7-year retention for regulated decisions.
πŸ”Ž Explainability (XAI)
Every recommendation includes source citations, confidence intervals, alternatives considered, and limitation disclosures. SHAP attribution for structured ML models.
βš–οΈ Bias Monitoring
Fairness metrics tracked across protected characteristics. Disparate impact analysis monthly. EU AI Act Article 10 data governance requirements met.
πŸ› Regulatory Mapping
GDPR Art. 5/22 Β· EU AI Act Art. 9/10/13/14 Β· NIST AI RMF Β· ISO/IEC 42001 Β· IEEE 7001 Transparency. Compliance evidence pack generated quarterly.
0.3%
Hallucination Rate
Target <2%
100%
HITL Coverage
Consequential acts
0
PII Leaks (30d)
Target: 0
A+
Security Grade
Mozilla Observatory
Multi-Agent Architecture β€” Mesh & Orchestration

πŸ•Έ Agent Mesh Topology

Orchestrator
Agent 1
Agent 2
Agent 3
Agent 4
Agent 5
Agent 6

Orchestrator decomposes tasks, routes to specialists, aggregates results, handles conflicts. All inter-agent communication via typed schemas. No agent takes external action without Orchestrator validation.

βš™οΈ Agent Patterns

ReAct β€” Reason + Act loopsAnalytical
Reflection β€” Self-critique cyclesHigh-stakes
Planning β€” Hierarchical decompositionMulti-step
RAG β€” Retrieval-augmented genKnowledge
HITL β€” Human-in-the-loopAll consequential
Tool Use β€” Function callingAll agents

πŸ”„ Temporal.io Orchestration

Active Workflows2,847
HITL Signals Pending47
Retry PolicyExp backoff Γ—3
Saga PatternCompensating txns
Durable ExecutionCrash-safe βœ“

πŸ“¨ Kafka Message Bus

Topics47 agent topics
Throughput12K msgs/s
Consumer Lag<100ms
Schema RegistryConfluent
Dead Letter QueueMonitored

πŸ”Œ MCP Integration Layer

MCP β€” Data sourcesActive
MCP β€” CRM/ERPActive
MCP β€” Document storeActive
OAuth 2.0 authAll connectors
JSON Schema validationAll tools
Evaluation Framework β€” Continuous Quality Gates
0.94
Faithfulness
Gate β‰₯0.92 βœ“
0.91
Answer Relevance
Gate β‰₯0.88 βœ“
0.89
Context Precision
Gate β‰₯0.85 βœ“
0.93
Context Recall
Gate β‰₯0.90 βœ“

πŸ§ͺ Eval Suite Composition

Golden dataset2,847 Q&A pairs
Unit evals (per agent)120–400 cases
Integration evals84 end-to-end flows
Adversarial probes47 jailbreak tests
LLM-as-judgeclaude-opus-4-5
Human eval cadenceWeekly 5% sample

πŸ” Eval-Driven Dev Flow

1
Change proposed β†’ PR opened
Automated eval suite runs against golden dataset in CI. Results posted to PR.
2
RAGAS gate enforced
All metrics must meet thresholds. Failure blocks merge.
3
Canary deploy (5%)
Langfuse online evals on live traffic. Drift alerts trigger auto-rollback.
4
Full rollout + monitor
Weekly human eval sample. Monthly RAGAS full re-run.
Infrastructure β€” Kubernetes Β· Scale Β· Resilience

☸️ Kubernetes Cluster

ClusterEKS / GKE / AKS
Node pools3 (system Β· app Β· GPU)
HPA targetCPU 70% β†’ scale
KEDA triggersKafka consumer lag
Spot instances80% non-critical
Multi-AZ3 zones

πŸ’Ύ Data Architecture

PostgreSQL (RDS)Operational
Redis (ElastiCache)Session + cache
Pinecone / pgvectorVector search
S3 Intelligent TierDocuments
Kafka (MSK)Event streaming
Snowflake / BigQueryAnalytics DWH

πŸ’° Cost Architecture

LLM API (Anthropic)~45% of AI cost
Vector DB~12% of AI cost
Compute (K8s)~28% of AI cost
Prompt cache savingsβˆ’67% input tokens
Haiku fast-path savingβˆ’40% LLM spend
Est. monthly totalΒ£8–28K

πŸ” Disaster Recovery

1
Primary failure detected (<2 min)
Route53 health check fails β†’ DNS failover. Temporal promotes standby. Kafka MirrorMaker live.
2
DR validates (<5 min)
Smoke tests auto-run. PagerDuty alert to on-call. RTO target: 15 minutes.
3
Data reconciled (<15 min)
PostgreSQL read replica promoted. S3 cross-region lag <5min. RPO: 5 minutes.

πŸ“Š Capacity Planning

  • Baseline: 3 app nodes Β· 2 vCPU Β· 8GB RAM each
  • Scale trigger: Kafka consumer lag >10K msgs
  • Max scale: 20 nodes via KEDA + HPA
  • LLM concurrency: 50 parallel sessions managed
  • Vector search: Pinecone p1 β†’ p2 at 500K docs
  • DB connections: PgBouncer pool (max 500)
Documentation β€” Deployment Guide & Runbook

πŸš€ 10-Week Deployment Guide

1
Week 1–2: Data Foundation & Infrastructure
Deploy K8s cluster. Provision Temporal.io, Kafka, PostgreSQL, Pinecone. Connect source systems via MCP. Establish data governance and RBAC. Run baseline eval on golden dataset.
2
Week 3–4: Core Agents Live
Deploy first 3 highest-value agents. Wire HITL approval workflows in Temporal. Configure NeMo guardrails and PII scrubbing. Set up Langfuse tracing and RAGAS eval gate.
3
Week 5–7: Full Agent Mesh
Deploy all agents. Configure Orchestrator routing. A/B test prompt variants. Enable drift detection. Train end-users on HITL workflow.
4
Week 8–10: Production Hardening
Pen test + SAST/DAST scan. Load test 10Γ— baseline. Configure PagerDuty. Compliance review (GDPR, EU AI Act). Produce runbook. Go-live.

πŸ— 7-Layer Platform Stack

L7PresentationReact Β· Next.js Β· SSO
L6API GatewayFastAPI Β· OAuth2 Β· WAF
L5OrchestrationTemporal.io Β· LangGraph
L4Agent RuntimeNeMo Β· RAGAS Β· Tools
L3Model + ToolsClaude API Β· MCP servers
L2Data + IntegrationKafka Β· PostgreSQL Β· Redis
L1ObservabilityOTel Β· Langfuse Β· Grafana

πŸ”Œ Integration How-To

  • MCP server per data source (REST/GraphQL/gRPC)
  • OAuth 2.0 service account per enterprise system
  • Kafka topics per agent capability namespace
  • Schema registry for typed message contracts
  • Data lineage via OpenLineage β†’ Marquez
  • Webhooks for real-time event ingestion
  • dbt + Airflow for batch data refresh

πŸ‘€ RBAC User Roles

ViewerRead dashboards
AnalystRun queries + export
ApproverHITL decisions
ManagerConfig + agents
AdminFull platform
AI EngineerModels + prompts

IdP via Okta/Azure AD. MFA enforced for Approver+.

πŸ“ž Incident Runbook

  • High latency (>5s): Check Langfuse trace β†’ vector store β†’ LLM API status
  • RAGAS gate fail: Roll back last prompt change β†’ notify AI engineer
  • Error spike: Circuit breaker β†’ fallback to previous version
  • PII leak: Suspend session β†’ DPO notification within 24h
  • HITL queue backup: Escalate to senior approver
  • Cost overrun: Auto-throttle β†’ route to Haiku