Programmed Interface Compression finds the hidden structure inside repeated work, removes unnecessary repetition, and builds what works into shared state -- so less instruction produces more capability.
Repeated work contains triggers, decisions, exceptions, and handoffs that nobody documented as one system. Programmed Interface Compression (PIC) makes those cause-and-effect relationships visible, removes unnecessary steps and repetition, and builds what works into an engineered, evolving codebook. Distillery structures the state. MMS authorizes action. Evidence Layer proves what happened. KMS brings the right state back when it is needed.
TJ Jung's first nonfiction book develops a practical theory of human-AI signal-chain identity across thirty-eight short chapters. Available in paperback and Kindle editions.
The sparse 35B deployment ran 3.82 times faster. The dense 27B model remained the safer cold start. Inspect the holdout, limitation, and next matched Q4/Q6 test.
Storymaker turns a child's choices into a complete story. Learning Arcade builds reading, typing, spelling, math, and science through short adaptive missions. Progress stays in that browser.
Create a deterministic commitment to a directory of files, verify it later, and optionally bind it to an external timestamp. MIT-licensed reference software.
Five guitarists map five load-bearing axes of the operator system: curriculum, signal, proof, architecture, and operator output. The first serious public SubC artifact.
A four-year-old and her little sister wrote and directed this 16-minute fantasy movie. They supplied the story, characters, dialogue, and creative decisions; HMIC built the AI-assisted production workflow that turned their directions into scenes.
HMIC builds inspectable human-AI systems, tests local models in complete working configurations, and publishes the resulting software, benchmarks, videos, and books.
The public artifacts are part of the method: finished work makes the underlying system inspectable.
TJ Jung is HMIC's founder, a systems architect, and a Senior AI Implementation Engineer specializing in pipeline automation and model routing.
His practice draws from audio engineering, pharmaceutical manufacturing, PC overclocking, CRM system design, and production AI systems.