deterministic-prompts

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vichitra-studio / devspec_toolkit

Schema-first toolkit for AI-assisted, spec-driven development. Turns spec → implementation into a deterministic pipeline backed by machine-checkable artifacts: JSON Schemas per step, deterministic prompt contracts, and a Python CLI that validates every stage in CI. Requirements, APIs, fixtures and NFRs stay traceable end to end.

python cli developer-tools prompt-toolkit code-generation requirements-engineering json-schema-validation ai-assisted-development ai-tools llm ai-governance agentic-workflows agent-skills llm-toolkit spec-driven-development ai-coding-agents deterministic-prompts ai-traceability

Updated Sep 16, 2026
Python

pithycyborg / elite-prompts

Star

Production-grade prompt frameworks for frontier LLMs. Structured: Context → Constraints → Output Schema → Examples. Newsletter-tested on GPT, Claude, Grok, Gemini. Deterministic results. JSON/MD. Double and triple-checked. Copy-paste ready. MIT.

claude few-shot prompt-engineering chain-of-thought ai-workflows ai-prompts prompt-templates llm-orchestration llm-prompts structured-prompts json-prompts deterministic-prompts newsletter-prompts production-prompts

Updated Apr 5, 2026

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