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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.

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Every dataset with the recipe to rebuild it.

teleon.dev/docs/datasets lists benchmark, holdout and domain datasets as rows, each with its license, digest and the pull, scrape or synthetic recipe that rebuilds it.

teleon.dev/docs/datasetsDataset registryhttpsjsonmcp
Datasets and their recipes
DatasetRoleRecipeLicense
pdf_tables_holdout_v2HoldoutsyntheticCC-BY-4.0
mcp_tool_namesBenchmarkpullMIT
clinic_formsDomainscrapepublic

Every dataset can be rebuilt from its recipe; holdouts are marked and kept apart.

What it does

Recipes travel with the files

Each dataset says how to pull, scrape or synthesize it again.

Licensed and hashed

SPDX license and SHA-256 digest on every entry.

Holdouts kept apart

Holdout sets are marked so they stay out of training and tuning.

The contract

A dataset row has a recipe, a license, a digest and a role.

RolesBenchmark, holdout, domain
RecipesPull, scrape or synthetic
ChecksSPDX license and SHA-256
AccessRING-3 to read; RING-2 to add
Identifiers
  • teleon_persistent_dataset_recipe/v1
Request and responseCopy
GET /v1/datasets?role=holdout&domain=pdf # Response { "datasets": [ {"name": "pdf_tables_holdout_v2", "rows": 480, "license": "CC-BY-4.0", "recipe": "synthetic"} ] }

Endpoints

MethodPathAccessWhat it doesStatus
GET/v1/datasetsRING-3Browse datasets by role and domainListed
POST/v1/datasetsRING-2Register a dataset with its recipe

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/datasets.

For agents

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

Agent prompt
Read https://teleon.dev/docs/datasets.md and list holdout datasets. Read only.
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Words on this page

Full glossary
Holdout
Test data kept apart from training and tuning, so scores on it show real performance.
Gold control
A test item whose correct answer is known, mixed into real work to measure accuracy honestly.