STRATA IQ: Place-Based Ecological Intelligence

@techreport{hamilton2026strata, author = {Hamilton, Michael P., Ph.D.}, title = {STRATA IQ: Place-Based Ecological Intelligence}, institution = {Canemah Nature Laboratory}, year = {2026}, number = {CNL-TN-2026-045}, month = {april}, url = {https://canemah.org/archive/document.php?id=CNL-TN-2026-045}, abstract = {STRATA's intelligence tier currently operates without place. The temporal state endpoint assembles sensor readings from 26 platforms across four domains and injects them into LLM system prompts, but provides no geographic coordinates, no ecological context, and no temporal framing for biological observations. Empirical testing on April 8, 2026 demonstrated the consequences: both Claude Haiku 4.5 and Claude Sonnet 4.6 fabricated geographic locations (placing the local Owl Farm weather station 200 miles north in Whatcom County, Washington) while constructing otherwise plausible ecological narratives. Only the local Gemma4:26b model, which reasoned more conservatively from the data provided, avoided this hallucination. This technical note specifies STRATA IQ -- a three-layer context architecture that grounds LLM reasoning in validated place data, curated sensor streams, and temporally-framed ecological observations. The architecture integrates the Macroscope Nexus (MNG) ecological address system with STRATA's sensor intelligence to produce context that enables trustworthy ecological synthesis rather than confident confabulation.} }