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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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Make

Test solutions in worlds that feel real.

teleon.dev/docs/scenarios wraps public scenario frameworks and its own 18 by 8 atlas to build worlds before problems are framed. Each world has a benign twin, so a solution proves it reacts to the right cause.

teleon.dev/docs/scenariosScenario atlashttpsjsonmcp
Atlas coverage
shockseasonscalelagnoiserulesdriftload
Logistics
Health clinic
Retail
Energy
Education
fewer worldsmore

Darker cells have more worlds built and checked. Thin cells are where new scenario work is most useful.

What it does

Scenarios first

Worlds are built before a problem is written, so the framing fits the setting.

Open frameworks

Ten public frameworks plug in through adapters, each with its license noted.

18 domains, 8 dials

Domains such as logistics or health cross physics dials such as shocks and seasons.

The contract

A world spec names its domain, its dials, its hidden cause and its twin.

Frameworks10 public scenario frameworks
Atlas18 domains by 8 dials
TwinsOne benign twin per world
AccessRING-3 to read; RING-2 to build
Identifiers
  • teleon_public_scenario_world/v1
  • teleon_scenario_spec_world/v2
Request and responseCopy
POST /v1/worlds { "domain": "health_clinic", "dials": {"shock": "staff_shortage", "season": "winter"}, "twin": true } # Response { "world": "W-204", "twin": "W-204b", "framework": "atlas_v2", "oracle": "invariants_v1" }

Endpoints

MethodPathAccessWhat it doesStatus
GET/v1/frameworksRING-3List frameworks and their licenses
POST/v1/worldsRING-2Build a world and its twin
GET/v1/atlasRING-3Read the domain and dial grid

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/scenarios.

For agents

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

Agent prompt
Read https://teleon.dev/docs/scenarios.md and list the frameworks with their licenses. 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.
Deterministic check
A check written as code that gives the same answer every time for the same input, at code speed and cost.