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LLM Fine Tuning

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Organization Card

ProCogia

AI Ambition. Made Possible.

ProCogia is an AI-first business solutions consulting firm helping organizations move from ambitious AI ideas to governed, production-ready outcomes.

Since 2013, we've built our reputation in environments where getting data right is non-negotiable โ€” regulated industries, complex data ecosystems, and workloads with strict governance requirements. We design, build, and operate the data and AI systems that take clients from pilots to production safely, responsibly, and at scale.

๐ŸŒ procogia.com  ยท  ๐Ÿงญ Vancouver, BC ยท North America  ยท  โœ‰๏ธ outreach@procogia.com  ยท  ๐Ÿ”’ SOC 2 Type 1 attested


How we work

We combine three things most consultancies don't put in the same room:

  • ๐Ÿง  Deep technical expertise โ€” data engineering, data operations, applied ML, and LLM production experience across regulated verticals
  • โš™๏ธ Prebuilt AI agents & accelerators โ€” domain-adapted models and evaluation harnesses that shorten time to production
  • ๐Ÿค A high-touch partnership model โ€” long-lived engagements with shared roadmaps, not staff augmentation

Product portfolio

๐Ÿ”€ PolyKode โ€” SAS โ†” R โ†” Python translation

Bidirectional code migration for regulated industries with execution-parity validation. Row/column checks, exact-value parity, formatting preservation, SAS/R behavioral-difference handling, and a shared runtime that reproduces SAS-exact numerical behavior (including the MT19937 stream with original sgenrand seeding).

๐Ÿงฑ ZeroBoxx โ€” private AI infrastructure

Turnkey on-prem and sovereign-cloud AI environments for organizations that cannot send data or model traffic to public inference APIs.

๐Ÿ“ž CallYeah โ€” voice AI for healthcare and services

Domain-adapted voice AI for coverage, reminders, and scheduling workflows in healthcare and regulated services.

๐Ÿ“Š Dataegis โ€” governed data & analytics

Data platforms and analytics products for regulated industries, with governance and lineage built in.


Research focus

Our current model-development work centers on:

  • Execution-verified reward signals โ€” RLVR with parseability, completion, semantic parity, robustness, and code-quality rewards, replacing brittle reference-string similarity
  • Coverage-driven training corpora โ€” 198-construct SAS taxonomy, license-segregated public and synthetic sources, content-addressed validation pipelines
  • Deterministic execution layers โ€” shared runtime routines that make SAS semantics reproducible across R and Python
  • Managed post-training benchmarks โ€” template-family-disjoint holdouts and evaluation across prompting, SFT, and SFT+RL

Base checkpoints and community editions are published here. Fine-tuned production models with parity harnesses and audit trails ship under Enterprise agreements.


Partner ecosystem

We work in the platforms our clients already trust:

  • Google Cloud โ€” Select Services Partner (AI, ML, data analytics)
  • AWS โ€” Advanced Consulting Partner
  • Microsoft Azure โ€” Azure-certified experts for cloud migration and enterprise workloads
  • Databricks โ€” Consulting Service Provider (lakehouse, ML workflows, production AI)
  • Snowflake โ€” Select Partner (elastic architecture, secure data sharing, high-concurrency analytics)
  • Posit / RStudio โ€” the only full-service Posit partner on the Pacific West Coast and in Canada, with roots going back to Posit's inception
  • DDN Federal โ€” HPC and storage purpose-built for federal, defense, and public-sector data workloads

Culture

We're a team of passionate people, and we're deliberate about our culture: community, equality, collaboration, equal opportunities, and personal growth. It's how we deliver first-class data and AI solutions without burning out the people who build them.


Get in touch

  • ๐ŸŒ Website: procogia.com
  • โœ‰๏ธ General & partnerships: outreach@procogia.com
  • ๐Ÿง‘โ€๐Ÿ’ป Careers: we hire across product, applied research, ML engineering, and consulting

ProCogia ยท Founded 2013 ยท Headquartered in Vancouver, British Columbia ยท SOC 2 Type 1 attested ยท All models published under this organization are released with their upstream attribution and licenses preserved; see each model's card for details.

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