TenureYour AI remembers what matters and exactly why it matters

Tenure

Tenure is a local, privacy-first proxy that builds a structured world model of your preferences, decisions, and expertise, automatically injecting the right context into every LLM session. Stop re-explaining your stack, voice, and past decisions—point any OpenAI-compatible client at localhost:5757 and work with a model that already knows you.

Product Highlights

• Zero Configuration: Drop-in OpenAI API compatibility with no setup required; works instantly with any OpenAI-compatible client
• Local-First Privacy: Your memory stays entirely on your machine with encrypted storage at rest—no cloud, no tracking, no data leakage
• Structured Belief System: Organizes knowledge into Preferences, Decisions, Entities, and Expertise rather than dumping raw conversation history
• Intelligent Retrieval: Uses alias-weighted term matching to return exactly what you named, not semantically similar but irrelevant results
• Transparent Operation: Your client doesn't know Tenure exists; receives standard OpenAI-format responses with contextualized system prompts
• Full User Control: Every belief is visible, editable, and auditable; pause extraction globally or per-session without leaving your workflow
• Provider Agnostic: Routes to GPT-4o, Claude, Bedrock, LiteLLM, or any OpenAI-compatible endpoint with prompt caching support

Use Cases

• Software Development: Eliminate repeated explanations of your tech stack, testing preferences, and architectural decisions across coding sessions
• Creative Writing: Maintain consistent character voices, world-building details, and plot threads across multiple writing sessions
• Data Science Research: Preserve modeling decisions, ruled-out approaches, and dataset characteristics across experimental iterations
• Academic Research: Retain thesis angles, rejected sources, and advisor feedback without re-establishing context from scratch
• Multi-Client Consulting: Switch cleanly between different client contexts, each with their own scoped preferences and standing decisions

Target Audience

Tenure is designed for knowledge workers whose work compounds across sessions—engineers, writers, researchers, data scientists, and consultants who waste time re-briefing AI models on what they already decided last week.