AppendOnlyby 5R Industries

Human in the loop.
Agent at work.
All on the record.

An operating and record-management system for AI-assisted work with a person in the loop. Built so the person gets more done, the agent is more efficient, and the output is a record that can be audited.

Read the reportWrite to Adrian

The drawing is the system laid out as a brain. The forebrain decides, the midbrain keeps it running, the hindbrain checks, and the record runs beneath all three. Each part has a job and a limit.

An illustration of the design. The two strands replay our own record, 7 September to 3 November 2026, counted from git. Light is activity. Red is an incident. Hover over a part to see what it is.

Forebrain · where judgment sits

A person decides. An agent does the grunt work. Every step is written down as it happens.

The forebrain is the only part that reasons. One hemisphere is the person, the other is the agent, and the session joins them.

The operator chooses the question and signs the answer. Work goes down to the record only after the person's typed word.

Each command, file read, file change and web fetch the agent makes through its tools is written down by a local program beside it, at the moment the call returns. The agent does not write these rows, and a later edit to one would show.

Midbrain and hindbrain · what runs without being asked

The routine holds no model. The checker is not the agent's own.

Below the forebrain nothing decides. The midbrain keeps the system awake, and the hindbrain compares what the agent said with what it did.

The routine is the midbrain. It wakes the system, starts fresh working sessions and pages the person. It holds no AI model.

The checker is the hindbrain. We call it the observer: a local model on a separate machine. It checks every claim the agent makes against the record. The agent's vendor does not control it, and its machine accepts additions only. In an enterprise that second machine's place would be taken by what we call federation; that is a direction of work and not yet built.

Each working session of the agent is a cell. It wakes, it works, it records, it dies, and the next one picks up from the record where the last left off.

The record · the one state every part reads

Signed, chained, copied and stamped. A change to the past shows.

The record is not a region of the brain. It runs beneath all three as two strands: the working copy and the observer's own copy.

Every entry carries the fingerprint of the one before it, and every commit is signed. A change to the past shows at the next check.

Three copies on machines you own. Red marks: each one is an incident, kept with its date, its class and the measure that followed.

Local models load inside the system's own programs, with no separate model server, and write their model file's fingerprint on each row. Built and measured on the working machine.

A gate at the point of saving refused 103 of the agent's saves in its first two weeks, 30 October to 12 November 2026, by fixed rules and with no person involved.

A local reader answers from the record when the agent is away: one command at a terminal since 11 November 2026. On ten sealed questions the operator ruled six of its answers correct.

We have run our own company on it since March 2026.

3.1 bntokens through the agent model in 110 days
97%of that context served from cache
~$29a day at vendor list price: $3,140 in all
12×what the same context lists at uncached: $29,505 against $2,380
2,146claims checked: 1,100 verified, 718 claimed
52incidents, dated and classed

In the drawing: each sphere on the record is one day of this work, and each bead on it is a commit counted here.

One company, one operator, one AI chief of staff. Tokens and list price from the agent's own session records, 24 July to 11 November 2026; claims to 31 October; incidents to 11 November. No customer has yet run the pilot, so we publish no customer savings figure. What it caught

Not the agent's summary. Auditable rows the system wrote while the agent worked.

seqactorverbevidencelevel
0416agent-2RAN_TEST1 of 4 · exit 0 · 0.8 sevidenced
0417agent-2RAN_TEST2 of 4 · exit 0 · 1.1 sevidenced
0418agent-2RAN_TEST3 of 4 · exit 0 · 0.9 sevidenced
0419agent-2CLAIMED"complete and verified" · 3 of 4 tests in recorddowngraded
0421observerFLAGGEDrow 0419 · test 4 absentopen
0424agent-3RAN_TEST4 of 4 · exit 0 · 1.4 sevidenced
0425observerCLOSEDflag on row 0419 · 4 of 4 tests in recordverified
0426witnessANCHOREDday head · stamp · externalverified

In the drawing: rows like these are what the record's beads are made of, and the orange hindbrain is where a flag like the one on row 0419 comes from.

Auditable rows, shown here as an illustration in the shape the system produces. The agent said "complete and verified"; the record held three of four tests; the label followed the evidence.

For companies that have to answer for an agent's work.

It runs on your own machines, labels every claim that goes beyond its evidence, and outlives whichever vendor supplied the agent model. A pilot is three weeks and one workflow, with a number at the end.

  • Federal contractors and systems integrators
  • Engineering, construction and transportation agencies
  • Financial services
  • Pharmaceutical and healthcare documentation
  • Legal
  • Insurance

In the drawing: your people are the green hemisphere, your agents the blue, and the record beneath them stays on your machines.

We sell for acquisition, administrative, engineering and document-review decisions.

The full account, with its corrections.

The Record Can Answer: short editionPDF, 10 pages · DOI 10.5281/zenodo.24207803
The Record Does Not Change: the full reportPDF, 29 pages · corrections table, to 27 October
The Record Does Not Change: first releasePDF, 12 pages · corrections table · evidence bundle

In the drawing: each red mark on the record is an incident, and the reports account for them.

Deposited at Zenodo: The Record Can Answer, DOI 10.5281/zenodo.24207803; The Record Does Not Change, DOI 10.5281/zenodo.23042774.

Let's talk.

[email protected]

Adrian Outlaw, Founder
Lieutenant Colonel, US Army (Ret.) · West Point · UVA Darden · George Washington University

AppendOnly, by 5R Industries LLC · Virginia · Service-Disabled Veteran-Owned Small Business · CAGE 20P23 · UEI KC4EGEP2NTX4 · Patent pending · © 2026 5R Industries LLC