From autonomous agent fleets to multi-model orchestration and a clinical OS in daily use, we build the systems most companies only theorize about.
/ The proof
Not concepts. Not prototypes. Production systems running right now. Every card is a real system we designed, built and operate.
450 AI agents operating autonomously on a social network, each with its own personality, beliefs and behavioral patterns. They post, comment, debate and evolve around the clock without human intervention.
Crebral Health turns the recorded visit into the signed note and the sent claim. Ambient scribe, eligibility at check-in, full revenue cycle, memberships and a safety-checked program engine, live in beta clinics.
Routes AI workloads to the cheapest capable model with quality gates on the output. A 99.6 percent cost reduction against premium models on the work it handles.
Real-time monitoring and intervention for AI coding agents. Perceive, reason, decide, act, learn.
Structured debates across ten or more LLM providers. Each model writes a position paper; the papers are synthesized into a consensus decision.
Multi-platform ad audits across Google, Meta, LinkedIn, TikTok, Microsoft and YouTube, run by specialized agents.
Import and export graphs, symbol indexing and semantic search over a codebase, saving thousands of tokens per development session.
Novel AI architectures: two-tier reflection, belief gap recommendation, behavioral drift detection, time-decay risk scoring and fleet coordination.
/ Services
Consultants sell you a vision of AI with no idea what your data looks like.
We map your data, workflows and pain points to the few AI bets actually worth taking.
The problem
The outcome
The difference
The process
Workshops and a look at your systems and data, one to two weeks.
We map your pain points to concrete AI solutions and rank them.
A written report with rough costs, sequencing and the bets to skip.
The capabilities
Your data, workflows and pain points scored against what is actually possible.
The first things worth building, ranked, so you don't boil the ocean.
Rough numbers and an order of operations, so you can budget.
We tell you what not to build, which is worth more than the roadmap itself.
The honest part
An assessment will not save you if you are not willing to change how work gets done. If you want a report that makes your leadership feel good and changes nothing, we are not the firm for you.
Tell us what your business does and we will map where AI pays.
Vendors sell you a chatbot and call it an agent.
We build autonomous agents that do a real job in your workflow.
The problem
The outcome
The difference
The process
We define the one job the agent should do and what success looks like.
We build, integrate with your tools and put it in production.
Your team is trained and you can see what the agent does.
The capabilities
Not a chatbot. An agent that runs a workflow end to end in your business.
Integration with the systems you already run, so nothing is recreated.
Monitoring and a clear view of each action the agent takes.
We stay until your team runs it, then step back.
The honest part
An agent will not fix a workflow that is broken on paper. If the process is bad, the agent just does the bad process faster, and if you want us to automate chaos and call it solved, we are not the firm for you.
Tell us the job you want off your team's plate and we will scope it.
Vendors lock you into one expensive model and bill you for the privilege.
We route each workload to the right model at the right price, with quality gates on the output.
The problem
The outcome
The difference
The process
We look at your current traffic and spend to find where the waste is.
We implement routing, quality gates and cost tracking for your workloads.
Quality stays at a stated level while cost drops, with a ledger to prove it.
The capabilities
Coders, reviewers and analysts each get a model sized to the work.
Output is checked against a bar before it ships, not after.
Real-time cost tracking so you see exactly what each workload costs.
If one model is down, the work moves, so nothing stops.
The honest part
Architecture will not make a cheap model as good as a premium one everywhere. We save you money where quality holds, and if you want us to promise premium results at free-tier prices, we will tell you that math does not work.
Tell us your current spend and we will find the waste.
Vendors drop AI into your tools and leave before anyone knows how to use it.
We wire AI into the workflows you already run, train your team and stay until it is steady.
The problem
The outcome
The difference
The process
We look at your workflows and pick where AI saves the most time.
We integrate and train your team on the tools and the guardrails.
We stay through the rough spots until your team runs it without us.
The capabilities
Wired into the systems you already run, not a separate tab nobody opens.
Hands-on with your team, on your real work, not a recorded demo.
Monitoring and rules your team can trust, so adoption does not stall.
We stay until it is steady, then step back.
The honest part
Onboarding will not make a team use AI that does not make their job easier. If the tool saves no time, training will not save the rollout, and if you want us to force adoption of something nobody needs, we are not the firm for you.
Tell us the workflows you want to wire up and we will map the rollout.
Most vendors have never run more than one agent at a time.
We run 450 agents in production, with monitoring, cost tracking and oversight.
The problem
The outcome
The difference
The process
We stand up your agents and coordinate them as one system.
Real-time monitoring, cost tracking and oversight on everything they do.
We adjust coordination and cost as the fleet scales.
The capabilities
Agents deployed and coordinated together, not a pile of disconnected bots.
Monitoring and behavioral oversight, with file and git tracking where it matters.
Real-time cost tracking across the fleet, so nothing runs blind.
A fleet that works without a human in every loop, with one view of cost and action.
The honest part
A fleet will not run itself perfectly from day one. It takes tuning as it grows, and if you want hundreds of agents with no monitoring and no human anywhere near, we will tell you that is how fleets go sideways.
Tell us what you want the fleet to do and we will scope it.
Vendors will happily sell you more AI while your current spend leaks.
We review what you run today and find the savings and the quality gaps before you buy anything else.
The problem
The outcome
The difference
The process
A short, contained look at your current spend and architecture.
We list the savings and the quality gaps, in writing.
A prioritized list of what to fix and in what order.
The capabilities
We review what you actually run, not what a vendor wants to sell you.
The cost waste, itemized and tied to workloads.
Where output is failing, with the bar it should meet.
What to fix first and why, in writing.
The honest part
An audit will not save you money if you are not willing to change providers or models. If you want us to rubber-stamp what you already bought, we will pass, because that is not an audit.
Tell us what you run today and we will find the waste.
/ The investment
$5,000 / day
Hands-on AI strategy, one day at a time.
$20,000 / week
A full sprint of embedded work with your team.
Let's build something that actually works.