Buildability / Receipt
This public receipt window renders only fields present in the canonical receipt object, deterministic fixture receipt, or canonical evidence receipt. Missing compute, demo, hash, signature, approval, telemetry, and adoption fields stay explicit.
Public buildability page receipt window
/buildability/evods-self-evolving-autonomous-data-science-agent-with-skill-learning-and-context-management
Subject: EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management
Verdict
Build Now
Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Data
{"file name": "input.pdf", "number of pages": 18, "author": "Zherui Yang; Fan Liu; Yansong Ning; Hao Liu"
Truth Boundary
Buildability surfaces only report computed viability and proof receipts. They do not claim live production usage, pilot outcomes, founder sign-off, public Brier calibration, judge divergence, or external adoption unless explicitly sourced.
Compute
{"file name": "input.pdf", "number of pages": 18, "author": "Zherui Yang; Fan Liu; Yansong Ning; Hao Liu", "title": "EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management", "creation date": "D:20260603012613+00'00'", "modification date": "D:20260603012613+00'00'", "kids": []}
Inference
{"file name": "input.pdf", "number of pages": 18, "author": "Zherui Yang; Fan Liu; Yansong Ning; Hao Liu", "title": "EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management", "creation date": "D:20260603012613+00'00'", "modification date": "D:20260603012613+00'00'", "kids": []}
Hardware
{"file name": "input.pdf", "number of pages": 18, "author": "Zherui Yang; Fan Liu; Yansong Ning; Hao Liu", "title": "EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management", "creation date": "D:20260603012613+00'00'", "modification date": "D:20260603012613+00'00'", "kids": []}
Receipt path
/buildability/evods-self-evolving-autonomous-data-science-agent-with-skill-learning-and-context-management
Paper ref
evods-self-evolving-autonomous-data-science-agent-with-skill-learning-and-context-management
arXiv id
2606.03841
Generated at
2026-06-03T20:32:57.923Z
Evidence freshness
fresh
Last verification
2026-06-03T20:32:57.923Z
Sources
4
References
0
Coverage
83%
Lineage hash
70044709216f1d9811e220273e10f0c9f5a5c83422359382ff0bf966e7c5541e
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Canonical opportunity-kernel evidence is available for this receipt window.
references