T
PRESIEN · R&D COMMAND CENTRE
Illustrative TEMRIK Digital Twin · no confidential data connected
TEMRIK detected an R&D evidence gap
Perception Model V17
Low-visibility detection · illustrative workstream
72%
evidence confidence
Executive view
What changed since last week?
+$84k
new expenditure mapped
3
new experiments detected
2
evidence gaps resolved
1
new high-risk activity
94% → 96%
selected workstream confidence
R&D evidence graph · Perception Model V17
Technical proof
Technical uncertainty
Hypothesis
Git / code changes
Training run
Evaluation
Regression test
Field deployment
Observed result
Engineering conclusion
Human approval
+
Financial proof
Engineer time
Cloud compute
External cost
Payroll allocation
Project expenditure
Controlled R&D activity
Technical proof + financial proof
= defensible R&D record
Ask your R&D program
Queryable R&D memory
TEMRIK answer · illustrative
OEM perception integration and low-visibility object detection have the weakest current evidence confidence. Both have identifiable owners and specific remediation actions.
Confidence
High
Sources
6 linked
Human status
Review
Same operating principle. Different control problem.
PRESIEN ACTIVE LEARNING
Field signal → uncertain prediction → useful sample → review → retrain → validate → redeploy
PRESIEN + TEMRIK R&D CONTROL
Engineering signal → evidence uncertainty → missing context → one human question → approval → preserve
While your team builds, TEMRIK watches the control layer
11:47 PMNew model training run detected
11:49 PMAssociated code branch identified
11:52 PMLikely R&D workstream matched
11:53 PMEngineering expenditure mapping updated
11:54 PMTechnical uncertainty already on record
11:55 PMExperimental conclusion missing
8:15 AMOne targeted question appears for the responsible engineer
Friday afternoon test
What if Presien received an R&D review today?
Switch the Digital Twin into review mode and assemble the evidence position from source records, people, expenditure and approvals.
30-day proof
Prove it on Presien data.
PROJECT A
One completed R&D project
Can TEMRIK reconstruct the evidence chain?
PROJECT B
One active R&D project
Can TEMRIK maintain the evidence prospectively?
Limited source integrationsRead-only first where practicalHuman approval on consequential decisionsNo automatic claim submissionNo advisor replacement
PUBLIC PRESIEN INFORMATION + ILLUSTRATIVE TEMRIK DEMO DATA · NO CONFIDENTIAL PRESIEN RECORDS DISPLAYED
Presien R&D operating map
The technical work and the evidence record in one view.
Public Presien categories and partnerships provide context. The workstream records shown here are illustrative.
PHYSICAL AI CORE
Perception Models
Edge Inference
Active Learning
MLOps
OTA Deployment
OEM / PLATFORM PROGRAMS
OEM Platform Integration
Leica / Hexagon program
John Deere collaboration
DATA & INTELLIGENCE
Field Data
Training Data
Model Evaluation
Regression Testing
Agent Intelligence
GOVERNANCE
R&D Evidence
Cost Attribution
Human Approval
Audit Readiness
Claim Outputs
Activity history
Every change keeps its source, owner and approval state.
16 Jul
Activity created
TEMRIK · System
18 Jul
Code and model evidence linked
Engineering sources · Source fact
22 Jul
Training result detected
MLOps · Source fact
24 Jul
Human context requested
TEMRIK · Escalation
24 Jul
Engineer conclusion received
Responsible engineer · Human input
25 Jul
Finance allocation reviewed
Finance · Human approved
30 Jul
R&D manager approved control record
R&D Manager · Human approved
Advisor operating model
Give the advisor a prepared evidence record.
Their time can then go into technical and tax judgement instead of document chasing.
CURRENT PROCESS
Chase engineers
Find documents
Reconstruct history
Draft claim narrative
Request corrections
WITH TEMRIK
TEMRIK structures the source evidence
The team confirms missing context
The advisor reviews the record
The advisor applies technical and tax judgement
The advisor challenges assumptions
Illustrative integration architecture
Read the systems where Presien's R&D records already live.
The source systems below are integration categories. Presien's actual stack would be confirmed during implementation.
GitHub / GitLab
Jira
Slack / Teams
Google Workspace
AWS / GCP
MLOps
Payroll
ERP / Accounting
Field telemetry
Data annotation
READ
Observe authorised sources
UNDERSTAND
Map R&D context
DETECT
Find evidence gaps
ESCALATE
Ask the missing question
APPROVE
Humans decide
PRESERVE
Keep the record traceable