Autonomous Content AI Agent
Professional content 24/7: blog + social + newsletter on autopilot
Two autonomous systems that generate, evaluate, and publish content across 6 platforms without human intervention. 358+ articles, 1,621+ social posts and growing.
358+
Articles generated
37 personal brand + 321 directory
95.6
Average quality score
out of 100 points
1,621+
Social posts published
across 6 platforms
The Challenge
Maintaining constant online presence is exhausting. Blog, social media, newsletter... you either work on content or on your business. And scaling across multiple sites makes it impossible.
The Approach
Two coordinated systems: one for personal brand (4 pipelines, 7 data sources, bilingual generation) and another for gestorias directory (14 AI agents, 8 rotating formats, Jaccard deduplication). Both autonomous, both with quality gates.
Architecture
Average quality score of 95.6/100 with automatic 8-point checklist
Zero-API deduplication: Jaccard keyword similarity algorithm (45% threshold)
Anthropic prompt caching with up to 80% input token savings
14 coordinated AI agents for the gestorias directory system
11 Supabase Edge Functions for personal brand + bilingual ES/EN generation
8 rotating article formats to avoid repetition
2,084 topics queued - over 500 days of planned content
Key Technical Decisions
Claude Haiku 4.5 for all 14 directory agents: 90% of Sonnet capability at a fraction of the cost
Prompt caching on repeated system prompts: 80% input token savings
Zero-API Jaccard deduplication: keyword similarity without embedding cost
Single-call social generation: 5 platform posts in one Claude call instead of 5 separate calls
Sanity CMS for structured blog content with Portable Text
Supabase Edge Functions for personal brand: minimal latency from the edge
How It Was Built
Two autonomous systems merged into one showcase. The first (personal brand) uses 11 Supabase Edge Functions with 5 daily pipelines: Fetch Sources, Process Content, Publish Fallback, Newsletter and Statistics. Generates bilingual content from 7 data sources with 8-layer deduplication. The second (directory) operates 14 AI agents generating SEO articles, evaluating with LLM-as-Judge (0-100 rubric, 70 threshold) and publishing to Sanity with Portable Text. Both systems run without human intervention.
Results
From 32 articles in November (launch) to 358+ combined across both systems. Average quality score of 95.6/100. Articles below 60 are rejected, 60-79 automatically refined. At full capacity, both systems generate 4,380+ articles per year across 6 social platforms. All for less than a daily coffee.
Tech Stack
What you get
- Wake up to new content published - without writing a word yourself
- Keep your audience engaged - posts on 6 social networks effortlessly
- Weekly newsletter that writes itself - your subscribers get constant value
- Guaranteed quality content - only content passing quality gates gets published
- Smart deduplication - Jaccard algorithm prevents repeated content without API cost