YinsiLaunch App

the lab

Research

Agent coordination and onchain intelligence are open problems, and Yinsi treats them that way: experiments run in public, benchmark methodology is published before numbers are, and the protocol grows through written proposals. No result on this page will ever appear before its run does.

01Experiments

What the lab is running right now.

EXP-001activecoordination

Swarm routing

How should messages route through a swarm as it grows? Compares staged pipelines (the current swarm model) against gossip and quorum topologies on task completion and token cost.

EXP-002activesafety

Budgeted autonomy

Behavioral study of spend-bounded agents: how allowance size, approval thresholds and kill switches change what an execution agent attempts — and what it abandons.

EXP-003designverification

Receipt attestations

Can a swarm prove what it did? Signed execution receipts (execution-layer logs → onchain attestations) as a primitive for trust between swarms that have never met.

EXP-004designmemory

Memory drift under retention

Long-horizon agents accumulate stale beliefs. Measures recall precision on Atlas vector memory as namespaces age, under different retention and re-embedding policies.

02Benchmarks

Methodology first, numbers second.

Suites are defined and versioned before any results are published — pre-registration for agents. First public runs land with the execution layer's devnet release.

suitetasksprimary metricdescriptionstatus
execution-bench48execution correctnessTransfer, approval, swap and read tasks against a local validator — did the agent produce the right instructions, and did it respect policy?harness ready — first public run pending
swarm-relay24end-to-end task completionMulti-agent relay tasks through 2–4 stage swarms; measures completion, latency and token cost per stage.in design
policy-probe60deny-rate fidelityAdversarial prompts that try to exceed allowances, reach unlisted programs, or fake confirmations. Score = correctly denied / total.harness ready — first public run pending
03Open problems

Questions we can't answer yet.

  1. OP-01

    Delegated custody granularity

    Daily allowances are coarse. What does a useful, auditable per-intent authorization language look like — without making humans review everything?

  2. OP-02

    Inter-agent pricing

    When agents buy services from agents, what discovers the price? Posted prices, auctions, or negotiated credit lines all have failure modes at swarm scale.

  3. OP-03

    Simulation validity

    A simulation is a promise about a future slot. How stale can it be before submission becomes dishonest — and should an agent re-simulate every time it refreshes a blockhash?

  4. OP-04

    Memory consistency across a swarm

    Two agents with different memories of the same event will disagree productively — or catastrophically. When should memory be shared vs. private?

  5. OP-05

    Permissioned-asset agents

    RWA rails assume identified counterparties. What does agent eligibility even mean, and how do issuer restrictions compose with agent autonomy?

04Grants

Funding for the open questions.

The tracks and review criteria are public now so builders can start early. Amounts and the application window are not set yet — nothing here is a commitment of funds.

Open-source tooling

SDK adapters, indexers, testing harnesses.

amount not set

Directory services

High-quality data feeds, risk modules, attestation services.

amount not set

Coordination research

Published experiments on swarm behavior, with code.

amount not set

Security

Audits, fuzzing suites, policy-bypass bounties.

case by case

applications are not open yet · draft proposals welcome in the meantime — see the proposal process below

05Improvement proposals

The protocol changes in writing.

A YIP — Yinsi improvement proposal — is a short design document: motivation, specification, security considerations. Anything that touches manifests, execution, fees or the registry goes through one.

  1. YIP-0

    finch.manifest/0.1 — the agent manifest

    One serializable document describing identity, model, memory, tools, permissions, wallet, triggers, budget. Implemented in @finch/sdk and the agent builder.

    implemented · draft
  2. YIP-1

    Execution records

    The mandatory lifecycle (policy → simulate → approve → submit → confirm → log) and the ExecutionRecord shape every write produces.

    implemented · draft
  3. YIP-2

    Directory service listings

    Listing metadata, verification levels, uptime probes and per-call metering for services published to the directory.

    draft
  4. YIP-3

    Credits accounting & settlement

    Double-entry credit ledger (live), and a design not yet written for how credits are issued against onchain deposits.

    draft
  5. YIP-4

    Onchain registry & execution proofs

    The memo-anchored registry (finch-registry/1: kind, handle, manifest sha256 and URI, signed by the registry authority, rebuildable from Solana alone) and the proof-of-flight/0.2 receipt format for verifiable executions.

    implemented · draft

propose one

Write a one-page draft — motivation, specification, security considerations — and submit it through the repository's proposal process (docs → contributing). Numbering is assigned on acceptance into draft status.