Let schemas grow up as data settles.

teleon.dev/docs/automorph moves free-form records up a four-rung ladder toward fast native columns as their shape settles, stops tests early once the evidence is clear, and prefetches the next likely call.

teleon.dev/docs/automorphSchema ladderhttpsjsonmcp

Read the docs Copy the agent prompt

The license field's climb

1Free-form documentrung 1Passed

2Indexed fieldrung 2Passed

3Virtual columnrung 3Current

4Native columnrung 4Next

The field moved up as its shape held steady; the next promotion waits on one more week of evidence.

What it does

Four rungs

Free-form document, indexed fields, virtual columns, native columns.

Stop when sure

Sequential tests end as soon as the result is decisive.

Next call ready

Recent call history predicts the next request and warms its cache.

The contract

Each promotion is gated by evidence and recorded with its before and after.

LadderDocument, GIN index, virtual column, native column

TestsWald sequential tests and CUSUM

PrefetchOrder-3 call history and S3-FIFO cache

AccessRING-1 to promote

Identifiers

teleon_automorph_lenses_request/v1
teleon_dossier_learning_loop_request/v1

Execution contracts

4-rung OKF automorphing, THP v2.0 lenses, Wald SPRT, Order-3 VOMC and the dossier loop

Request and responseCopy

GET /v1/automorph?field=license

# Response
{
  "field": "license",
  "rung": 3,
  "evidence": {"queries_per_day": 2410, "shape_stable_days": 21},
  "next": "native_column"
}

Endpoints

Method	Path	Access	What it does	Status
`GET`	`/v1/automorph`	RING-2	Read each field's rung and evidence	Listed
`POST`	`/v1/automorph/promote`	RING-1	Promote a field one rung

Listed paths appear in the service’s published files today. In the one-host plan every path here is served under api.teleon.dev/v1/automorph.

How it connects

Reads from

Recordsteleon.dev/docs/records Catch-all intaketeleon.dev/docs/catchall

Feeds into

Database and graph coreteleon.dev/docs/db Schema lensesteleon.dev/docs/lenses

Queuesaq121 aq124 aq125 aq128

StoresS28 4-Rung OKF Automorpher and Dossier Loop

For agents

Give your agent the read-only guide first. It reports back before any write.

Agent prompt

Read https://teleon.dev/docs/automorph.md and show which rung the license field is on. Read only.

Copy

llms.txt Agent card MCP card

Words on this page

Full glossary

OKF: The schema-free record format at the first rung of the schema ladder, used for catch-all items.
Lens: A pair of functions that translate a request or response between two schema versions in both directions.
Canary: A small share of traffic or checks run against a change first, so a problem shows up early and stays small.