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Ò Capistaine Kick-off

· 3 min read
Jean-Noël Schilling
Locki one / french maintainer

AI-Powered Civic Transparency for Local Democracy

My 2026 Resolution

The Promise

This year, I will finally understand my local elections and get involved as a citizen.

Sound familiar? Every election cycle, millions of citizens want to participate but face the same wall: scattered documents, administrative jargon, and no time to dig through years of municipal decisions.

This January, I stopped just wishing — and started building.

What We're Building

Ò Capistaine is my answer to the civic engagement resolution we've all made (and broken). It's an AI-powered transparency tool that:

FeatureDescription
Document CrawlingIndex 4,000+ municipal documents with Firecrawl + OCR
Citizen Q&AAnswer questions in plain language via RAG
Quality TrackingMonitor LLM accuracy with Opik (hallucination detection)
Multi-ChannelN8N workflows for Facebook, email, and chatbot engagement
Live Platform

Supporting audierne2026.fr — a participatory democracy platform where citizens co-create the 2026 municipal program.

Progress Update (Checkpoint 1)

Status Overview

ComponentStatusDetails
audierne2026.frJekyll platform live, citizens contributing
Document Corpus🟡42 Gwaien bulletins collected, 4,000+ arrêtés identified
Firecrawl Pipeline🔴Infrastructure designed, crawling not yet operational
Opik Integration🟡Tracing architecture planned, awaiting RAG implementation
N8N Workflows🟡Vaettir repo created, FB/email integration designed
RAG System🔴Vector store + retrieval pipeline pending
Documentationdocs.locki.io live with methodologies

What's Working

  • Live participation platform with real citizen contributions
  • Dual-license structure (Apache 2.0 + ELv2) for open collaboration
  • Bilingual documentation (EN/FR)
  • Project planning and task tracking on GitHub

Next Steps

  1. Fix Firecrawl pipeline — Get municipal document crawling operational
  2. Deploy Opik tracing — LLM observability from day one
  3. Build RAG retrieval — With hallucination guardrails
  4. Launch citizen Q&A — First chatbot interactions

Hackathon Tracks

TrackWhy We Qualify
Social & Community ImpactCivic transparency tool enabling local democracy participation
Best Use of OpikLLM-as-judge evaluations + tracing for RAG quality assurance
Democracy Can't Afford Hallucinations

When citizens ask "What happened with the school budget?", the answer must be accurate and sourced. Opik helps us guarantee that.

Team

NameRoleGitHub
Jean-Noël SchillingProject Lead / Backend@jnschilling
Victor ABackend Python@zcbtvag
GurmeherSinghML Engineer@GurmeherSingh
(open for contributors)Frontend / UX / Communication
ResourceURLPublic/private
Live Platformaudierne2026.frpublic
Documentationdocs.locki.iopublic
GitHublocki-io/ocapistaineprivate ATM
Project BoardGitHub Projectspublic

If AI can help us keep our New Year's resolutions, maybe the most impactful one is: becoming a better citizen.