Samsarix Story Studio — local-first, bring-your-own-provider multi-agent fiction workshop with a complete no-key demo.

Provider-neutral Python harness for deterministic, bounded multi-agent workflows

Local deterministic policy engine for explainable allow-or-deny decisions before agent and automation actions.

Dependency-free typed local Python tool runtime from Samsarix LLC

Deterministic explicit-choice consensus and bounded async fan-out for Python agents

Small FastAPI room-chat service with SQLite persistence and live WebSocket delivery.

Async Python SDK for validated LLM endpoint routing, retries, fallback, cancellation, and bounded concurrency.

Deterministic Python runner for reviewable JSON workflows, local validation, and data shaping.

Interactive reference for roles and handoffs across agent-system intent, execution, safety, and memory boundaries.

Offline Samsarix project generator for small reviewed Python application templates.

Samsarix's evidence-backed field guide to the public repository portfolio.

Local-first CLI and library for turning one approved draft into bounded, reviewable social-content files.

Local protocol library and CLI for transparent coordination-health observations and scores.

Local, deterministic policy gate for autonomous agent actions

Local, review-first VS Code companion for Ollama-backed AI edit proposals from Samsarix LLC.

Bounded Python library for multi-provider response comparison and explicit textual-agreement measurements.

Historical Helix portfolio source retained for provenance; verify current Samsarix work in the maintained repositories.

Samsarix Hub Directory productized snapshot; consolidation candidate for migration into canonical portfolio surfaces.

Samsarix Discord Operator Bot — bounded, private service health checks through Discord slash commands.

Python SDK and CLI for bounded, inspectable multi-stage short-story drafting.