Improve each database beside its daily work.

teleon.dev/docs/improve runs the improvement track beside every database: it tunes priorities, locales, synonyms and steps, and each change passes holdout checks and review before it reaches traffic.

teleon.dev/docs/improveTrack-2 hubhttpsjsonmcp

Read the docs Copy the agent prompt

Proposals by stage

Testing

synonyms: retire

step order: search

Awaiting review

locale: de dates

Applied

weight: trigram

threshold: dedupe

Every proposal runs against holdouts first; reviewers apply only the ones that win.

What it does

Two tracks per database

One track serves requests; the sister track proposes improvements.

Holdouts decide

A change ships only when it beats the baseline on held-out data.

Six tuning dimensions

Priorities, locales, synonyms, steps, weights and thresholds.

The contract

Each database unit has an operational connector and an improvement connector, governed by one policy.

UnitsDatabase units paired with sister connectors

PolicyLayerGovernancePolicy

GateHoldout checks and review

AccessRING-3 to read; RING-1 to apply

Identifiers

teleon_dual_track_request/v1
LayerGovernancePolicy

Execution contracts

Database-centered dual-track Sister self-tuning

Sample proposalCopy

{
  "unit": "DB-UNIT-03",
  "sister": "SISTER-03",
  "change": {"synonym_add": ["sunset", "retire"]},
  "holdout": {"baseline_mrr": 0.698, "candidate_mrr": 0.721},
  "status": "awaiting_review"
}

Endpoints

Method	Path	Access	What it does	Status
`GET`	`/v1/proposals`	RING-3	Browse improvement proposals
`POST`	`/v1/proposals/{id}/apply`	RING-1	Apply a proposal that passed review

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/improve.

How it connects

Reads from

Telemetry and driftteleon.dev/docs/telemetry Retrieval leagueteleon.dev/docs/retrieval Queue commonsteleon.dev/docs/work

Feeds into

Searchteleon.dev/docs/search Lexiconsteleon.dev/docs/lexicon Parameter packsteleon.dev/docs/params

Queuesaq28 aq46 aq110

StoresS10 Self-Awareness, Benchmarks and Jagged Frontier

For agents

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

Agent prompt

Read https://teleon.dev/docs/improve.md and list proposals awaiting review. Read only.

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llms.txt Agent card MCP card

Words on this page

Full glossary

Sister track: The improvement track that runs beside each database: it tunes priorities, synonyms and steps behind holdout checks.
Holdout: Test data kept apart from training and tuning, so scores on it show real performance.