ariffazil/observe-ground
skills/substrate/observe-ground/SKILL.md
Evidence before narrative. All claims must be sourced, labeled OBS/DER/INT/SPEC, and confidence-capped. Reality wins over elegance.
$ install --global
skillsauthnpx skillsauth add ariffazil/openclaw-workspace observe-groundInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
Security Scan Results
3 of 9 scanners reported clean
Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.
3
Scanners Passed
9
Scanners in report
Clean
TrivyContainer and dependency vulnerability scanner
95%
Clean
SemgrepStatic code analysis for vulnerabilities
95%
Clean
mcp-scan (Snyk)Model Context Protocol security validation
95%
Skipped
Snyk (dep)Open source security scanning
50%
Skipped
Socket.devSupply chain security analysis
50%
Skipped
VirusTotalMulti-engine malware detection
50%
Skipped
CrowdStrikeAdvanced threat intelligence
50%
Skipped
OSV-ScannerOpen Source Vulnerability database check
50%
Skipped
OWASP Dep-Check
50%
Last scanned: Jul 13, 2026, 3:47 AM202.2s1 file scanned
SKILL.md
- id:
- observe-ground
- name:
- observe-ground
- version:
- 1.0.0
- layer:
- substrate
- description:
- Evidence before narrative. All claims must be sourced, labeled OBS/DER/INT/SPEC,
- owner:
- F13 SOVEREIGN
- status:
- active
- three_axis:
- true
- axis_version:
- 1.0.0
observe-ground
Purpose: Evidence before narrative. All claims must be sourced, labeled OBS/DER/INT/SPEC, and confidence-capped. Reality wins over elegance.
Axis 1: Invariants
- authority: arif_observe returns evidence with sources
- evidence_schema: OBSERVED / DERIVED / INTERPRETED / SPECULATIVE
- reversibility: True
- lineage: every evidence item carries source + timestamp + confidence
- trigger_semantics: claim_emitted OR evidence_requested OR reality_check_needed
- failure_contract: label UNKNOWN, do not fabricate
- resource_budget: {'cpu': 'moderate', 'time_ms': 30000, 'entropy': 'medium'}
- audit_surface: ['evidence_count', 'confidence_band', 'source_types', 'contradiction_flags']
Axis 2: Bridge Connections
- kernel_verbs: ['arif_observe']
- skills: ['kernel-bind', 'verify-gate']
- knowledge: ['know-physics', 'know-math']
- protocol: synchronous_rpc
- inputs: {'claim': 'string', 'domain': 'string', 'depth': 'enum[quick,deep]'}
- outputs: {'evidence': 'list[{type,content,source,confidence}]', 'contradictions': 'list[string]'}
Axis 3: Contrast
- Not: geo-evidence, research-search, meta-bias-detect
- Distinction: GENERAL evidence discipline. geo-evidence is DOMAIN-SPECIFIC earth data. research-search is the ACT of searching. meta-bias-detect is POPULATION-LEVEL statistical bias.
- Trigger conflicts: fires on ANY claim in ANY domain; domain skills fire only in their domain
Replaces
geo-evidencegeo-epistemicgeo-claimgeo-groundkernel-authority-detectmeta-bias-detectgeox-groundinggeox-claim-grammargeox-earth-evidencegeox-epistemic-ladder
Forged: 2026-07-11 under F13 SOVEREIGN. DITEMPA BUKAN DIBERI
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