How an executable graph breaks the static toolbox by creating, activating, and using new capabilities while work is still in progress....
A technical explanation of Buffaly's second supervisory loop: how a separate model watches the working agent's memory, catches drift, preserves continuity through compaction, and sends the worker back to concrete tool work when it matters....
A technical explanation of executable graph agents: how semantic identity, typed objects, runtime actions, native code, and self-extending capability change what agents can learn and execute....
A practical evaluation of local embedding models for Buffaly's short action/entity semantic retrieval workload, including methodology changes, run IDs, EmbeddingIDs, storage caveats, and reproducibility notes....
How language acquisition, dual-channel learning, ontology, ProtoScript, and executable memory shaped the long path to Buffaly....
A case for building runtime-first systems around frontier models instead of asking larger prompts to become memory, execution, policy, and control....
Why traditional LLM agents are an operational dead end in medical administration: and why we built a neurosymbolic alternative....
A different kind of agent: one that turns language into executable structure instead of keeping everything in text prompts....
After millions of patient interactions, we found voice AI belongs in constrained roles, while the largest gains come from automating documentation, compliance checks, extraction, and quality oversight around clinical work....
Independent pharmacy owners are being asked to run a real business on economics that do not behave like a real business....
By Justin Brochetti, CEO of Intelligence Factory & FairPath | January 20, 2026 Originally Published: https://fairpath.ai/resources/apcm-reporting...
You've likely caught the buzz on X and news feeds about President Trump's "The Great Healthcare Plan" framework, released today (January 15, 2026). Per the official White House fact sheet, it calls for insurers to publish "plain-English" comparisons of rates, coverage, denial ra…...
On December 29, 2025, CMS announced $50 billion in Rural Health Transformation (RHT) awards across all 50 states. This is a five-year initiative with $10 billion available each year from 2026 through 2030....
Anthem has quietly made an important update to its clinical policy CG-MED-91 , effective December 18, 2025. The change aligns Anthem with CMS’s 2026 Physician Fee Schedule and formally recognizes the new “short-cycle” Remote Physiologic Monitoring (RPM) and Remote Therapeutic Mo…...
Originally published at: https://fairpath.ai/resources/uhc-postpones-2026-rpm-rollback...
If you run an independent practice, rapid RPM growth probably still feels like a win....
If you manage a Remote Physiological Monitoring (RPM) program, CPT code 99454 is likely your biggest source of revenue and, also likely, your biggest headache. This code, which reimburses for the supply of the device and data transmission, has long carried a notorious "all-or-no…...
Beginning January 1, 2026, UnitedHealthcare (UHC) will dramatically narrow coverage for Remote Physiologic Monitoring (RPM) across its commercial, Medicare Advantage, and exchange plans....
Artificial Intelligence is currently fractured between two powerful but incompatible paradigms....
If you are billing RPM for Diabetes, Hypertension, or COPD under UHC, your claims will likely be denied starting January 1st....