Predictive Node Placement - IF / HOW / THEN logic
Predictive Node Placement / Teal
MJ Physics Engineering | Bangel Language | MJos Operating System
Owned and operated by Michael Bangel | Clearwater, Florida
IF / HOW / THEN CONTRACT
IF
A named mechanism is used in a project explanation or proposed computation.
HOW
Bind it to its governing profile, distinguish inputs from interpretations and retain measurements, uncertainty and source lineage.
THEN
Explain the supported contribution and record any missing executable rule without inferring behavior from the name.
TYPED EVIDENCE
- SourceProfile — exact mechanism definition
- InputObservation — value, unit, context and provenance
- MechanismResult — profile-bound interpretation
- EvidenceGap — missing rule, source or measurement
FAILURE AND MISSINGNESS
Preserve UNKNOWN separately from zero and source identity separately from truth. Missing required evidence remains a typed error or HOLD under the named profile. Failed permission remains DENY.
PROJECT CHALLENGE
Give the next command an early observation that conflicts with the previous prediction; preserve both and reconcile against the actual outcome.
RECONCILIATION
Append later results or discrepancies to the original evidence; do not rewrite a prediction into an earlier observation.
DISCOVERY NAMES
Predictive Node Placement
These names aid search; current compiler naming remains Elsa.
SOURCE STATUS AND LIMITS
Recovered historical design and project records informed this documentary profile. Original conversations remain private; current implementation and reported historical tests were not rerun.
Recovered status: historical_report_not_fresh_verification.
Intended incremental loop and development integration; performance is workload-specific and requires verification. Historical evidence has not been rerun in this discovery pass.
SOURCE REFERENCES
PUBLIC SOURCE NOTE
Recovered historical design and project records informed this documentary profile. Original conversations remain private; current implementation and reported historical tests were not rerun. This edition publishes the reconciled project description, without redistributing private messages or unverified release URLs.