Verification register AI & Agents
Current reading
Readiness band and full integer triple
AI-assisted assembly · derived results
Readiness band
Ready
Primary summary from verified readiness
- Confidence
- 69% · stale
- Computed at
- 2026-08-20T10:53:06.111895+00:00
- Claimed
- 85
- Reported
- 81
- Verified
- 73
- Gap
- +12
Public ambition and stated capability
Observed practitioner reporting
Independently supported evidence
Claimed leads verified
Evidence strength Strong
Decision
What the current evidence supports
Human editorial judgment · 2026-08-20
Low-friction candidate
- Why
- Apache-2.0 licensing, strong sourced benchmarks (4B matching prior 7B-class), multilingual breadth, and huge ecosystem activity make these the lowest-friction small open models — with only narrow caveats at the smallest size and in reasoning-mode tooling.
- Next
- Adopt Qwen3-4B (or 1.7B) under Apache 2.0 for on-device/cost-sensitive tasks; benchmark the 0.6B only for narrow classification/routing, and validate tool-calling in the chosen serving stack (avoid the noted vLLM reasoning-parse pitfall).
Constraints
Blockers
No named blocker is present in the current public projection.
Evidence summary
Derived counts
AI-assisted assembly
- Total
- 9
- Tier 1
- 0
- Tier 2
- 1
- Tier 3
- 8
- Supports
- 5
- Contradicts
- 2
- Context
- 2
- Latest observed
- 2025-06-30
Counts and dates only. Raw signals, private excerpts, trust records, and internal corpus material are not published here.
Publication record
Revisions
Initial public reading
- 2026-07-19 Reading moved from ready to ready.