Documentation Index
Fetch the complete documentation index at: https://verdictweight.dev/llms.txt
Use this file to discover all available pages before exploring further.
Why AFWERX CSO is the active pathway
The federal Small Business Innovation Research (SBIR) and Small Business Technology Transfer (STTR) programs are the historical default channel for early-stage dual-use technology engagement with the U.S. government. As of October 2025, SBIR/STTR authorization expired without a renewal. While the programs may eventually be reauthorized, they are not currently a viable pathway for new submissions. The active pathway for AI capability pilots in the Air Force and Space Force domains is the AFWERX Commercial Solutions Opening (CSO). CSO is a streamlined contracting vehicle designed specifically for commercial technology that addresses identified DoD problems. It is the channel VERDICT WEIGHT is positioned for.This page reflects the contracting landscape as of the project’s most recent review. The framework’s operational positioning does not depend on any specific funding vehicle; if the landscape shifts, the framework’s value proposition does not.
What AFWERX CSO offers
| Feature | Description |
|---|---|
| Contract vehicle | Other Transaction Authority (OTA) and FAR-based procurement |
| Phase structure | Phase 1 (feasibility) → Phase 2 (prototype) → Phase 3 (transition) |
| Timeline | Faster than traditional FAR procurement; weeks-to-months rather than months-to-years |
| Eligibility | Commercial entities; small business status helps but is not always required |
| Use cases | Dual-use technology with identified DoD applicability |
- Dual-use: applicable to defense, regulated industry, and critical infrastructure.
- Identified DoD applicability: confidence-gated autonomy is the deployment posture for nearly every AI program of record.
- Commercial readiness: the framework is published, tested, IP-protected, and validated; this is not a research proposal.
- Specific differentiation: Curveball detection (Stream 6) addresses a threat that is specifically relevant to autonomous military systems and that no other open framework currently composes with confidence scoring.
Mapping VERDICT WEIGHT to CSO problem statements
CSO solicitations are typically published against specific DoD-articulated problem areas. The framework maps cleanly to several recurring themes:Trustworthy autonomy
Confidence layer with calibrated reliability and adversarial robustness.
AI assurance
Cryptographic provenance and tamper-evident audit for AI decisions.
Adversarial AI
Curveball-class attack detection composed with confidence scoring.
Mission AI integration
Auditable confidence for human-AI teaming in operational systems.
What VERDICT WEIGHT brings to a pilot
A defense pilot of VERDICT WEIGHT delivers, on a measurable cadence:| Pilot phase | Deliverables |
|---|---|
| Phase 1 (feasibility) | Integration with the program-of-record’s existing model stack; baseline calibration measurement; threat-model alignment document. |
| Phase 2 (prototype) | Calibration refit on mission-representative data; Curveball detection validated against mission-relevant adversarial corpus; audit-chain integration with existing logging infrastructure. |
| Phase 3 (transition) | Production deployment with operator runbooks; sustainment plan; training materials. |
IP and ownership posture
The framework is published under a clear IP regime that simplifies acquisition-side review:| Asset | Status |
|---|---|
| Framework name and brand | USPTO Trademark #99747827 |
| Framework method | USPTO Provisional Patent #64/032,606 (filed April 2026) |
| Source code | Published with appropriate license on GitHub (Odingard/verdict-weight) |
| Distribution | PyPI for ease of integration; Zenodo for immutable archival reference |
How to engage
For pilot inquiries within an AFWERX CSO context or directly through a program office:- Email: andre.byrd@odingard.com
- Subject line: indicate the CSO solicitation number or program of record.
What VERDICT WEIGHT does not claim about CSO
The framework’s case to a contracting officer rests on technical merit, IP posture, and validation rigor. It does not rest on any of the following:- A pre-existing relationship with any specific program office.
- Any claim of prior award status.
- Any claim of certification, accreditation, or assurance status that has not been independently granted.