promptops

Prompt-as-Code for Enterprise AI. Standardize, audit, and deploy instructions across any AI coding assistant.

PromptOps framework treating prompts as engineering assets — lifecycle, versioning, context management, guardrails.

BFSI & AI LITERACY HINGLISH KNOWLEDGE GRAPH™ HINGLISH COGNITIVE ANCHORING MODEL™

Fork for prompt lifecycle management, LLM observability, evals, prompt versions, datasets, and PromptOps patterns.

📜 Standardize and deploy AI instructions with PromptScript to reduce errors and enhance productivity across your engineering teams.

One stop promptOps platform to track, optimize and store your agentic prompts

Production-grade LLM pipeline for viral content generation featuring PromptOps, Automated Evaluation (DeepEval), and Tiered Semantic Caching.

Enterprise AI observability platform on a canonical ObservationEvent protocol — cost, prompt, agent, workflow & model analytics from TokenHelm events. Protocol → SDKs → Platform → Connectors.

Enterprise PromptOps pipeline — domain-restricted AI financial assistant. LiteLLM CustomLogger + Langfuse prompt management + 25-case CI eval suite enforcing 100% pass rate.

Reference architecture for prompt engineering systems as enterprise AI runtime infrastructure.

Fork for PromptOps, LLM evaluation, red-team, and enterprise prompt-template regression patterns.

🧠 Build a trilingual knowledge graph for BFSI and AI literacy in Hinglish, bridging learning gaps for Bharat's learners through structured concepts.

A transparent evaluation dashboard for comparing Felo, ChatGPT, Gemini, Claude, and other Generative AI tools.