Larry · Personal AI Orchestrator Live

One intelligence. Every important context.

Larry is Mike Oh's second mind—an always-on personal AI system that connects health monitoring, professional workflows, daily briefings, and infrastructure management through 24 live automations.

Live system dashboard

Everything, at a glance.

Larry's dashboard surfaces the signals that matter each morning — weather, biometrics, pending decisions, portfolio, schedule, and project status — before Mike opens a single app.

Larry dashboard showing KPIs, HRV chart, weather, and sidebar navigation

24Scheduled automations

5Specialist personas

959Vector memory nodes

13+Self-heal checks every 5 min

Specialist personas

The Five Specialists

Larry routes work to five specialist reasoning personas, each with a distinct domain and approach.

Full-stack & DevOps

Atom

Development, infrastructure, data engineering, and technical problem-solving. Handles code, deployments, and system architecture.

Research & Intelligence

Pax

Research synthesis, writing, web search, and information retrieval. Produces weekly tech intelligence and agentic research reports.

Professional Strategy

Morgan

HP Industrial Print strategy, competitive intelligence, and professional OKR support. Delivers regular industry roundups.

Finance & Retirement

Sterling

Retirement planning, SRS strategy, personal finance monitoring, and portfolio threshold alerts using live market data.

Health & Wellness

Vida

Health biometric monitoring, wellness threshold checks, and Garmin data integration. Alerts only when attention is warranted.

These are specialist reasoning personas within Larry's AI model — not independent processes or separate applications. They represent distinct modes of reasoning applied to different domains.

Verified live capabilities

What Larry Does

Every capability below is confirmed from source code and deployment, audited September 2026.

Daily Briefings & Scheduling

Morning briefing via private messaging, JIT meeting prep alerts every 15 minutes, weekly review every Sunday.

Health & Wellness Monitoring

Biometric threshold checks by Vida, Garmin DI Connect import, and Google Health sync. Alerts only when a reading warrants attention.

Finance & Investment Tracking

Sterling runs a 6 AM threshold check and a 10 AM synthesis daily using live market data. Portfolio data gated behind a secondary vault password.

Research & Intelligence

Live web search, weekly tech intel across AI/SaaS/Cybersecurity, and weekly agentic research reports by Pax.

Infrastructure & DevOps

Self-heal monitor every 5 minutes with 13+ checks, automatic rollback on repeated failures, daily smoke test, and system digest.

Knowledge & Memory

Four-tier memory recall: conversation context, keyword search, vector semantic search, and episodic memory archived nightly.

Email Management

Daily 7:30 AM triage: inbox scanned in parallel, action-required items become Gmail drafts for Mike to review and send.

Professional Context

Morgan produces regular industry intelligence briefings for professional context and strategy support.

Conversational interface

Ask, delegate, approve.

Larry's chat interface connects directly to the five specialist personas. Calendar events queue for human approval before any action is taken. Sensitive operations — deletions, sends, financial moves — always surface as an approval request, not a silent action.

Human-in-the-loop approval for all calendar and email changes
Conversation history retained and searchable
Each response attributed to the persona that handled it
No message sent, no event deleted, without Mike reviewing first

Larry chat interface showing appointment approval workflow and conversational AI responses

Pax · Research & Intelligence

Weekly Tech Intelligence

Every Monday, Pax synthesises live research across three domains — AI & Agentic Systems, Enterprise SaaS, and Cybersecurity — into a structured HTML report delivered to Larry's dashboard.

How it works: Three parallel research queries run against live web search and AI synthesis APIs. Results are scored for relevance, de-duplicated, and formatted with action recommendations tailored to Mike's professional context.

Larry · Conversion Intelligence

Website Signal Brief

Every Monday, Larry queries the avam.buzz engagement database and delivers a concise brief — CTA clicks by source, contact enquiry categories, and weekly conversion patterns — with zero personal information logged.

Larry · Website Signals · Week of 23 Sep 2026sample output

2Total signals

2CTA clicks

0Form submits

✓Pipeline healthy

CTA CLICKS BY SOURCE

home-advisory-primary1

ENQUIRY INTERESTS

No form submissions this week.

How it works: avam.buzz CTA clicks and contact form enquiries fire server-side signals — no names, emails, or page views. Every Monday at 8 AM SGT, an n8n workflow queries the website_signals table in Supabase and emails the aggregated brief to Larry's inbox.

Automation & Vitality

Orchestration in Motion

Every scheduled job is logged. Every biometric is tracked. Larry runs silently in the background; the dashboard surfaces what warrants attention.

Larry Agent Runs log showing scheduled automation history with status and output — **Agent Runs log** — Every scheduled automation is recorded with its agent, timestamp, status, and output summary. Failures trigger an alert; silence means operational.

Larry Health dashboard showing daily snapshot, biometric KPIs, and recovery metrics — **Health dashboard** — Vida surfaces the daily biometric snapshot: steps, active calories, resting BPM, sleep duration, HRV, and recovery score. Data sourced from Garmin wearable export.

Sterling · Finance & Retirement

Financial data, vault-gated.

Sterling monitors portfolio thresholds, SRS positions, and market data daily. But the financial dashboard is protected behind a secondary vault password — separate from Larry's login — so even an authenticated session can't access portfolio data without an explicit unlock.

Threshold alerts fire automatically at 6 AM if a position breaches a limit
10 AM daily synthesis delivered to private messaging
Full portfolio view requires vault password — zero auto-display
No financial action is taken without explicit human instruction

Sterling Vault restricted financial access screen requiring a separate vault password

24 confirmed jobs

Live Automation Schedule

All jobs verified from automation job configuration and Flask route definitions. All times Singapore Time (SGT).

Monday 5:00 AM

Memory Hygiene Larry

Purges dangling vector memory and knowledge index records left after row deletions.

Daily 6:00 AM

Finance Check Sterling

Programmatic threshold scan of portfolio data using live market data. Alert sent if breach; silence means all clear.

Daily 7:00 AM

System Digest Larry

Morning infrastructure snapshot: disk, memory, and cloud deployment status. Delivered to private messaging.

Daily 7:30 AM

Email Triage Pax

Inbox scanned in parallel (5 workers). Action Required → Gmail Draft for Mike to send. FYI / Archive items skipped.

Monday 8:00 AM

Weekly Tech Intelligence Pax

Three AI research queries across AI/Agentic, Enterprise SaaS, and Cybersecurity synthesised into an HTML report.

Monday 8:00 AM

Website Signal Brief Larry

avam.buzz CTA clicks and contact enquiry categories aggregated from Supabase and delivered as a weekly brief. Zero PII — engagement signals only.

Daily 8:00 AM

Morning Briefing Larry

Calendar events, priorities, health context, and relevant knowledge synthesised into a focused daily brief.

Daily 8:30 AM

Smoke Test Larry

Five key endpoints hit and response latency measured. Results logged and reported to private messaging.

Daily 9:00 AM

Health Check Vida

Biometric thresholds checked programmatically. Alert sent only if a reading warrants attention.

Monday 10:00 AM

Agentic Research Pax

AI-driven research synthesis on topics of interest via AI research and live web search.

Daily 10:00 AM

Finance Update Sterling

Financial context synthesised and delivered as an update to private messaging or the personal inbox.

Weekly

Industry Roundup Morgan

Competitive intelligence briefing for professional context, synthesised from industry sources.

Google Health sync

Health Sync Vida

On-demand Google Fit data sync via OAuth into the health metrics database.

Sunday 6:00 PM

Weekly Review Larry

Journal, tasks, health, and finance records synthesised into a structured weekly review.

Daily 9:00 PM

Evening Wellness Vida

Programmatic health threshold check. Alert to private messaging if a metric needs attention; silence means all clear.

Daily 11:30 PM

Episodic Memory Larry

Day's conversation summarised and archived to the episodes table and vector memory.

Every 5 minutes

Self-Heal Monitor Larry

13+ checks: database connectivity, schema integrity (auto-fix), OAuth status, cloud deployment health, log scan, task backlog, container disk/memory, private server liveness, AI model quota, and more. Auto-rollback if ≥2 failures detected post-deploy.

Every 10 minutes

Flight Tracker Larry

Real-time flight status queried from an aviation data service when a flight is active.

Every 15 minutes

JIT Meeting Prep Larry

Calendar checked for imminent appointments. Briefing alert sent when a meeting is within the preparation window.

Saturday (weekly)

Code Audit Larry

Automated SAST and security review of the codebase. Report generated and delivered.

Verified stack

Technical Foundation

Every component below is confirmed from requirements.txt, configuration files, and deployment records.

Runtime

Python / Flask on a managed cloud platform

AI model

Enterprise AI model (reasoning & synthesis)

Database

Relational database (production) · SQLite (dev backup)

Vector memory

Vector database with AI-generated embeddings

Automation

Cloud automation platform — 24 scheduled jobs

Observability

AI call logging on a self-managed private server

Messaging

Instant messaging bot integration

Health data

Wearable device export · Health platform OAuth

Communication

Email API (read + draft only; human sends)

Calendar

Calendar API (read)

Live search

Web search API

Research

AI research synthesis API

Flight data

Real-time aviation data API

Production URL

larry.avam.buzz

Human authority remains final.

Larry supports judgment; he does not replace it. Email drafts require Mike to review and send. High-impact actions are gated. Material decisions remain transparent, reviewable, and under human control.

Health information notice: Health insights and biometric data presented within Larry are informational only and do not replace assessment, diagnosis, or treatment by a qualified medical professional. Screenshots of health data shown on this page reflect real system output from a Garmin wearable integration.