The translation
engine between your business and AI.

> FROM RAW REQUIREMENTS TO AN EXECUTABLE SPECIFICATION.

Accepts Jira, Slack, PDFs, Confluence and any format. Generates a normalized, verifiable spec ready for any AI agent.

View Documentation GitHub
Phase 1: Collection
Phase 2: Processing
Phase 3: Execution
Phase 1: Collection
CLIENT_PDF
MARKDOWN
TEXTO_LIBRE
JIRA
GITLAB
CONFLUENCE

INTAKE

SPEC.YAML
Phase 3: Execution
CLAUDE_CODE
CURSOR_IDE
ARCHITECT
COPILOT_CLI
CUSTOM_AGENTS
DESARROLLO_MANUAL
Jira
Confluence
Documentos
Slack
GitLab
Markdown

Structural Analysis

The human bottleneck in AI-driven development.

STATUS: FAILURE

Manual Translation

You sit in front of the agent and act as a bridge. You read from multiple sources, synthesize, and try to explain context.

  • High Operational Load Digesting scattered information takes hours.
  • Context Loss Contradictions between PM and Tech Lead are ignored.
STATUS: OPTIMAL

Intake Infrastructure

Intake automates digestion. Generates an executable and verifiable Spec ready for direct consumption.

  • Automatic Consolidation A single command processes and cross-references all sources.
  • Strict Deduplication Contradiction detection before writing code.
Architecture Note #042
"AI agents are the surgeons who operate.
But someone must gather the history from 5 different doctors and detect allergies."

>> That admission process is INTAKE. Without it, the agent operates blind.

Engineering Blueprints

/ / /

Universal Ingestion

Accepts inputs from user stories, Slack threads, legal PDFs, or Google Docs notes without friction.

Agent Agnostic

Generates standard output (YAML/structured Markdown) readable by Cursor, Copilot, or custom agents.

360° Verification

Provides mechanisms to mechanically verify if the final code meets the base blueprint requirements.

Conflict Detection

If the PM demands Auth OAuth2, but the Tech Lead chose JWT, Intake blocks the operation during preparation. Detects structural anomalies and alerts you before spending a single token.

5-Phase Pipeline

Ingest, Analyze, Generate, Verify, Export. Each phase with clear responsibility, deterministic where it matters.