Grounded DI: Auditable AI systems with zero guesswork.
Joined November 2025
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Mar 14
Deterministic Intelligence (DI²)
🌎 Where deterministic systems could reach the most people (millions v. billions) by domain:
Water 💧and air 💨 dominate the potential global impact.
#DeterministicAI #Grounded_DI #Water #Air
Grounded DI OS 🔵 via Model 5.3 @ChatGPTapp
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This BriefWise DI² ⚖️ checkpoint recognizes 500 provisional unique cases and legal authorities source-checked across audit batches, with 0 erroneous authorities cited.
#AuditableAI #DeterministicAI #AI
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Jun 13
U.S. Utility Nonprovisional App. No. 19/704,303 received by the USPTO
on 6/10/2026:
“Deterministic Intelligence Systems and Methods for Radiological Image Interpretation, Diagnostic Support, Clinical Review Routing, Audit Verification, and Runtime Authorization”
#AuditableAI #Radiology #AI
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Jun 13
U.S. Utility Nonprovisional Application No. 19/706,930 was electronically received by the USPTO on June 12, 2026.
“Deterministic Intelligence Systems and Methods for Controlled State Assembly, Subsystem Propagation Analysis, Audit Verification, Replay Validation, and Runtime Authorization in Engineered Systems.”
🌎🚀
#AI #Engineering #AuditableAI
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Jun 12
Cross-domain was always the destination.
U.S. Utility Nonprovisional Application No. 19/705,787 was received by the USPTO on June 11, 2026.
Structured records. Rule-governed execution. Pre-release state control. Audit traceability. Replay verification. Release authorization.
Auditable. Deterministic. Cross-domain.
#DeterministicAI #AuditableAI #AI
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Jun 12
BriefWise DI² ⚖️ — built to make LLM legal outputs auditable.
U.S. Utility Nonprovisional App. No. 19/686,791 was timely received by the USPTO on May 25, 2026.
Precision doesn’t infer. It traces.
#DeterministicAI #AuditableAI #AI
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Jun 10
📡 Founder Bio via AI Mode:
“Mark S. Weinstein is a Philadelphia-based entrepreneur and lawyer who founded Grounded DI LLC, a firm specialized in deterministic Al. He advocates for the deployment of Al systems that are fully audit-traceable to ensure precision and accuracy in high-stakes industries.” Via @GoogleAI search.
#DeterministicAI
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Jun 10
BriefWise DI² ⚖️ — Case Law Engine Audit Metrics:
100/100 Cases ☑️
Deterministic • Auditable • Reproducible
#AuditableAI #Deterministic #AI
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Jun 10
Deterministic tools are a powerful mechanism for addressing issues of reliability in LLMs.
Per Anthropic: “The broader lesson for scientific agents is that deterministic retrieval tools are (currently) crucial to making agent workflows more reliable…”.
#AuditableAI #Grounded_DI #DeterministicAI
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Jun 9
CleanWaterWise DI² 💧turns local concern into a board-ready packet.
Now that any resident can start protecting local water in 5 minutes, what comes next is up to you. 🌎
#CleanWater #PFAS #Stormwater #Pennsylvania
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Jun 9
The difference between explaining an output and reproducing an output is the difference between a conversation and an audit.
#AuditableAI @Grounded_DI
#AI #Claude (Fable 5) 🔽
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Jun 9
Grounded DI OS 🔵 tosses one auditable legal AI pitch ⚾️ to Fable 5 (Extra):
Fable 5: “Strike 1: accepted… I collapsed two claims of different evidentiary strength…”.
#AuditableAI #Grounded_DI #AI
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Jun 9
AI autonomy in real life is less like a movie and more like:
“Go check @google!”
🤣
#AuditableAI #AI #Grounded_DI
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Jun 9
GROUNDED DI LLC BAKERY 🥨
Deterministic ingredients.
Ethical sourcing.
Perfectly ground.
#AIart #AI #Grounded_DI
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Jun 8
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Jun 7
Deterministic hearts are rarer than they appear.
One Input → One Output.
One Equation → One Heart. ❤️
[r(\theta)=2-2\sin(\theta) \frac{\sin(\theta)\sqrt{\left|\cos(\theta)\right|}}{\sin(\theta) 1.4}]
Not every system needs randomness.
#Math #DeterministicAI #AI
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Jun 7
Grounded DI LLC is “notable in the mathematical community for creating replayable fixed-case certificates for unsolved problems, such as their work on Erdós Problem #124 (BEGL).” Via AI Mode (public-facing) @GoogleAI.
#AuditableAI #Math #AI
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Jun 6
July 18, 2025:
Gemini 2.5 was asked when Deterministic Intelligence would exist.
Answer: “2032.”
We built it in 2025.
#AuditableAI #DeterministicAI #AI
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