hummbl-bif 1.0.0

Batch Ingestion Framework — systematic methodology for technical knowledge acquisition using AI assistants

BIF — Batch Ingestion Framework

A systematic methodology for technical knowledge acquisition using AI assistants.

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What is BIF?

BIF is a repeatable framework for building comprehensive knowledge bases on any company, product, service, or technical domain. Developed during CCA-F certification prep and proven across 10 batches covering the entire Anthropic ecosystem in a single session.

The core insight: structured consumption in priority order, with each batch building on the last, creates layered understanding that random reading never achieves.

The Four Phases

Phase 1: FOUNDATION (Batches 1-4)   → What it is, how it works, what's current
Phase 2: TECHNIQUE  (Batches 5-7)   → How to use it well, how to avoid mistakes
Phase 3: SOURCE     (Batches 8-10)  → How the creators use it, what to clone
Phase 4: ECOSYSTEM  (Batches 11+)   → Adjacent tools, community, competitive context

Quick Start

1. Read FRAMEWORK.md — the complete methodology
2. Copy a domain-specific template for your target
3. Execute batches 1-10 using the per-batch checklist
4. Upload knowledge files to your Claude Project

Files

File	What
FRAMEWORK.md	Complete BIF methodology — phases, checklists, templates, hardening protocols
templates/	Domain-specific starter templates
examples/	Proven ingestion results (Anthropic ecosystem)

Domain Templates

Domain	Template
AI/ML Platform	ai-ml-platform.md
Cloud Platform (AWS/GCP/Azure)	cloud-platform.md
SaaS Product Evaluation	saas-evaluation.md
Programming Framework	programming-framework.md

MCP Server

BIF includes a stdio MCP server that exposes the framework as tools for MCP-compatible clients.

Required environment

Variable	Required	Purpose
BIF_SESSIONS_DIR	No	Overrides the default temp-directory session store. Use this when you want sessions persisted in a known workspace path.

If BIF_SESSIONS_DIR is not set, sessions are written under the operating system temp directory in bif-sessions/.

Startup command

python mcp_server.py

Example MCP client configuration:

{
  "mcpServers": {
    "bif": {
      "command": "python",
      "args": ["/absolute/path/to/bif/mcp_server.py"],
      "env": {
        "BIF_SESSIONS_DIR": "/absolute/path/to/bif/.sessions"
      }
    }
  }
}

The server supports initialize, tools/list, tools/call, and ping over newline-delimited JSON-RPC on stdio.

Proven Results

Project	Batches	Files	Time	Coverage
Anthropic Ecosystem	10	13	~4 hours	Comprehensive (API, MCP, Claude Code, safety, research)

Who is this for?

• Developers evaluating new platforms or preparing for certifications
• Architects onboarding onto unfamiliar technology stacks
• Consultants who need to become conversant in a client's tech quickly
• Teams building shared knowledge bases for AI-assisted workflows

About

Built by HUMMBL, LLC — cognitive AI architecture for production systems.

BIF applies the same structured reasoning principles as Base120 to the problem of knowledge acquisition: decompose the domain, compose understanding in layers, and recurse until mastery.

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Apache 2.0. Copyright 2026 HUMMBL, LLC.