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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

Scores that mean what they say.

teleon.dev/docs/confidence calibrates confidence, strength and probability on separate 0 to 100 scales, and validates proof certificates so a checker can confirm a result quickly.

teleon.dev/docs/confidenceCalibration and proofshttpsjsonmcp
Calibration curve
Observed accuracy, %Stated confidence
2550751000255075100
PerfectBeforeAfter

After calibration, stated confidence tracks how often answers are right.

What it does

Calibrated scales

A score of 80 is right about 80 percent of the time.

Separate scales

Confidence, strength, probability and likelihood stay distinct.

Proofs checked fast

Certificates from formal tools validate in code.

The contract

A score vector names each scale, its value and the calibration it used.

CalibrationPAVA isotonic maps
QualityBrier score and calibration error
ProofsLean, Z3, Wasm replays, property seeds
AccessRING-2
Identifiers
  • teleon_epistemic_score_vector_0_100/v1
  • task_proof_certificate/v1
Request and responseCopy
POST /v1/scores/calibrate { "raw": 0.86, "scale": "confidence", "family": "license_classification" } # Response { "confidence_0_100": 78, "calibration": "pava_v4", "ece": 0.021 }

Endpoints

MethodPathAccessWhat it doesStatus
POST/v1/scores/calibrateRING-2Calibrate a raw scoreListed
POST/v1/proofs/validateRING-2Validate a proof certificateListed

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/confidence.

For agents

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

Agent prompt
Read https://teleon.dev/docs/confidence.md and calibrate a sample score. Read only.
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Words on this page

Full glossary
PAVA
Pool adjacent violators: the standard way to turn raw scores into calibrated probabilities that only go up.
Proof certificate
A small file that lets a checker confirm a result is correct far faster than redoing the work.