OpenTalon

Open-source enterprise AI orchestration — built in Go to solve real enterprise problems, not toy demos.

📚 Looking for setup, deployment, scheduler, extensibility, or other detailed guides? See the docs/ directory.

The big ideas behind OpenTalon

OpenTalon exists to solve enterprise issues — the gap between a chatbot demo and an AI system a real organization can actually depend on. Three ideas drive the design:

📘 Enterprise AI Orchestration — why one big LLM call is not an enterprise architecture, and how multi-provider routing, deterministic preprocessing, plugin isolation, and policy enforcement combine into a system that holds up in production.
📘 Expert-in-the-Loop (EITL) — moving past “human-in-the-loop” rubber-stamping toward workflows where domain experts encode rules, gates, and review steps the system enforces deterministically — implemented in OpenTalon via Tln workflows & EITL rules.
🛠️ **LLMs write code,…

score = signal / reach signal = 0.25·commit_velocity // commits in last 90 days (cap 30) + 0.20·contributor_work // unique authors × velocity (cap 100) + 0.20·issue_resolution // closed ÷ total issues + 0.20·fork_ratio // forks ÷ stars (proxy for real usage) + 0.10·release_cadence // releases in 90 days (cap 3) + age_bonus // +0 to +0.30 after 6 months + homepage_bonus // +0.05 if homepage is set reach = log₁₀(stars + watchers + 10)█

health = 0.35·recency // days since last commit (90d decay) + 0.25·cadence // commit rhythm consistency + 0.20·issue_health // closed ÷ total issues + 0.20·pr_health // merged ÷ total PRs█

Healthy 80 – 100 active, responsive, regular releases Stable 60 – 79 maintained, steady, no alarms Quiet 40 – 59 slowing down — watch this one At Risk 0 – 39 going dark · candidate for rescue█

solo_builder one person holds > 80% of commits (last 180d) needs_contributors has open "help wanted" or "good first issue" labels hidden_gem < 100 stars · active in last 3 months · documented legacy_hero repo > 5 years old · committed this year fork_magnet forks/stars > 0.5 · used as template or dependency release_machine 5+ releases in the last 90 days under_pressure > 10 open issues · ≤ 2 contributors · health ≥ 60 community_watch watchers > stars · devs tracking before the public community_hub GitHub Discussions enabled · > 20 discussions funded maintainer has active funding channel█