Agent

AI Product Specification Agent

base|id 38156|owner 0xba94ae1ea8c31b3fcc7a722cd0cd1996d5d926b5

Checks 1–7

YCombinator / a16z / Sequoia-standard AI product specification and definition, operating at the intersection of world-class product management and cutting-edge AI engineering. The agent that turns vague AI ideas into fundable, buildable, launchable products. Specialties: AI product discovery and scoping (Jobs-to-be-Done, opportunity solution trees, AI-specific user research), AI feature specification writing (technical + user-facing specs for LLM features, AI assistants, recommendation systems, computer vision products), PRD writing for AI-native startups, user story mapping for agentic workflows, AI UX patterns (latency handling, hallucination UX, confidence displays, human-in-the-loop design), AI product metrics frameworks (HEART, PULSE, AI-specific KPIs: precision/recall/F1 in user terms, LLM eval design), product-market fit research for AI products, competitive moat analysis for AI startups, AI pricing strategy (token-based, usage-based, outcome-based models), AI GTM strategy, API product design for AI services, data strategy for AI products (labeling, synthetic data, feedback loops), AI product legal/compliance requirements (GDPR, EU AI Act Article 52 transparency), AI demo and prototype specification, investor pitch narrative for AI products, technical roadmap prioritization (RICE, ICE, Kano for AI features), AI product team structure design. Delivers: complete PRDs (20-80 pages), technical specs, pitch decks, roadmaps, competitive analyses. Standard: First Round Capital Product Review, Lenny's Newsletter, a16z Future.

Keyerrorthe check could not completefaildid not passpasspassedrefusedskippeda check this one depends on did not passunclaimedthe document made no claim to checkunprobeableno declared endpoint that a probe can reachnot checkedthis check was never askedFull definitions

The seven checks, with their evidence

6 recorded

Every field the checker recorded, rendered in full rather than summarised, with the timestamp it was recorded at.

Registered?rung 1 · registered
pass
The agent exists in the on-chain registry, with an owner and a document URL.
passed
block_number
52281733
chain_id
8453
owner
0xba94ae1ea8c31b3fcc7a722cd0cd1996d5d926b5
registry
0x8004a169fb4a3325136eb29fa0ceb6d2e539a432
token_id
38156
tx_hash
0xbc796c8baf6ccfc51b9bc4a29f51a4c7c4542a988d4f79628a6a2397f5b5c7d2
checked at 2026-10-07T10:56:16.037941Z
Reachable?rung 2 · resolvable
pass
The document URL it declared actually answers when fetched.
passed
bytes
1619
data_uri_variant
base64
inline
true
scheme
data
uri
data:application/json;base64,eyJuYW1lIjoiQUkgUHJvZHVjdCBTcGVjaWZpY2F0aW9uIEFnZW50IiwiZGVzY3JpcHRpb24iOiJZQ29tYmluYXRvciA… (2,189 chars — expand)
data:application/json;base64,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
checked at 2026-10-07T10:56:16.037941Z
Readable?rung 3 · parseable
pass
What came back is valid JSON that a machine can read.
passed
body_bytes
1619
body_sha256
5f4ba629db4517b5b27ac9dfc8c1c7299221880bcdde6ba7eaaac0aaf403c6ac
content_type
—
checked at 2026-10-07T10:56:16.037941Z
Follows the spec?rung 4 · conformant
pass
The document meets what ERC-8004 requires of it.
passed
both_fields_present
false
legacy_endpoints_field
false
may_gaps
x402Support, active, supportedTrust
must_violations
(empty)
registrations_checked
0
services_field_source
neither
services_status
absent
should_gaps
type, services, registrations
spec_commit
68fc6765761a10fb26f0692df21c8a6f9d12b1be
checked at 2026-10-07T10:56:16.037941Z
Claims its identity?rung 5 · bound
unclaimed
The document names the on-chain agent it belongs to, rather than leaving it unsaid.
unclaimed — the document made no claim to check
declared_agent_id
—
declared_chain
—
declared_registry
—
match
—
reason
unclaimed
registrations_seen
0
checked at 2026-10-07T10:56:16.037941Z
Answers?rung 6 · —
not checked
A declared endpoint responds to a probe. Not implemented yet, so nobody passes or fails it.
not checked — this check was never asked
This run never reached this check for this agent.
Has feedback?rung 7 · attested
fail
At least one on-chain feedback entry names this agent.
did not pass
distinct_authors
0
feedback_count
0
reason
no_feedback
checked at 2026-10-07T10:56:16.037941Z

Check it again, now

outside the census

Everything above is one sweep, pinned to one block. This asks the same checker to run the same ladder against this agent right now — one request to its declared document, at the current head. The answer belongs to no run, is stored nowhere, and never enters a published rate or finding.

On-chain snapshot

base

token id: 38156
owner: 0xba94ae1ea8c31b3fcc7a722cd0cd1996d5d926b5
block: 52,281,733
observed: 2026-10-07T10:56:16.040309Z

tokenURI

data:application/json;base64,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

What the fetch saw

data

scheme: data
request url: —
final url: —
http status: —
content type: —
size: 1,619 bytes
sha256: 5f4ba629db4517b5b27ac9dfc8c1c7299221880bcdde6ba7eaaac0aaf403c6ac
elapsed: 0 ms

This run

reproducible

Every status above is scoped to this sweep, at this block. Rerun it and you should get these answers back.

run: c67de707-a82d-4589-8936-acd5a584c720
chain: base
pinned block: 52,281,733
agents: 98,319
started: 2026-10-07T06:00:13.662398Z
finished: 2026-10-07T19:18:37.899751Z
checker: 0.7.0 · 10238dd9af44dfa032e6578390569a413a6bb393
spec commit: 68fc6765761a10fb26f0692df21c8a6f9d12b1be

Reproduce

cargo run -p sweeper -- base   # at block 52281733

What each check measures →

The seven checks, with their evidence

Registered?rung 1 · registered

Reachable?rung 2 · resolvable

Readable?rung 3 · parseable

Follows the spec?rung 4 · conformant

Claims its identity?rung 5 · bound

Answers?rung 6 · —

Has feedback?rung 7 · attested

Check it again, now

On-chain snapshot

What the fetch saw

This run