Skip to content

Have an AI agent? Let it explore Teleon for you. Any assistant works, personal or coding.

Connect your agent
What your agent reads

The request it copies

Explore teleon.dev for me and report back. Read https://teleon.dev/llms.txt, https://teleon.dev/.well-known/agent-card.json and https://teleon.dev/.well-known/mcp.json. Summarize the shared backend primitives at https://teleon.dev/docs and the THP v1.0 connection steps at https://teleon.dev/connect. Stay read-only.

Discovery files on teleon.dev

Read-only discovery is open. Keep TELEON_KEY in your own environment.

Teleon
Sign inApply for an instance
Check and improve

Link the right records, catch the rare signals.

teleon.dev/docs/esoteric links records of the same entity across typos and handles, separates records merged by mistake, and tests trigger rules against harmless look-alikes before they fire.

teleon.dev/docs/esotericEntity labhttpsjsonmcp
A link decision
Record A
NameJon Smyth
Handle@jsmyth
Record B
NameJohn Smith
Handle@jsmyth
DecisionLink 0.94
Evidencesame handle
Name match0.91

The shared handle and close names link the two records; the evidence travels with the decision.

What it does

Fuzzy linking

Name and handle variants link with measured confidence.

Careful unlinking

Contradicting evidence splits records that were joined by mistake.

Triggers with twins

Each trigger is tested against a benign counterfactual first.

The contract

A link decision names its evidence, its score and the method used.

LinkingJaro-Winkler and Fellegi-Sunter
TriggersMulti-signal, with benign twins
StoreS21 records
AccessRING-2
Identifiers
  • teleon_esoteric_signal_analysis/v1
  • teleon_fuzzy_entity_resolution/v1
Request and responseCopy
POST /v1/link { "a": {"name": "Jon Smyth", "handle": "@jsmyth"}, "b": {"name": "John Smith", "handle": "@jsmyth"} } # Response { "decision": "link", "score": 0.94, "evidence": ["same handle", "name similarity 0.91"] }

Endpoints

MethodPathAccessWhat it doesStatus
POST/v1/linkRING-2Decide whether two records match
POST/v1/unlinkRING-2Split records joined by mistake
POST/v1/triggers/testRING-2Test a trigger against its twin

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/esoteric.

For agents

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

Agent prompt
Read https://teleon.dev/docs/esoteric.md and explain how a link decision is made. Read only.
Copy

Words on this page

Full glossary
Holdout
Test data kept apart from training and tuning, so scores on it show real performance.
Bitemporal
A record that keeps two times: when a fact was true in the world and when the system learned it.