We Build
Into Systems.Contextual AI infrastructure, multi-agent architecture, and strategic engineering for teams building systems that endure.
We Build
We Build
We Build
Raw model intelligence is now a commodity.
Without cohesive structure, it yields fragmentation and operational noise.
Context evaporates between sessions. Decisions lose systemic continuity.
Teams optimize isolated prompts instead of durable workflows.
The bottleneck is rarely the model.
It is the context architecture and underlying data topology.
Source78 combines AI systems architecture, strategic consulting and custom development to make intelligence useful in real workflows. From private knowledge systems to customer and partnership opportunities, we connect what you know with what you can do next.
We build first-party intelligence products around Mandalora Codex—a private, adaptive intelligence layer that connects meaning, evaluates changing information and brings relevant knowledge into each interaction. Mandalora, Supersquid, SourceProject and Affilume apply that foundation to AI tools, personal experiences, business decisions and partnership growth.
For enterprises engineering mission-critical AI workflows, we design the substrate beneath the application: dynamic context routing, multi-agent orchestration, state persistence, and deterministic decision pipelines that remain coherent under scale.
We rigorously evaluate AI technical roadmaps, audit vendor architecture, identify critical structural vulnerabilities, and de-risk deployment paths before technical debt compounds into systemic failure.
Tools change weekly. Fundamental system architecture compounds forever.
Built around Mandalora Codex, our products connect AI to the meaning behind your words, the circumstances around your decisions and what you actually want to achieve. Not just more answers—help that fits.
Your situation isn’t generic. Your AI shouldn’t be either.
Mandalora adds a private intelligence layer to the AI tools you use. It connects meaning across conversations, recognises when information needs updating and brings forward what matters to your request—not simply everything you’ve ever saved.
Not just something to ask. A little world that feels like yours.
Supersquid is a personal AI companion for curiosity, reflection and everyday adventures. Powered by Mandalora Codex, it connects what you share over time to offer conversations, ideas and encouragement relevant to you—with physical gifts and playful experiences bringing that connection into the real world.
Know who matters now. And why.
SourceProject connects your business information with changes happening around your customers, partners and market. Powered by Mandalora Codex, it turns scattered signals into relevant priorities: whom to reconnect with, what to offer and which opportunity deserves your attention.
Growth advice that starts with your business. Not somebody else’s playbook.
Affilume brings together partnership intelligence, tailored strategy and audience-growth tools. Powered by Mandalora Codex, it connects your goals with your content, relationships and audience—helping you identify relevant opportunities and turn them into practical action.
Our products show where we’ve started. They don’t define the limits of what we can build with you.
Your knowledge, relationships and ways of working hold possibilities that generic AI cannot recognise on its own. We design around what makes those possibilities relevant—and what it would take to act on them.
Your team shouldn’t have to rebuild the story every time a conversation starts or a tool changes.
Imagine AI that connects a request to the decisions behind it, recognises when priorities have shifted and brings forward the knowledge that matters now. Not just remembering more—understanding what still applies.
The information that makes AI useful is often the information you cannot casually share.
We design around that boundary: what stays inside your environment, what an external model actually needs and who is allowed to access the result. Privacy becomes part of how the solution works—not a compromise made to get it working.
A former customer has changed direction. A partner could do more with the right support. An overlooked pattern connects several opportunities.
Imagine seeing not just what changed, but why it matters to your business—and having a practical next step. We connect scattered information to the decisions it can actually help you make.
Perhaps your team keeps copying information between systems. Your customers need an experience no existing product quite delivers. Or your idea is clear, but the path to building it isn’t.
We help define that missing piece, test the assumptions and shape a focused solution around your existing business. Sometimes that means connecting what you already have. Sometimes it means building something new.
Bring us a workflow that keeps breaking, knowledge your tools cannot use, or an idea you haven’t found a way to build. Let’s find the right angle.
