// capability
Anchor 163 LLC — Capability
Anchor 163 LLC is a California limited liability company based in San Francisco, providing applied AI engineering, independent model evaluation, and measurement/test methodology services.
Core competencies
LLM integration (Anthropic Claude, OpenAI, and open-weight models) behind a provider-agnostic interface, agent architectures, structured output pipelines, MCP tooling, and production deployment on AWS and Vercel. Model selection is an implementation detail, not an architectural commitment.
behavioral test design for language models, eval harness construction, calibration measurement under distribution shift, and leakage auditing of backtested claims.
drift and fault detection across decentralized training nodes: lightweight behavioral probes, healthy-baseline measurement, known-fault validation, bandwidth-constrained designs.
multi-source ingestion, ground-truth reconciliation methodology, and automated verification against canonical records.
six years on a Fortune 100 financial institution's customer-facing web platform (Angular/Nx monorepo), including accessibility compliance and developer tooling adopted across business units.
Differentiators
Working reference systems operated under the company's own name, available for inspection. Measurement discipline developed operating automated trading systems with company capital on regulated exchanges, where unverified numbers carry direct cost. Lean delivery: the people performing the work hold the certifications and the production track record.
Company data
California LLC · EIN issued · small business. Federal registration: SAM.gov Active Registration (All Awards) · UEI N8TAP6NS5PY8 · CAGE 246L3 · Grants.gov registered (Expanded AOR). Principal — LinkedIn · studio@anchor163.com.
NAICS — 541511 Custom Computer Programming Services (primary) · 541512 Computer Systems Design Services · 541519 Other Computer Related Services · 541690 Other Scientific and Technical Consulting Services · 541715 Research and Development in the Physical, Engineering, and Life Sciences · 518210 Computing Infrastructure Providers, Data Processing, Web Hosting.
Place of performance: San Francisco, California. All work performed in the United States.
studio@anchor163.com
// copied