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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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Check and improve

Decide in milliseconds, escalate when unsure.

teleon.dev/docs/system1 answers routine decisions with deterministic rules and fast Ollama Cloud models (ollama-cloud/glm-5.3-flash), and sends a small blind share to a stronger check so its accuracy stays measured.

teleon.dev/docs/system1System-1 gatehttpsjsonmcp
The four rungs
1Code rulesexact patternsFastest
2CPU modelsoffline classifiersFast
3Small hosted modellow costWhen unsure
4Full modelhardest itemsRare

Most decisions finish on the first two rungs, on CPU, in milliseconds.

What it does

Four rungs

Code rules, offline CPU models, hosted small models, then a full model.

Blind canaries

A small share is re-checked blind by a stronger check, to measure accuracy.

Escalate when unsure

Low-confidence items move up a rung with their evidence.

The contract

A decision records the rung that answered and whether it was sampled as a canary.

RungsRules, CPU models, hosted small models, full model
Canary shareAbout 2 percent, blind
StoreS31 rubrics and canaries
AccessRING-2
Identifiers
  • decision_cascade_work_item/v1
Request and responseCopy
POST /v1/decide { "task": "route_ticket", "text": "Invoice total is wrong after the update" } # Response { "label": "billing", "rung": 2, "confidence_0_100": 91, "canary": false }

Endpoints

MethodPathAccessWhat it doesStatus
POST/v1/decideRING-2Get a fast decision
GET/v1/canariesRING-1Read canary accuracy

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/system1.

For agents

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

Agent prompt
Read https://teleon.dev/docs/system1.md and describe the four rungs. Read only.
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Words on this page

Full glossary
Canary
A small share of traffic or checks run against a change first, so a problem shows up early and stays small.
Deterministic check
A check written as code that gives the same answer every time for the same input, at code speed and cost.