6 Months to Build the Gods

How we designed, trained, and refined 8 AI assistants that truly understand the creative production pipeline — from first prompt to production-ready intelligence.

6
Months of Development
8
AI Agents Created
144
Tools & Functions
1
Solo Developer

Why 6 Months?

Building an AI assistant is easy. Building an AI assistant that actually understands the creative production pipeline — that knows what a shot status means, how an animator thinks, what a supervisor needs at dailies, and how to navigate the politics of a 200-person VFX crew — takes something else entirely.

Each of AnimaFlow's 8 agents went through months of iterative design: defining their personality, their domain expertise, their boundaries, their tone of voice, and the hundreds of real-world scenarios they needed to handle correctly. Every agent was tested against real production data, real artist questions, and real edge cases from years of blockbuster VFX experience.

The result is not a generic chatbot with a Norse name. It's a team of specialized intelligences, each with deep domain knowledge, carefully calibrated personalities, and the ability to take real actions within the AnimaFlow pipeline — from dispatching shots to searching LinkedIn for candidates to generating Python scripts for Maya.

The Eight Gods of Production

Each agent was individually designed with a unique personality, skill set, and domain of expertise.

Thor

THOR

Production Assistant

The first agent built. Thor required the deepest integration — understanding every shot, deadline, artist, and department. 144 tools, 330 API endpoints.

Heimdallr

HEIMDALLR

Code Expert

Trained to speak Python, MEL, VEX, and every scripting language used in VFX. Extensive prompt engineering to produce correct, production-safe code.

Freyja

FREYJA

HR & Recruiting

The most human agent. Freyja's Enneagram-based KPI system was developed with co-founder Chiara Elisabetta Vanni, drawing on decades of personality science research.

Loki

LOKI

Reference Finder

Designed to think like an artist seeking inspiration. Loki searches reference libraries, creates mood boards, and finds visual references matching creative intent.

Fenrir

FENRIR

Helpdesk

The pipeline guide. Fenrir was trained on every AnimaFlow feature, workflow, and edge case — so users never feel lost in the system.

Baldur

BALDUR

AI Tools Suite

Enterprise-only generative AI toolkit. SAM2, HunyuanVideo, LoRA fine-tuning, and custom AI pipelines — entirely on-premise with zero cloud dependency.

Gefjun

GEFJUN

Mobile Companion

The convergence agent for mobile. Gefjun combines the powers of Thor, Heimdallr, Freyja, and Loki into a streamlined interface for the Android app.

Mimir

MIMIR

Meeting Intelligence

AI-powered video conferencing with live transcription, automatic summaries, and searchable meeting archives. All data stays 100% on your server.

Chiara Elisabetta Vanni

Chiara Elisabetta Vanni

Co-Founder

The Human Science Behind Freyja

Freyja is not just another HR chatbot. She is the product of a deep collaboration between AI engineering and decades of research into human evolution and personality science.

Chiara Elisabetta Vanni, co-founder of AnimaFlow, is one of the foremost experts in the Enneagram personality framework. A qualified attorney, certified hypnologist, and karmic astrologer, Chiara has dedicated much of her career to the study of human evolution — understanding what drives people, how they grow, and what unlocks their deepest potential.

Her expertise was instrumental in shaping Freyja's revolutionary approach to team management:

Enneagram-Based KPI System

Traditional VFX studios measure artists by raw output: shots per week, iterations per task, hours logged. These metrics are crude, unfair, and often counterproductive — they punish thoughtful artists and reward speed over quality.

Chiara designed a fundamentally different approach. By integrating the nine Enneagram personality types into the KPI calculation, Freyja considers each artist's personality type, communication style, creative temperament, and individual growth trajectory. The result is performance metrics that are significantly more accurate, more fair, and more effective at predicting true potential.

Hypnology & Karmic Astrology as Interpretive Tools

Chiara uses hypnology and karmic astrology not as mystical practices, but as interpretive frameworks to understand the deeper motivational patterns that drive human behavior. These disciplines, combined with the Enneagram, provide a multidimensional map of each individual — enabling Freyja to offer insights about team dynamics, conflict resolution, and personal development that no traditional HR tool can match.

A 6-Month Partnership

Freyja's personality profiling system was not built in a weekend. It required months of iterative collaboration between Chiara's human science expertise and Gabriele's AI engineering — translating nuanced psychological concepts into structured prompts, validation logic, and scoring algorithms that an AI system can apply consistently and at scale.

The Development Timeline

6 months of research, design, prompt engineering, testing, and refinement.

Month 1
Foundation & Architecture
Designed the multi-agent architecture: how agents communicate, share context, and dispatch tasks. Built the Flask API backbone, database schema, and the first version of Thor with basic production queries.
Month 2
Thor & Heimdallr: Core Agents
Thor expanded to 144 tools covering every production scenario. Heimdallr trained for Python, MEL, VEX, and pipeline scripting. Both tested against real production data from Hollywood VFX projects.
Months 2–3
Freyja: The Human Dimension
Intensive collaboration with Chiara Elisabetta Vanni to design the Enneagram-based personality profiling and KPI system. LinkedIn and Indeed integration built for automated recruiting. Months of calibrating fair, personality-aware performance metrics.
Month 4
Loki, Fenrir & Mimir
Loki trained for creative reference search and mood board generation. Fenrir built as the helpdesk agent with full AnimaFlow documentation knowledge. Mimir developed with LiveKit video conferencing, real-time transcription, and AI summarization.
Month 5
Baldur & Gefjun: Enterprise & Mobile
Baldur's on-premise AI tools suite (SAM2, HunyuanVideo, LoRA) integrated with the GPU inference layer. Gefjun designed as the convergence agent for the Android mobile app, combining four agents into one streamlined interface.
Month 6
Integration, Testing & Hardening
Full integration testing across all 8 agents. ASGARD TRIALS benchmark suite created (up to 100,000 tests). Multi-backend support (Ollama, vLLM, SGLang, Gemini, llama.cpp). Fleet deployment, hardware configurator, and IT dashboard completed.

Our Design Philosophy

Every decision was guided by three principles forged in production trenches.

Domain Depth Over Breadth

Each agent is a specialist, not a generalist. Thor knows production inside out. Heimdallr knows code. Freyja knows people. This specialization means each agent delivers expert-level responses in their domain — something a single general-purpose chatbot can never match.

Real Actions, Not Just Chat

AnimaFlow agents don't just talk — they act. Thor can dispatch shots and reassign artists. Freyja can search LinkedIn and schedule interviews. Heimdallr can generate executable scripts. Every agent is wired into the pipeline's real API endpoints.

Human Science Meets AI

Traditional AI ignores the human dimension. AnimaFlow's Enneagram-based KPI system, developed with Chiara Elisabetta Vanni's expertise, proves that personality science and AI engineering can work together to create fairer, more effective tools for managing creative teams.