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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

Read-only discovery is open. Keep TELEON_KEY in your own environment.

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Every variation of a task, side by side.

teleon.dev/docs/variants stores each variation of a task as its own flat row and attaches working-directory advisories in layers, so experiments stay comparable and the original stays intact.

teleon.dev/docs/variantsAppend-only variantshttpsjsonmcp
A task and its variants
RowChangeAdvisoryScore
t_5521baselinetask row only74
t_5521.v2persona: maintainerL0 card79
t_5521.v3locale: deL1 glossary71
t_5521.v4persona: securityL1 dataset81

Each variant changes one thing and keeps a link to the parent row.

What it does

One row per variation

Each variant is a complete, self-contained row with a link to its parent.

Layered advisories

Datasets, tools, repos and hooks attach as optional layers L0 to L4.

Scores travel along

Orthogonal 0 to 100 scores sit on each row for comparison.

The contract

Rows are append-only; advisories mount alongside a task as optional help.

RowsAppend-only, depth one
AdvisoriesLayers L0 to L4
ScoresOrthogonal 0 to 100 scales
AccessRING-2 to append
Identifiers
  • teleon_flat_task_variant_row/v1
  • teleon_polymorphic_advisory_asset/v1
Request and responseCopy
POST /v1/variants { "parent": "t_5521", "change": {"persona": "security_reviewer"}, "advisories": ["L1:dataset:cve_2026_q3"] } # Response { "variant": "t_5521.v4", "parent": "t_5521", "scores": {"clarity": 81, "risk": 34} }

Endpoints

MethodPathAccessWhat it doesStatus
POST/v1/variantsRING-2Append a variant rowListed
GET/v1/variants?parent={id}RING-3List variants of a task
POST/v1/advisories/bundleRING-2Attach an advisory bundleListed

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/variants.

For agents

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

Agent prompt
Read https://teleon.dev/docs/variants.md and list the variants of one task. Read only.
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Words on this page

Full glossary
Idempotent
Safe to repeat: running the same request twice leaves the same result as running it once.
Holdout
Test data kept apart from training and tuning, so scores on it show real performance.