2025
2025 Foundations
The 2025 foundations are the Financial Ledger, ParseSDS, CRM, meetings, and DMAIC systems built before models were orchestrated over them.
Read Document →PUBLICATIONS & ARCHITECTURAL MANUSCRIPTS
Works & Evidence Records
Original architectural papers, verified engineering benchmarks, and documented operational systems.
28 September 2026
Where Builders Start
ChatGPT is where many builders start, me included. Aien builds on that start: it runs real work on my own machine, checks the results, and shows its receipts.
Read Document →February 2026 to May 2026
DefiantMob
DefiantMob is production operator software for member operations, ledgers, training-desk automation, and payouts.
Read Document →20 August 2026
AEGIS
AEGIS is the on-prem defensive extension of Atlas that reads existing security signals, contains an intrusion inside the authorized estate, and preserves the evidence.
Read Document →October 2026
CUDA++
CUDA++ is the GPU half of Omega, now its own open source project under the MIT licence. It gives you everything CUDA gives you plus the motor, on the NVIDIA GPUs people already own, with no NVIDIA user-space software. This is how I built it.
Read Document →Early 2026
DHG, HiveMind, and Toolbox
DHG, HiveMind, and Toolbox are the community platform and toolkit where hive became an organization pattern later carried into Atlas.
Read Document →September 2026
The Continuation Test
A proposal for the evaluation of machine intelligence. Can a machine take up its position on the spectrum and keep moving? Includes the first measured run.
Read Document →October 2026
The Endless Symphony
The Endless Symphony is my system for building software with AI agents. AI does the building, every claim earns its place with a check, the test is written before the fix, and everything is verified twice. The models change. The Symphony remains.
Read Document →October 2026
Research
What the AIEN research program measures today, why an earlier study was withdrawn, and where the current results with receipts live.
Read Document →July 2026
MobDev and Panel Arena
Inside MobPay, MobDev turns a task into a build brief and Panel Arena runs a six-vendor review before implementation.
Read Document →25 July 2026
Atlas Harness
Atlas Harness, formerly codeharness, is the policy and recovery desk that turns operating prose into typed rules, work lanes, completion checks, and source records.
Read Document →Early 2026
BeltBrain
BeltBrain is a local-first decision engine whose planning and inventory work depend on a strong system of record.
Read Document →30 July 2026
Atlas Symphony
Atlas Symphony is a gated process that divides one task into isolated lanes, assigns an independent gatekeeper, and reserves final approval for the human operator.
Read Document →October 2026
AIEN
AIEN is a sovereign computing stack built on one machine I own: its own operating system, its own language with a GPU engine, a host runtime, and a pipeline that judges every change on the hardware itself. Everything is public.
Read Document →