Every employee
becomes a researcher.
A distributed organizational experimentation operating system for pharma field execution. Human–LLM hypotheses become missions, get tested in real work, and are reverse-attributed through SPINOR-RL into evolving Golden Node lineages. WORKTELEPORT-RL converts email intent into authorized, durable, machine-executable pipelines.
10
Mission Classes
40
Coined Terms
7
Compiler Stages
8
Palindrome Stages
The employee only speaks.
The system generates a research mission, reads it aloud in your selected voice, then you speak your observations. All evidence — metrics, mechanisms, confounders, derivatives — is extracted automatically. No forms. No typing. No friction.
- Mission read aloud via text-to-speech with 3 voice personas
- Live transcript with real-time evidence keyword detection
- LLM extracts structured evidence from spoken observations
- One-tap submission to the full palindromic learning pipeline
Mission
Cadence Sync to P&T Milestones
Physicians who align outreach to P&T committee milestones may engage more productively than those following standard cadence…
Tap to speak your observations
Email becomes authorized, durable work.
Every incoming request passes through a seven-stage compiler: understanding, decomposition, role contract, Task IR, capability planning, durable execution, and commit verification. Nothing is executed without proof of authorization.
Evidence Envelope
Every input is preserved with content hash, provenance, and confidentiality classification. Original content is never modified by LLM interpretation.
Capability Graph
Each tool declares what it can read, create, modify, delete, who may use it, and which approvals are required. Least-privilege with separation of duties.
Commit Gate
Before any durable external action: recheck authorization, verify target unchanged, confirm data integrity, validate policy compliance, confirm human approval.
Skill Genome
Repeated successful workflows crystallize into reusable executable representations. Maturity progresses: manual → model-assisted → workflow → deterministic.
Experiment Twin
Every operational workflow gets an experimental counterpart testing improvements. The operational workflow protects continuity. The twin attacks stagnation.
Venture Capsule
Validated discoveries are packaged with unit economics, compliance requirements, and commercialization hypotheses. Human governance required for deployment.
The Palindromic Research Game
Every discovered advantage travels forward into deployment, then backward through falsification, redistribution, and renewed research. Nothing becomes permanent merely because it worked once.
10 Mission Classes
Scout, Field, Builder, Replication, Saboteur, Mutation, Translator, Recovery, Channel, Palindrome — each changes the available mission space.
9 LLM Engines
Mission generation, physician adaptation, palindromic learning, RL allocation, email sensor, anti-stagnation, sprouting, diffusion, evidence extraction.
5 Evolution Levels
Observation → Hypothesis → Validated tactic → Owned system → Business channel. Employees can become channel founders.
Sprouting Trees
Derivative hypotheses with credit tracking. Employees earn research credit for useful descendants even when others validate them.
Anti-Gaming Controls
Pre-registered conditions, holdout testing, duplicate detection, selective reporting penalties. Activity ≠ effort ≠ evidence ≠ causality.
Staged Diffusion
Discovery → replication → mechanism isolation → segment testing → adversarial challenge → controlled diffusion → standard → retesting.
Every endpoint is live
All APIs are deployed and LLM-enhanced. No mock data — every call produces real evidence.
/api/spinor-rl/mission
Generate mission card
/api/spinor-rl/physician
Physician adaptation
/api/spinor-rl/palindrome
Forward + reverse pass
/api/spinor-rl/rl
RL action selection
/api/spinor-rl/email-sensor
Email evidence stream
/api/spinor-rl/stagnation
Anti-stagnation protocol
/api/spinor-rl/sprout
Derivative hypothesis
/api/spinor-rl/diffusion
Staged diffusion
/api/spinor-rl/trajectory
Career trajectory
/api/spinor-rl/voice-evidence
Voice evidence extraction
/api/spinor-rl/state
Full state snapshot
/api/health
System health check
Ready to speak your first mission?
The system will generate a personalized research mission, read it aloud, and capture your observations — all through voice.