Read every source when it matters most.

teleon.dev/docs/forager schedules every foraging feed. It finds links between sources, reads each source as often as its value and surprise warrant, and credits each one for the value it adds.

v42.0teleon.dev/docs/foragerFeed schedulerhttpsjson

Read the docs Copy the agent prompt

One scheduling cycle

1Swanson ABC bridgerecalls to dockets: one battery cellLead

2EVOI and KL surpriseEU Safety Gate: surprise 1.8 bitsScored

3CELF fills the budget40 reads, most new coverage per costPicked

4Feeds readrecalls in 30 min, satellite in 3 hQueued

5Data Shapley crediteach source's share, into the next cycleNext

A bridge suggests a read, value and surprise set its pace, CELF fills the budget, and Shapley credit tunes the next cycle.

What it does

Discovery bridges

Swanson ABC bridges join findings that share a middle term, so a lead in one feed points to another.

Cadence by value and surprise

EVOI and KL surprise set each source's pace: busy sources speed up, quiet ones slow down.

Picks and credit

CELF fills each read budget with the most new coverage per cost; Data Shapley credits each source.

The contract

A schedule entry names the feed, the source and the next read time, with the EVOI, surprise and priority scores that set it.

DiscoverySwanson ABC bridges, active synthetic foraging

CadenceEVOI and KL surprise

SelectionCELF submodular prioritization

CreditData Shapley attribution

Identifiers

PrioritizedExtensibleList
TeleonCellKernel

Execution contracts

Request and responseCopy

GET https://api.teleon.dev/v1/forager/schedule?feed=recalls&limit=2

# Response
{
  "feed": "recalls",
  "budget": {"reads": 40, "used": 26},
  "next": [
    {"source": "EU Safety Gate", "at": "2026-10-25T22:30:00Z",
     "evoi": 0.31, "kl_bits": 1.8, "priority_0_100": 88},
    {"source": "NHTSA recalls", "at": "2026-10-25T23:00:00Z",
     "evoi": 0.12, "kl_bits": 0.4, "priority_0_100": 61}
  ],
  "shapley_last_cycle": {"EU Safety Gate": 0.46, "NHTSA recalls": 0.33}
}

Endpoints

Method	Path	Access	What it does
`GET`	`/v1/forager/schedule`	RING-3	Read a feed's next reads with the scores behind them
`GET`	`/v1/forager/bridges`	RING-3	List Swanson ABC bridges found across feeds
`GET`	`/v1/forager/credit`	RING-3	Read each source's Data Shapley credit

Listed paths appear in the service’s published files today. This surface comes from the Teleon Omnibus Codex v1.0 to v50.0, Oct 25, 2026. In the one-host plan every path here is served under api.teleon.dev/v1/forager.

How it connects

Reads from

Lab spinoutsteleon.dev/docs/spinouts Patentsteleon.dev/docs/patents News velocityteleon.dev/docs/news Telemetry and driftteleon.dev/docs/telemetry

Feeds into

Satelliteteleon.dev/docs/satellite Municipalteleon.dev/docs/municipal Standardsteleon.dev/docs/standards Teardownsteleon.dev/docs/teardowns Legislationteleon.dev/docs/legislative Laborteleon.dev/docs/labor Library adoptionteleon.dev/docs/packages Industrial auctionsteleon.dev/docs/auctions Wet labteleon.dev/docs/wetlab Recallsteleon.dev/docs/recalls Curriculateleon.dev/docs/curricula Nonprofitsteleon.dev/docs/nonprofits Serials and liensteleon.dev/docs/serials Cloud benchmarksteleon.dev/docs/cloudbench

Queuesaq526-aq600

StoresS194 Swanson ABC Literature Bridges S195 Active Synthetic Foraging S196 EVOI and KL Polling Cadence S197 CELF Submodular Prioritization S198 Data Shapley Attribution S199 Feed Compactor S200 Coverage Atlas

For agents

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

Agent prompt

Read https://teleon.dev/docs/forager.md and list the next scheduled reads for the recalls feed, with the scores behind each. Read only.

Copy

llms.txt Agent card

Words on this page

Full glossary

Swanson ABC bridge: A discovery link: when A connects to B in one source and B to C in another, A and C become a lead.
EVOI: Expected value of information: how much a fresh read is likely to improve a decision. Higher EVOI, more frequent reads.
KL surprise: How far a new reading shifts a source's expected values, measured as Kullback-Leibler divergence.
CELF: Cost-effective lazy forward selection: a greedy pick of the reads that add the most new coverage per unit of cost.