LAM Logo LAM // NAVIGATION
LAM ECOSYSTEM

Autonomous Agents & Development Architecture

Connecting memory-backed AI agents, a local development dashboard, and an upstream model router.

MEMORY & EXECUTION

Knowledge Ingestion & Live Telemetry

From multi-pass Second Brain wiki indexing to real-time telemetry observation and model routing, every process runs with reproducible logs.

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SYSTEM ARCHITECTURE TIERED PIPELINE TOPOLOGY

Architecture Topology

Multi-stage autonomous pipeline connecting local workspace execution, persistent Second Brain synthesis, and upstream model routing.

LAM-01 // COGNITION AUTONOMOUS AGENT CORE

Hermes Agent Second Brain Edition

Autonomous AI reasoning agent with Obsidian Second Brain integration, durable episodic memory, and local toolchain delegation.

LAM-01 // BRAIN

Hermes Agent

Second Brain & Autonomous Intelligence

Autonomous AI agent with Obsidian Second Brain integration, durable multi-session memory, and task delegation.

  • • 5-Pass Wiki Ingestion & Knowledge Indexing
  • • Durable Episodic Memory & Preference Retention
  • • Multi-Agent Swarm Delegation
  • • Context Compression & Cache-Safe Engine
  • • Autonomous Reasoning & CLI Delegation

Obsidian Second Brain

3D Interactive Wiki Graph
Architecture Source & Methodology

Andrej Karpathy's LLM Wiki Concept

The Second Brain memory structure is built upon Andrej Karpathy's architecture: transforming unstructured notes into an interlinked, living markdown knowledge base synthesized via automated multi-pass indexing.

Read Karpathy's Gist
VAULT ARCHITECTURE TWO-TIER VAULT HIERARCHY

Obsidian Vault Knowledge Hierarchy

Strict boundary separating permanent distilled concepts (04-Wiki) from transient agent execution states and daily task scratchpads.

T1

The Distilled Knowledge Engine

Permanent Graph

Raw capture processing to permanent [[wikilink]] synthesis.

5-Pass Ingestion Pipeline
01-Audio/ Input

Raw voice memos & meeting recordings (.mp3, .wav) ready for faster-whisper transcription.

02-Documents/ Input

Raw whitepapers, PDFs, research materials, and architecture diagrams awaiting OCR text extraction.

03-Notes/ Extracts

Intermediate Whisper transcripts (Transcripts/) & document extractions (Extracted-Docs/).

04-Wiki/ Distilled Core

Permanent distilled knowledge with bidirectional wikilinks: Entities/, Concepts/, and index.md.

T2

Operational Runtime & Daily State

Dynamic Runtime

Isolated workspace state preventing pollution of the permanent Wiki.

Zero Wiki Pollution Policy
05-Projects/ Specifications

Active project blueprints, architecture roadmaps, milestone specs, and engineering requirements used by agent sub-tasks.

06-Tasks/ Kanban State

Operational tracking state, active Kanban tickets, to-do lists, and issue items isolated completely from distilled knowledge notes.

07-Daily/ Audit Log

Automated daily work journals generated at midnight to log agent task runs, tool execution outputs, and git commit diffs.

LAM-02 // WORKSPACE SANDBOX & TELEMETRY

LAM Cyberlab

Isolated development sandboxes, agent observability dashboard, and real-time execution telemetry.

LAM-02 // WORKSPACE

LAM Cyberlab

Autonomous Development & Telemetry Workspace

Web dashboard, IDE, and telemetry monitor for application development, system testing, and agent observation.

  • • Isolated Development Sandboxes
  • • Real-time Telemetry & System Logs
  • • VPS Compatible & Remote Headless Ready
  • • Automated Verification & Task Pipelines
  • • Integrated Knowledge Graph & Vault Browser
LAM Cyberlab System Telemetry
LAM Cyberlab Agent Analytics
WORKSPACE CAPABILITIES INTEGRATED DEVELOPER STUDIO SUITE

Autonomous Dev & Observability Tools

Low-latency development IDE, runtime persona orchestrator, and real-time system resource monitor running on port :3000.

Code Editor & File Manager

Monaco IDE Engine • Live Tree View
IN-BROWSER IDE

In-browser Monaco development environment featuring bidirectional directory tree navigation, multi-language syntax highlighting, real-time git diff review, and instant filesystem sync with the host workspace.

Change Persona Studio

Dynamic SOUL.md Swapper
INSTANT SWAP

Switch agent personalities, response tones, and operational boundaries on-the-fly without invalidating conversational prompt caches.

Misa Amane Misa ACTIVE
Madoka Yuzuhara Madoka PRESET
Light Yagami Light PRESET
Kibutsuji Muzan Muzan PRESET

System Monitoring

Hardware Telemetry
LIVE

Live resource surveillance tracking real-time CPU workload, memory allocation, active background workers, and protected port reservations with zero polling overhead.

Remote Access & Terminal

SSH / PTY Bridge
SECURE PTY

Bi-directional pseudo-terminal (PTY) emulation in the browser allowing direct interaction with CLI tools, subprocess command execution, and encrypted WebSocket streams.

Isolated Dev Sandbox

Contained Environment
CONTAINED

Strictly restricted execution directory (~/workspace/) ensuring agent modifications, script testing, and builds never bleed into host files.

LAM-03 // GATEWAY HIGH-THROUGHPUT PROXY

LAM Router

High-throughput model router, Exact Response Cache (0ms Instant Hit), and automatic upstream multi-provider failover.

LAM-03 // GATEWAY

LAM Router

High-Throughput Upstream Gateway

Model routing engine and traffic proxy. Dispatches prompt requests across specialized LLM providers, local inference servers, and fallback endpoints with sub-millisecond cache hits.

  • • Exact Response Cache (0ms Sub-millisecond Hit)
  • • Automated Multi-Provider Fallbacks & Retries
  • • Output Cap Clamping (64,000 Tokens Max)
  • • High-Throughput Standalone Go Core
RESPONSE CACHING
01

SHA-256 Exact Response Caching

Instantly serves identical repetitive prompts within 1 millisecond without consuming upstream API tokens or triggering network latency.

Engine SHA-256 Hash Ring
Token Cost 0 Tokens (100% Saved)
Memory Overhead < 2 MB RAM
Hit Latency < 1 ms
RESILIENCE & COMBOS
02

Automated Circuit Breaker & Combos

Dynamic upstream failover across Claude Fable 5, Gemini 3.1 Pro, DeepSeek V4, and Custom Endpoint clusters if primary rate limits or network hiccups occur.

Failover SLA Zero-Downtime Hot Swap
Health Probing 1s Real-time Sweep
Supported Meshes Anthropic / Google / Local
Circuit Status Protected Auto-Switch
ROUTER SUITE INTELLIGENT TRAFFIC CONTROL

Next-Gen Traffic & Optimization Engine

Interactive prompt playground, multi-model cascade combos, and aggressive token optimization suites (RTK, Caveman, and Ponytail).

Multi-Model Combos

Cascading Fallback Routing
ROUTING MESH

Chain multiple LLMs into intelligent single-endpoint cascades (Fallback, Round-Robin, Weighted, and Fusion) with automated thought-signature preservation and instant rate-limit failover.

Token Saver Suite

RTK • Caveman • Ponytail
60-90% SAVINGS

Aggressive token reduction using RTK command compression, Caveman telegraphic response trimming, and Ponytail lazy-senior-dev code brevity to slash prompt input and output costs.

Live Model Playground

Side-by-Side Prompt Testing
INTERACTIVE

Built-in web playground to test, benchmark, and compare responses, token throughput, and TTFT latency across upstream AI models with custom parameters and system prompts.