Real Skill packageSource verifiedClawHub registry

inference-expert-agents

Turn an AI agent into an expert at inference — difficulty triage, deliberation budgets, self-consistency, claim-level verification, citation gates, judge ensembles, calibrated abstention, cost cascades, semantic caching, deep-research loops, agent memory, MCP exposure, eval regression gates, and answer certificates. Use for deciding how much inference compute to spend, verifying claims before asserting them, avoiding overthinking/hallucination/verification-theater, and controlling inference cost.

Identity and source

Publisher attributionorionshaowswmwregistry owner unverified by skillvetai
Functional categorySearch, Research & Knowledgeautomatically inferred · 72% rule confidence
Package forminstruction with code37 recorded files
Canonical sourceClawHub registryclawhub:orionshaowswmw:inference-expert-agents
Open canonical source ↗

Platform declarations

These states come from the source or distribution context. None of the entries below are SkillVetAI compatibility test results.

OpenClawnative officialProvenance: registry distribution

Independent structural checks

These checks parse the fixed package against dated platform rules. They do not execute the Skill or verify task behavior.

Claude Codepasses structure
Checker 0.1.0 · agent-skills-2026-08-13+claude-code-docs-2026-08-13 · 9/16/2026.claude/skills/inference-expert-agents

Runtime, accounts, dependencies, permissions, network behavior and task quality remain untested.

OpenAI Codexpasses structure
Checker 0.1.0 · agent-skills-2026-08-13+codex-docs-2026-08-13 · 9/16/2026.agents/skills/inference-expert-agents

Runtime, accounts, dependencies, permissions, network behavior and task quality remain untested.

OpenClawpasses structure
Checker 0.1.0 · agent-skills-2026-08-13+openclaw-docs-2026-08-13 · 9/16/2026skills/inference-expert-agents

Runtime, accounts, dependencies, permissions, network behavior and task quality remain untested.

Installation and inspection

This command is recorded from the source ecosystem and resolves the registry's latest release. The fixed release shown on this page should be inspected before adoption.

clawhub install @orionshaowswmw/inference-expert-agents
clawhub inspect @orionshaowswmw/inference-expert-agents --version 3.0.2

Security evidence

SkillVetAI static result: no findings detected

This automated, non-executing scan is bound to this release hash. It is not a safety certification and may contain false positives or false negatives.

Status
completed
Coverage
full text content
Files
37 / 37 inspected as text
Checked
9/16/2026, 4:58:45 PM
Scanner
0.1.3
Policy
1.0.3
4 inferred permission indicators
  • network access — automatically inferred
  • filesystem read — automatically inferred
  • filesystem write — automatically inferred
  • credential access — automatically inferred
6 dependency and API indicators
  • api: api.openalex.org
  • api: arxiv.org
  • api: clawhub.ai
  • api: export.arxiv.org
  • api: medium.com
  • api: www.w3.org
External clawhub result: suspicious

This is registry-supplied evidence for the recorded release, not an independent SkillVetAI scan. Check the canonical source for the full report, scanner versions, scope, and current moderation state.

Evidence checked
9/16/2026, 5:52:51 AM
Release binding
Matches this record
  • skillspector: suspicious
  • llm: suspicious

Recorded files

The catalog stores hashes and an inventory summary for change detection. It does not republish the package contents.

Package content hashsha256:27cecfd14f4372cd04d9a8d416d15a52eb4829ac95ad3ae92262f6cd6cb38e8f
Show up to 30 recorded paths
  • manifest.json
  • README.md
  • references/release-notes-v3.md
  • references/verified-grounding.md
  • scripts/selftest.sh
  • skill-card.md
  • SKILL.md
  • tools/_common.py
  • tools/_compact.py
  • tools/answer_certificate.py
  • tools/brevity.py
  • tools/cache_kit.py
  • tools/cascade.py
  • tools/citecheck.py
  • tools/compress.py
  • tools/conformal.py
  • tools/cove.py
  • tools/debate.py
  • tools/deep_research.py
  • tools/deliberate.py
  • tools/eval_regression.py
  • tools/grounding_gate.py
  • tools/inference_scorecard.py
  • tools/jsonfix.py
  • tools/judge_panel.py
  • tools/ladder_trace.py
  • tools/mcp_server.py
  • tools/memory_kit.py
  • tools/portability.py
  • tools/retrieval.py

Source changelog

v3.0.2 — token-footprint pass: release history (v2.2 and v3 notes) moved out of the always-loaded SKILL.md into references/release-notes-v3.md with a pointer, so the file an agent pays for every turn stays near the v2.2.0 size while carrying 2 more tools; manifest gains a references block naming the on-demand files. Includes all v3.0.0 correctness fixes, 12 citation corrections, citecheck.py + theatre.py, and the scanner remediation from v3.0.1. selftest 112/112, contract suite 237/237.

Release security diff

mediumCompared fixed releases 2.2.0 and 3.0.2; 0 finding and 0 permission indicators were added.

Both fixed releases were scanned under the current scanner and policy, so finding, permission and dependency changes are available.

Change reasons and limitations
  • dependency surface changed
  • file surface changed
  • content hash changed

Observed release history

These older immutable releases were observed by prior successful syncs. They remain recorded when a newer release becomes current.

2.2.09/16/2026sha256:7d5ea2280dbe5932f028cd4af7ea6eab1003c23baa2af744adb71465e4f45d2f