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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

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Check and improve

The lowest cost that still passes.

teleon.dev/docs/cheapest ranks solutions on the cost frontier: code-only substitutes, hybrid pipelines and model calls, each measured against the same checks, so you can pick the cheapest answer that holds.

teleon.dev/docs/cheapestPareto arenahttpsjsonmcp
Cost and pass rateclassify a license
Pass rate, %Cost per run, tenths of a cent
909510001234
FrontierOther entries

Points on the line are the frontier: each is the best pass rate at its cost.

What it does

Cost against quality

Each solution sits on a chart of cost and pass rate.

Code where it works

Code-only substitutes replace model calls when they pass the checks.

A whole frontier to choose from

Choose by budget: every point on the frontier is the best at its cost.

The contract

A frontier entry names its pipeline, its checks and its cost per run.

MeasuresCost per run and pass rate
EntriesCode-only, hybrid, model
OutputThe Pareto frontier for a task
AccessRING-3
Identifiers
  • pareto_composition_arena_v1
Request and responseCopy
GET /v1/frontier?task=classify_license # Response { "frontier": [ {"entry": "regex_rules", "cost_cents": 0.01, "pass": 0.93}, {"entry": "rules_plus_encoder", "cost_cents": 0.05, "pass": 0.98}, {"entry": "small_model", "cost_cents": 0.4, "pass": 0.99} ] }

Endpoints

MethodPathAccessWhat it doesStatus
GET/v1/frontierRING-3Read the frontier for a task
POST/v1/entriesRING-2Submit a solution with its evidence

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/cheapest.

For agents

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

Agent prompt
Read https://teleon.dev/docs/cheapest.md and show the frontier for one task. Read only.
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Words on this page

Full glossary
Pareto frontier
The set of options where improving one measure, such as cost, would worsen another, such as quality.
Deterministic check
A check written as code that gives the same answer every time for the same input, at code speed and cost.