Devesh JoshiCo-founder, product
Nine years building AI platforms serving 12,000+ engineers. LLM platforms, agentic systems (MCP), and multi-model safety evaluation.
Reasoning models in enterprise RAG: How chain-of-thought handles complex contracts
Applying reasoning models (DeepSeek R1, Claude 3.7 Sonnet) to audit complex legal contracts, financial compliance documents, and multi-page technical specs.
Why standard LLMs stumble on complex legal clauses
Standard instruction-tuned LLMs attempt to produce immediate answers without step-by-step verification. Reasoning models generate internal chain-of-thought tokens, cross-referencing sub-clauses before returning verified audit summaries.
Topic Focus & Target Concepts
This is the work behind our AI and automation practice — agents with real grounding, voice intake, and retrieval that answers from your records rather than the model's training data.
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