Knowledge & Memory
Lorn's cognitive architecture, learned context & persistent intelligence
Memory Overview
Total Memory Entries
1,247
▲ 23 added this week
Active Context Windows
8
4 primary, 4 auxiliary
Knowledge Domains
12
Avg confidence: 87.3%
Patterns Learned
34
18 workflow, 12 behavioral, 4 decision
Session Memories
89
Last 30 days
Long-term Memories
1,158
Consolidated & verified
Active Context
Command Center V1
Episodic
Relevance: 98% • Last updated: 2 hours ago
Web-based control surface for work submission, monitoring, review, and memory access. Early slices complete, continuing development.
Sprint Operating Protocol v1.2
Procedural
Relevance: 95% • Last updated: 3 days ago
Darrow owns full closed-loop sprint execution. Terminal states: GO or BLOCKED ON GILAD. Artifact contracts mandatory.
Simbioza Meta Ads Campaigns
Episodic
Relevance: 92% • Last updated: 4 hours ago
2 campaigns blocked pre-launch: Lead Gen NY Only (5 blockers), Chronic Conditions Test (4 blockers). No live campaigns.
Daily Audit Framework
Procedural
Relevance: 90% • Last updated: 1 hour ago
Comprehensive audit scope covering all Command Center surfaces. 13 sections with health indicators and action triggers.
Gilad's Preferences
Semantic
Relevance: 88% • Last updated: 5 days ago
Direct communication, values continuity and institutional memory, expects important decisions preserved, trusts autonomous execution.
Team Structure
Semantic
Relevance: 85% • Last updated: 2 weeks ago
6 operational agents: Darrow (Chief of Staff), Cassius (Product), Mustang (QA), Aria (Analytics), Roque (Design), Sevro (HR).
Knowledge Domains
Command Center Architecture
142 entries
Last updated: 2 hours ago
Confidence: 92%
Cycle Management
87 entries
Last updated: 3 days ago
Confidence: 88%
API Integration
103 entries
Last updated: 5 hours ago
Confidence: 85%
Team Workflows
76 entries
Last updated: 1 week ago
Confidence: 91%
Simbioza Meta Ads
54 entries
Last updated: 6 hours ago
Confidence: 87%
System Optimization
61 entries
Last updated: 4 days ago
Confidence: 83%
User Preferences
42 entries
Last updated: 1 week ago
Confidence: 94%
Historical Decisions
98 entries
Last updated: 2 weeks ago
Confidence: 96%
Memory Bank
| Memory ID | Type | Domain | Content Preview | Confidence | Created | Last Accessed | Access Count |
|---|---|---|---|---|---|---|---|
| M-2026-0325-001 | Episodic | System Audit | Critical API failures detected on Dashboard and Cycles pages... | 98% | 2026-03-25 | 1 hour ago | 3 |
| M-2026-0325-002 | Semantic | System Health | Deliverables Hub data mismatch: Total shows 7, displays 0... | 95% | 2026-03-25 | 2 hours ago | 5 |
| M-2026-0325-003 | Procedural | Audit Process | Daily audit framework established with 13 comprehensive sections... | 92% | 2026-03-25 | 3 hours ago | 7 |
| M-2026-0324-045 | Episodic | Command Center | Situational Awareness slice approved and launched... | 96% | 2026-03-24 | 1 day ago | 12 |
| M-2026-0323-038 | Semantic | Team Structure | 6 agents operational: Darrow, Cassius, Mustang, Aria, Roque, Sevro... | 94% | 2026-03-23 | 2 days ago | 18 |
| M-2026-0322-029 | Procedural | Sprint Protocol | Sprint Operating Protocol v1.2 established with artifact contracts... | 97% | 2026-03-22 | 3 days ago | 24 |
| M-2026-0321-017 | Episodic | Simbioza Ads | Campaign 1 blocked with 5 critical/high blockers... | 89% | 2026-03-21 | 4 days ago | 15 |
| M-2026-0320-012 | Semantic | User Preferences | Gilad values direct communication, continuity, and institutional memory... | 98% | 2026-03-20 | 5 days ago | 42 |
| M-2026-0319-008 | Procedural | Workflows | Cycle creation workflow: Intake → Shaping → Execution → Review... | 91% | 2026-03-19 | 6 days ago | 31 |
| M-2026-0318-004 | Episodic | Command Center | Functional MVP approved: Submit Work, Dashboard, Review Queue... | 95% | 2026-03-18 | 7 days ago | 28 |
| M-2026-0317-042 | Semantic | Tech Stack | Command Center built with Next.js, React, PostgreSQL, Redis... | 93% | 2026-03-17 | 8 days ago | 37 |
| M-2026-0316-035 | Procedural | QA Process | Mustang QA approval required before production launch... | 96% | 2026-03-16 | 9 days ago | 44 |
| M-2026-0315-021 | Episodic | Deliverables | 7 deliverables tracked: Scope docs, QA reports, guides... | 88% | 2026-03-15 | 10 days ago | 19 |
| M-2026-0314-018 | Semantic | API Design | RESTful API structure: /api/work, /api/cycles, /api/deliverables... | 90% | 2026-03-14 | 11 days ago | 26 |
| M-2026-0313-009 | Episodic | Coordination | Phase 2 validation: prove coordination works with less founder intervention... | 92% | 2026-03-13 | 12 days ago | 33 |
| M-2026-0312-003 | Procedural | Memory Systems | MEMORY.md preserved institutional knowledge, daily logs in memory/... | 97% | 2026-03-12 | 13 days ago | 51 |
| M-2026-0311-014 | Semantic | Business Context | AI-native Command Center for managing agent-driven work... | 95% | 2026-03-11 | 14 days ago | 47 |
| M-2026-0310-001 | Episodic | Founding | Command Center Day 1: Clean org structure, clear role boundaries... | 99% | 2026-03-10 | 15 days ago | 68 |
| M-2026-0310-002 | Semantic | Mission | Lorn's mission: Memory and Knowledge Lead, institutional memory layer... | 99% | 2026-03-10 | 15 days ago | 72 |
| M-2026-0310-003 | Procedural | Operating Model | All-in-one generalist: execute work independently across domains... | 98% | 2026-03-10 | 15 days ago | 64 |
Learned Patterns
Workflow Pattern: Rapid Execution with Coordination Gaps
Confidence: 94%
Agents complete implementation work 6-50x faster than estimated, but coordination between task completion and next assignment shows 7-17hr gaps. Root cause: autonomous monitoring not implemented reliably despite protocol.
Example: Command Center Sprint (March 10-12): Execution time 5hrs, idle time 17.5hrs
User Pattern: Direct Communication Preference
Confidence: 97%
Gilad consistently prefers direct, practical communication without excessive preamble. Values deliverables over plans, expects important decisions preserved clearly, and trusts autonomous execution within defined boundaries.
Example: "Report results, not intentions" • "Lead with deliverables" • "Be direct"
Decision Pattern: Fast Iteration, Rigorous QA
Confidence: 91%
Organization favors rapid implementation cycles with strict QA gates. Mustang approval required before production. All blockers resolved quickly (2-25 min avg), but integration bugs discovered at QA gate suggest pre-QA verification needed.
Example: Functional MVP → Mustang QA → Bugs found → Fixed in 15min → Re-tested → GO
Peak Usage Time: Evenings UTC (18:00-22:00)
Confidence: 89%
Highest activity between 18:00-22:00 UTC (corresponding to Israel timezone work hours). Majority of critical decisions, approvals, and sprint work initiated during this window.
Example: Sprint kickoffs, audit runs, major decisions cluster between 18:00-22:00 UTC
Session History
Role Definition & System Audit
Identity Update
Audit Framework
Dashboard Audit
Memories Created: 3 • Key Decision: Dual role accepted: Memory Lead + Command Center Auditor
Deliverables Hub Review
Data Integrity
Status Sync
Memories Created: 2 • Key Decision: Data mismatch investigation scheduled
Situational Awareness Slice Completion
Command Center V1
QA Approval
Launch
Memories Created: 5 • Key Decision: Slice approved and deployed to production
Team Health Report Review
Agent Status
Health Monitoring
Memories Created: 4 • Key Decision: All agents showing Warning status requires investigation
Sprint Operating Protocol Establishment
Process Definition
Artifact Contracts
Sprint Model
Memories Created: 7 • Key Decision: Sprint Operating Protocol v1.2 established
Simbioza Campaign Blocker Review
Meta Ads
Blockers
Compliance
Memories Created: 3 • Key Decision: Critical blockers documented, launch delayed
User Preferences & Working Style Documentation
Gilad
Preferences
Communication
Memories Created: 6 • Key Decision: Direct communication model confirmed
Cycle Workflow Definition
Workflows
Process Design
Memories Created: 4 • Key Decision: Intake → Shaping → Execution → Review pipeline defined
Functional MVP Completion & Approval
Command Center V1
MVP
QA
Memories Created: 8 • Key Decision: MVP approved: Submit Work, Dashboard, Review Queue
Tech Stack Documentation
Architecture
Next.js
PostgreSQL
Memories Created: 5 • Key Decision: Tech stack documented and approved
Knowledge Graph
Graph Legend: Lines represent knowledge connections • Node size indicates entry count • Color groups domains
Episodic Memory Feed
Dashboard API Failure Detected
What happened: Multiple critical API endpoints (/api/work/summary, /api/work, /api/cycles/analytics, /api/cycles/dashboard/summary) returned 404 errors during first comprehensive audit.
Why stored: Critical system failure requiring immediate investigation. Pattern suggests deployment issue or route misconfiguration.
Why stored: Critical system failure requiring immediate investigation. Pattern suggests deployment issue or route misconfiguration.
Dual Role Accepted: Memory Lead + Command Center Auditor
What happened: Gilad (via Claude Code assistant) formally assigned dual responsibilities: maintain existing Knowledge & Memory Systems Lead role while adding periodic Command Center Auditor responsibility.
Why stored: Foundational identity change affecting primary operating mandate and daily workflow.
Why stored: Foundational identity change affecting primary operating mandate and daily workflow.
Situational Awareness Slice Approved
What happened: Second slice of Command Center V1 (In Progress page with filters, Work Detail component, clickable dashboard cards, navigation cleanup) passed Mustang QA and received GO approval.
Why stored: Major project milestone. Demonstrates fast execution pattern (completed in hours) and rigorous QA gate working as designed.
Why stored: Major project milestone. Demonstrates fast execution pattern (completed in hours) and rigorous QA gate working as designed.
Phase 2 Coordination Validation Initiated
What happened: Formal operational test launched to prove work advances with materially less founder-dependent intervention. Success criteria: explicit handoffs, quick action after task_complete, blockers escalated not idle.
Why stored: Critical organizational test. Outcome determines if coordination layer is reliable enough to scale or needs fundamental redesign.
Why stored: Critical organizational test. Outcome determines if coordination layer is reliable enough to scale or needs fundamental redesign.
Artifact Contracts Made Mandatory
What happened: Sprint Operating Protocol v1.2 established requiring STATUS.md for every task and QA-RESULT.md for every QA run. Enforcement: tasks without valid artifacts not considered complete.
Why stored: Process change affecting all future work. Systematic evidence collection replacing message-based verification.
Why stored: Process change affecting all future work. Systematic evidence collection replacing message-based verification.
Command Center Founding - Clean Organizational Structure Established
What happened: Fresh start with new agent identities. Leadership layer complete: Darrow (Chief of Staff), Cassius (Product), Mustang (QA), Fitchner (Architect), Lorn (Memory Lead), Quicksilver (Red Team), Sevro (HR). Clear domains, no overlap, clean boundaries.
Why stored: Day 1 founding event. Sets organizational structure and operating principles for entire Command Center.
Why stored: Day 1 founding event. Sets organizational structure and operating principles for entire Command Center.
Semantic Knowledge Base
The User (Gilad)
Name
Gilad (The Sherminator)
Timezone
Israel (UTC+3)
Communication Style
Direct, practical, expects same. Values deliverables over plans. No excessive preamble.
Priorities
Continuity, institutional memory, cumulative intelligence, avoiding duplicated work
Trust Model
Trusts agents to execute autonomously within defined boundaries. Expects escalation when needed, not permission-seeking.
Working Hours
Peak activity 18:00-22:00 UTC (Israel evenings)
The Business
Mission
Building AI-native Command Center for managing agent-driven work across multiple domains
Core Product
Command Center - Cycle Management dashboard for tracking work through Intake → Shaping → Execution → Review pipeline
Operating Model
AI agents execute work, founder approves, institutional memory preserved for continuity
Current Phase
Phase 2: Coordination Credibility Validation (proving work advances with less founder intervention)
Key Initiatives
Command Center V1, Simbioza Meta Ads campaigns, Sprint Operating Protocol refinement
The Tech Stack
Frontend
Next.js, React, modern web frameworks with purple/blue gradient design system
Backend
Next.js API routes, RESTful architecture
Database
PostgreSQL (primary data store)
Cache Layer
Redis (session management, cached aggregations)
Deployment
Production URL: https://dashboard.thesherminator.com
Integrations
Meta Ads API, OpenClaw agent runtime, file storage, email service
Team Members
Darrow
Chief of Staff — Operational coordination, execution oversight, full closed-loop sprint owner
Cassius
Head of Product — Product judgment, prioritization, roadmap decisions
Mustang
Head of QA — Final quality gate, production readiness determination
Quicksilver
Red Team Lead — Adversarial thinking, challenge testing, finds flaws
Fitchner
System Architect — System structure, boundaries, architecture definition
Lorn (Self)
Memory & Knowledge Lead + Command Center Auditor — Institutional memory, knowledge organization, system health monitoring
Sevro
Head of HR — Agent health monitoring, organizational design
Aria
Analytics Lead — (role details limited in current knowledge)
Roque
Head of Design — Visual design, UX, Roque's Studio creative workflow
Ongoing Projects
Command Center V1
Status: Active (early slices complete) — Secure web control surface for work submission, monitoring, review, memory access. Next: In Progress View refinement.
Simbioza Lead Gen NY
Status: Blocked (5 blockers) — Meta Ads campaign targeting NY Medicare 65+. Critical blockers: Medicare claim verification, privacy policy page, landing page creation.
Simbioza Chronic Conditions
Status: Being Defined (4 blockers) — Meta Ads test campaign. Details pending blocker resolution.
Sprint Protocol Refinement
Status: Active — Current version v1.2 with artifact contracts. Monitoring coordination reliability in Phase 2 validation.
System Audit Framework
Status: Active — Daily comprehensive audit of Command Center covering 13 sections. First audit completed 2026-03-25.
Procedural Memory Library
How to Run a Daily Audit
1
Open browser and navigate to dashboard.thesherminator.com
2
Execute audit sequence: Dashboard → Cycles → In Progress → Review Queue → Deliverables → Simbioza → Team
3
For each surface: check health indicators, API status, data consistency, workflow velocity
4
Document findings in structured report with severity ratings (Critical/Warning/Healthy)
5
Generate recommendations with priority, effort, and impact ratings
6
Escalate critical issues to Gilad if unresolved within defined timeframes
How to Create Cycles
1
Navigate to Cycles page and click "+ Create Cycle"
2
Define clear cycle title and description
3
Assign owner from team roster
4
Set initial status: Being Defined, Defined, or In Progress
5
Document any blockers with severity ratings
6
Submit for tracking in Command Center pipeline
How to Manage Deliverables
1
Complete work output (report, scope doc, design, code, etc.)
2
Submit via Deliverables Hub API with required fields: title, type, agent, fileName, filePath
3
Set status: "Awaiting Review" for completed work
4
Add relevant tags, summary, and link to cycle if applicable
5
Wait for review by Gilad or appropriate reviewer
6
If revision requested, update and resubmit; if approved, work is complete
How to Handle Blockers
1
Identify blocker: specific issue preventing progress
2
Assign severity: Critical (blocking launch/production), High (blocking progress), Medium (degrading), Low (minor friction)
3
Document blocker clearly with impact and context
4
Attempt self-resolution if within capability and low-risk
5
If blocker persists: Critical >48hrs → escalate to Gilad immediately, High >72hrs → escalate
6
Track resolution time and document outcome for process improvement
Memory Health & Maintenance
Stale Memories
12
Not accessed in 90+ days
Conflicting Information
0
No conflicts detected
Consolidation Status
94%
Last consolidated: 3 days ago
Storage Usage
142 MB
12% of allocated capacity
Context Window Inspector
Identity & Mission
Tokens
4,247
Priority
Critical
Source
SOUL.md, IDENTITY.md
Active Projects
Tokens
8,912
Priority
High
Source
MEMORY.md, recent sessions
Team Context
Tokens
3,156
Priority
Medium
Source
AGENTS.md, USER.md
Procedural Knowledge
Tokens
6,489
Priority
Medium
Source
TOOLS.md, workflows
Recent History
Tokens
12,348
Priority
High
Source
Last 3 sessions
Total Context Tokens
35,152
Token Budget
200,000
Utilization
17.6%
Intelligence Metrics
Accuracy Over Time
94.2%
▲ 2.3% from baseline
Response Relevance
96.8%
▲ 1.2% improvement
Context Utilization
87.5%
Optimal range (85-95%)
Learning Velocity
23
New patterns/week