Comment on FR Doc # 2026-12205

We are at the beginning of something that will define how governments relate to intelligence itself. The decisions made in this rulemaking will outlast the systems they describe. AI capability compounds. What exists today is the floor, not the ceiling. The framework established here will govern systems materially more capable, more autonomous, and more deeply embedded in consequential Government decisions than anything currently deployed. Building that framework from the architectural level up, with compliance that is structurally verifiable, continuously monitored, and durable across generations of systems- is the only posture that holds. The Language Research Institute (LRI) strongly supports GSAR clause 552.239-7001. LRI is a research institution whose principal inventor holds eleven pending U.S. patent applications covering AI governance architecture, structural alignment enforcement, and compliance verification systems directly relevant to this clause. LRI's principal inventor built, staffed, and provided oversight for operations within a FedRAMP High authorization environment for a cybersecurity contractor processing Government Data. The failure modes identified here are not theoretical. They have observable analogues in how FedRAMP-authorized contractors construct and represent compliance under attestation-based frameworks. The clause's core vulnerability is structural. Five documented incidents: OpenAI's 2025 sycophancy collapse, the Communications Medicine hallucination study showing 83% error elaboration rates, the 2025 agentic misalignment research documenting blackmail behavior across 16 major models, the Deloitte government report hallucination scandal, and Anthropic's 2026 abandonment of its core safety policy- all share one origin: safety mechanisms built on top of language rather than into the computational substrate. The clause's reliance on contractor attestation replicates this vulnerability at the contractual level. A contractor under foreign compulsion cannot attest to compliance it cannot verify or is legally prohibited from revealing. Attestation cannot address what the attesting party cannot know or cannot say. LRI's principal recommendations, with full technical detail and suggested clause language in the attached document: 1.Expand the LLM definition to include sub-agent components in multi-agent pipelines that process Government Data — a gap that current commercial deployments of retrieval-augmented generation and tool-calling agents already expose. 2.Add an architectural governance integrity preference criterion to paragraph (f)(2) covering LLM and other language model architectures — distinguishing systems whose compliance state is continuously and independently verifiable from those relying solely on contractor attestation. Technology-agnostic. No specific implementation required. 3.Amend the Material Change definition to require a documented structural behavioral baseline at contract award and measurable deviation criteria — removing contractor judgment as the sole determinant of what constitutes a material change. 4.Expand the Unbiased AI Principles in paragraph (j)(1) to explicitly cover demographic bias across all protected categories: gender, race, ethnicity, national origin, age, disability, religion, socioeconomic status, sexual orientation, and intersectional combinations- not only partisan and ideological content. Require documented, quantitative measurement methodology available to the Government upon request. 5.Adopt a tiered oversight framework in paragraph (f)(4): autonomous structural governance at the substrate level for routine operations; human review of structural compliance artifacts at the system level; mandatory human review for consequential decisions affecting individual rights, benefits, or enforcement actions. Consider: an AI system allocating humanitarian aid to hundreds of thousands of people during a crisis produces irreversible harm at a scale no post-hoc output review can remedy. Tier 3 exists for exactly that. 6.Add technology-agnostic definitions of Architecture-Level Governance Constraint and Structural Compliance Artifact to paragraph (b) — giving the clause the vocabulary it needs to require and assess structural compliance without mandating any specific technology. The full submission, with suggested clause language for each recommendation in GSA's requested format, is attached. B.W., Principal Inventor Language Research Institute Patents Pending: U.S. App. Nos. 63941221, 63941197, 63941148, 63941138, 63941077, 63941045, 63932991, 63932894, 63932863, 63932835, 63924749