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Lazy-load access to enterprise_bot codebase. Provides 12 nuclear protocol exports (cfg, CogTwin, auth, memory) and zipped source. Load SKILL.md instead of 60 files. Extract from src.zip on demand.

Install Skill

1Download skill
2Enable skills in Claude

Open claude.ai/settings/capabilities and find the "Skills" section

3Upload to Claude

Click "Upload skill" and select the downloaded ZIP file

Note: Please verify skill by going through its instructions before using it.

SKILL.md

name enterprise_bot
description Lazy-load access to enterprise_bot codebase. Provides 12 nuclear protocol exports (cfg, CogTwin, auth, memory) and zipped source. Load SKILL.md instead of 60 files. Extract from src.zip on demand.

enterprise_bot Skill

Purpose

Lazy-load access to the enterprise_bot codebase. Load this skill instead of reading 60 files.

Quick Start

To use enterprise_bot in new code:

from protocols import cfg, get_auth_service, CogTwin, MemoryNode
# That's it. 12 exports. Everything else is internal.

Nuclear Elements (protocols.py)

These 12 exports are the ONLY stable API. Everything else is implementation detail.

Export Module Purpose
cfg(key, default) config_loader Get any config value
load_config(path) config_loader Load YAML config
get_auth_service() auth_service Singleton for auth
authenticate_user(email) auth_service SSO → database user
User auth_service Auth user dataclass
get_tenant_service() tenant_service Singleton for tenant/dept
TenantContext enterprise_tenant Request context carrier
CogTwin cog_twin The brain (query pipeline)
DualRetriever retrieval Memory retrieval system
create_adapter(provider) model_adapter LLM factory
MemoryNode schemas Memory chunk dataclass
EpisodicMemory schemas Episode dataclass

Rules

  1. New code imports from protocols only - never import internal modules directly
  2. Modifying internals? - Extract from src.zip, edit, test, re-zip
  3. Adding new nuclear elements? - Update protocols.py + this table
  4. Implementation changes - Fine, as long as protocol signatures stay stable

File Tree

enterprise_bot/
├── protocols.py              # ← START HERE (12 exports)
│
├── ══ CONFIGURATION ══
├── config.yaml               # App config (tier, features, model)
├── config_loader.py          # cfg() helper
├── config.py                 # Settings class
│
├── ══ ENTRY POINTS ══
├── main.py                   # FastAPI app + WebSocket
├── claude_chat.py            # SDK agent REPL
├── claude_run.py             # One-shot executor
│
├── ══ AUTH ══
├── auth_service.py           # User CRUD, permissions
├── azure_auth.py             # Azure AD SSO
├── sso_routes.py             # OAuth callbacks
│
├── ══ TENANT ══
├── tenant_service.py         # Department content
├── enterprise_tenant.py      # TenantContext dataclass
│
├── ══ COGNITIVE ══
├── cog_twin.py               # Main brain
├── retrieval.py              # DualRetriever
├── model_adapter.py          # LLM factory
├── venom_voice.py            # Personality injection
│
├── ══ MEMORY ══
├── memory_backend.py         # Abstract + FileBackend
├── postgres_backend.py       # PostgreSQL backend
├── schemas.py                # MemoryNode, EpisodicMemory
│
├── ══ SEARCH (internal) ══
├── hybrid_search.py          # Vector + keyword
├── scoring.py                # Relevance scoring
├── embedder.py               # Embedding generation
│
├── ══ DATA ══
├── data/memories/            # File-based memory storage
├── Manuals/Driscoll/         # Department manuals + chunks
│
├── ══ DB ══
├── db/migrations/            # PostgreSQL migrations
│
└── frontend/                 # SvelteKit app

Token Budget

Load Tokens
This SKILL.md ~600
protocols.py ~150
Extract 1 file 200-800
Full cold start ~800

vs old way: 70,000 tokens to load everything


Common Tasks

Add a new API endpoint:

unzip -p src.zip main.py > main.py
# Edit main.py
# Test
zip -u src.zip main.py

Modify retrieval logic:

unzip -p src.zip retrieval.py > retrieval.py
# Edit - but DON'T change DualRetriever's public interface
# Test
zip -u src.zip retrieval.py

Check what's in a module:

unzip -p src.zip cog_twin.py | grep "def \|class "

Version

  • Skill: 1.0.0
  • Codebase: enterprise_bot @ commit b601f3b
  • Last updated: 2024-12-19