name : Akhil Pavuluri
role : AI Engineer
focus : Deterministic AI Systems
status : Building things that hold up in prod
motto : "Why did it fail?" > "Did it fail?"I build AI systems where:
- outputs are grounded in real data
- behavior is observable and testable
- failures are explainable — not hidden
Language models are one component inside
a controlled system — not the system itself.
The goal is reliable behavior under real-world
conditions, not just a passing demo.
🔍 TraceAICausal Execution Intelligence Deterministic causal tracing over execution graphs. Know why it failed — not just that it did. Root-cause paths from symptom to origin, built for production forensics.
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Schema-Adaptive Analytics Transforms raw relational data into deterministic KPIs via semantic modeling. No guessing — just structured derivation you can verify.
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⚖️ NormaGraphPolicy Intelligence via Decision Graphs Structured reasoning over regulatory and policy documents. Explainable retrieval — every answer has a traceable path through the policy graph.
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Local AI Execution Engine Natural language → validated execution pipelines over real tools. Not simulation — actual
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Design principles I actually follow
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║ STRUCTURED REASONING ║
║ Explicit graphs, schemas, constraints, and tests ║
║ > opaque stacks ║
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║ LANGUAGE AS INTERFACE ║
║ NLP as a control surface for complex systems ║
║ > open-ended chat endpoints ║
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║ DETERMINISM WHERE IT MATTERS ║
║ Pipelines, evals, failure modes you can inspect ║
║ > probabilistic black boxes in prod ║
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║ DEPLOYMENT-FIRST ║
║ Optimize for load, drift, partial observability ║
║ > happy-path demos that collapse in the wild ║
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| AI / Orchestration |  LangChain |
 n8n |
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| Backend & APIs |  Node.js |
 Fastify |
 FastAPI |
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| Frontend |  Next.js |
 React |
 TypeScript |
 Tailwind |
| Data & Storage |  PostgreSQL |
 SQL Server |
 SQLite |
 Redis |
| Languages |  Python |
 JavaScript |
 Java |
 C++ |
| Infra & Tooling |  Docker |
 Git |
 Google Cloud |
Open to real-world problems where constraints are clear, iterations are measurable,
and the system has to hold up outside the lab.