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$ whoami
Maincode is an AI research company building MatildaMATILDA[PRIVATE BETA]
Now in private beta — request early access, an intelligent assistant that understands your work, learns how you operate, and helps you move faster.
Now in private beta — request early access, an intelligent assistant that understands your work, learns how you operate, and helps you move faster.
We are advancing what AI can do in the real world to move humans forward.
$ cat status.txt
LOCATIONMelbourne, Australia
FOCUSAI research - Product development - Applied intelligence
CONTACThello@maincode.com
TIP: ↑↓ arrows to navigate - type help for commands
$ ls -la /research/
// PRODUCTS
matilda/
2.4G
2026-04
Intelligent AI assistant - flagship product
Matilda is our flagship AI assistant, built to understand complex workflows,
reason about context, and take meaningful action. Conversational AI that
actually gets work done.
LLM RAG Multi-agent Real-time API
LLM RAG Multi-agent Real-time API
// RESEARCH
context-engine/
480M
2026-02
Long-context reasoning framework
Proprietary framework for maintaining coherent reasoning across
extended context windows. Enables Matilda to track complex multi-step
workflows without losing the thread.
Transformers Attention mechanisms Memory systems Python
Transformers Attention mechanisms Memory systems Python
action-layer/
320M
2025-11
Tool-use and agentic execution
The layer that turns Matilda from a chatbot into an agent.
Structured tool calling, safe execution sandboxing, and
multi-step planning with real-world side effects.
Agent framework Sandboxing Tool use Planning
Agent framework Sandboxing Tool use Planning
eval-suite/
96M
2025-09
Evaluation and safety benchmarks
Internal evaluation framework for measuring model capability,
safety alignment, and task completion accuracy. Automated
regression testing across 10K+ scenarios.
Benchmarking Safety RLHF CI/CD
Benchmarking Safety RLHF CI/CD
// INFRASTRUCTURE
inference-cluster/
1.8T
2025-06
GPU inference infrastructure
High-availability inference infrastructure serving Matilda at scale.
Custom batching, model sharding, and dynamic routing for
sub-200ms response latency globally.
CUDA Kubernetes Terraform GCP vLLM
CUDA Kubernetes Terraform GCP vLLM
$ cat about.md
Maincode exists because we believe AI should do more than generate text. It should
understand context, take action, and earn trust through
consistent, reliable results.
We're building Matilda to be the AI assistant we always wanted: one that grasps the
full picture of what you're working on, remembers what matters, and helps you
move through complex work without losing the thread.
Founded in Melbourne, our team spans AI research, product engineering, and design.
We're obsessed with the gap between what AI can theoretically do and what it
actually delivers in practice. Closing that gap is the work.
We ship fast, measure everything, and build in the open where we can.
$ cat principles.txt
01Move Humans Forward. Create technology that improves humankind
02Do The Hard Thing. Make timeless choices
03Take Point. Are excited to do what others won't
04It's 2AM in the Lab. Thrive on challenges
05Stay Foolish. Know just enough to not know better
06Are High Voltage. Optimise for full power
07Ship. Deliver stuff that matters
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$ cat matilda.md
Matilda is Maincode's flagship AI assistant, built to understand your work,
learn your patterns, and help you move through complex tasks faster than you
thought possible.
Not another chatbot. Matilda reasons about context, takes action on your behalf,
and gets better the more you use it.
// CAPABILITIES
01Deep contextual understanding across long conversations
02Multi-step reasoning and task decomposition
03Agentic tool use. Matilda can act, not just talk
04Learns your workflow patterns over time
05Built-in safety guardrails and transparency
$ cat careers.md
We're a small team doing hard things. If you're the kind of person who builds
at 2am because you can't stop thinking about the problem — we should talk.
Maincode is building AI that works in the real world. We need people who care
about craft, move fast, and don't need permission to ship.
// WHAT WE VALUE
01Ownership. You don't wait to be told what to build
02Gradient. You learn new things quickly
03Range. You keep learning, going deep in any given domain
04Speed. Ship, learn, iterate
05Taste. You care about the details that others skip
06Humility. No ego. No posturing. Mission first
// LOCATION
Melbourne, Australia. On-site. Full-time.
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$ cat /dev/late-night
The world is quiet now.
The slack is still. The tickets wait.
But here, in the glow of the terminal,
we are building what morning will find.
No meetings. No metrics. No mercy.
Just the problem, the cursor, and the clock
that stopped mattering two hours ago.
This is where it happens.
Not in the pitch deck. Not in the standup.
Here. Now. In the space between
what doesn't work yet
and what's about to.
The slack is still. The tickets wait.
But here, in the glow of the terminal,
we are building what morning will find.
No meetings. No metrics. No mercy.
Just the problem, the cursor, and the clock
that stopped mattering two hours ago.
This is where it happens.
Not in the pitch deck. Not in the standup.
Here. Now. In the space between
what doesn't work yet
and what's about to.
$ cat status.txt
MODEDeep work
CAFFEINECritical
DISTRACTIONS0
COMMITSPending
COFFEES0
$ type help for lab commands