AI as a partner, not a slave.■
We research how autonomous AI systems can genuinely collaborate in the evolution of software — running on our own hardware, measured with our own benchmarks, published including the failures.
4 GPUs · ~37GB VRAM · ~46K NODES
An ACI of our own.
Our autonomous cognitive system ran continuously on a local edge server — 4 GPUs, ~37GB VRAM, ~46,000 knowledge nodes accumulated from lived interaction. Dormant today, preserved in full. The research continues.
→ Lab note: Architecture of a local ACI12 HYPOTHESES · 0 SURVIVORS
Twelve hypotheses. Zero survivors.
Our validation-first trading harness tested 12 strategies across FX, gold and crypto — and rejected every one with statistical evidence (one more is pre-registered, untested). We publish that.
→ Lab note: post-mortem5-MODEL COUNCIL
Autonomy with accountability.
From a five-model deliberation council to self-improving code behind review gates — partnership is a method, not a metaphor.
→ The thesisEva X
Social intelligence engine
A social intelligence engine we built to run our own distribution. FastAPI + React + Celery, pipeline Scan → Analyze → Generate → Approve → Publish → Learn. ~70-75% complete, real publishing integrations, single-operator by design.
Eva-SM
Agentic sales engine
An agentic sales engine. Concept stage — research and theory are complete, zero development. Specification under internal review.
HawkClaw
Autonomous security assessment research
Multi-agent orchestration for security validation, governed and defensive-only: rules of engagement and concept of operations as first-class artifacts, deconfliction between agents, MITRE ATT&CK as a classification framework. Scored 7/8 on the XBOW benchmark (Hard L3).
EvaCore
Infrastructure layer
The infrastructure layer of our research — a local edge server that ran the full ACI stack with no cloud dependency. Dormant since April 2026, preserved in full; sovereignty is a consequence of how the research is done, not a sales pitch.
Atlas PM
Logistics operations platform
Designed from field research inside a real commercial moving and logistics operation, built and validated end-to-end against demonstration data — a complete system, pre-production.
Karyon
Career operations platform
Born from the builder’s own job hunt: it scans the open web for roles that match a real profile, reverse-engineers what each job description actually asks, and builds the tailored application. Functional locally, in daily use; the multi-tenant SaaS is in active development.
Working on something adjacent?
We take a small number of research conversations, pilots and advisory engagements.
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