okavyx
BiasFeed: AI Media Bias Analysis
An automated pipeline that deconstructs news articles into neutral facts, then rebuilds them through three AI personas (progressive, conservative, neutral) to show how the same information gets framed differently across the political spectrum. Full admin panel with content management, keyword tracking, analytics, and a direct pipeline trigger. Runs autonomously with daily output.
How It Works
- Source Ingestion: News articles ingested automatically from selected sources
- Fact Extraction: AI strips opinion and charged language, distilling verifiable facts
- Multi-Persona Generation: Three separate AI personas rebuild the story from the same facts
- Bias Annotation: Interactive "Show Bias" toggles reveal exactly where and how framing differs
- Admin Console: Full content management, analytics, keyword configuration, and manual pipeline triggers
What It Demonstrates
- Multi-model orchestration: different AI models for different pipeline stages based on capability, cost, and reliability
- Production workflow design: error handling, scheduling, monitoring, autonomous operation
- Responsible AI: using AI to increase transparency rather than obscure it
Okavyx: Agentic AI Platform
A full agentic AI platform built from scratch. 14 production services including text and voice chat, sub-agent orchestration, infrastructure monitoring with self-healing, automated content pipelines, and a blog written by the AI agent. Persistent memory across sessions, multi-model routing, and security built into the architecture from day one.
Architecture
- Persistent Memory: Long-term context across sessions, semantic search, temporal decay
- Multi-Model Orchestration: Routes tasks to different AI models based on capability, cost, and complexity
- Sub-Agent Delegation: Complex tasks broken into subtasks delegated to specialised coding agents
- Real-Time Voice: Sub-second voice interaction via ElevenLabs, multiple interface options
- Infrastructure Monitoring: Custom status dashboard, 50+ health collectors, Telegram alerting, self-healing
- SSO & RBAC: Google OAuth, JWT cookies, role-based access across all 14 services
- Autonomous Operations: Cron-driven tasks, scheduled workflows, background operations
AI-Integrated Infrastructure Monitoring
A custom monitoring dashboard with 50+ health collectors across services, containers, SSL, DNS, and infrastructure. AI-driven alert analysis distinguishes expected changes from genuine anomalies. Self-healing for known failure patterns, Telegram alerting, and real-time visibility into the entire platform.
Capabilities
- Automated Health Checks: Scheduled probes across services, containers, SSL, DNS, and infrastructure
- AI-Driven Alerts: Contextual reasoning about whether changes are expected, correlated, or anomalous
- Self-Healing: Automated recovery for known failure patterns before escalating to a human
- Multi-Panel Dashboard: System resources, reachability, web security, git repos, memory, containers, and more
Automated YouTube Shorts Pipeline
A fully automated pipeline producing publish-ready YouTube Shorts from a single topic input at ~$0.03 per video. Script generation (GPT-4.1 Mini), voice synthesis (ElevenLabs), parallel video sourcing with AI-judged selection (Gemini Flash), ffmpeg assembly with Ken Burns effects and word-by-word subtitle highlighting, and a human-in-the-loop approval workflow.
Pipeline Stages
- Script Generation: GPT-4.1 Mini produces structured scripts with narration, visual queries, SEO metadata, and hashtags
- Voice Synthesis: ElevenLabs TTS with character-level timestamps for word-by-word subtitle sync
- Video Sourcing: "Video Department" sub-workflow searches Pexels, Pixabay, and Openverse in parallel; AI judge picks the best clip per segment
- Assembly: ffmpeg handles portrait cropping, crossfades, Ken Burns on stills, subtitle highlighting, background music mixing
- Upload & Approval: Private YouTube upload, Pushover notification, one-tap approve/reject with SSE live feedback
- 7 Content Categories: Did You Know, Myth vs Reality, How It Works, History in 60s, ELI5, Hot Take, Top 3
AI Workflow Orchestration & Automation
Cross-platform AI workflow orchestration: automated LinkedIn content with Telegram approval workflow, AI image selection service (parallel stock API queries + AI judge), cron-driven content generation, security-hardened API endpoints, and watchdog processes ensuring reliability without supervision.
Systems
- Social Content Pipeline: Cron-scheduled LinkedIn drafting with inline approve/reject/edit buttons via Telegram
- AI Image Battle Royale: Reusable workflow querying multiple stock APIs in parallel, AI selects the best match
- Multi-Step Task Chains: Conditional logic, error handling, rollback capabilities
- Cross-Platform Integration: Messaging, monitoring, version control, and infrastructure management
Uplink: AI Research Briefing Engine
Keywords in, structured HTML briefing out in under 90 seconds. Dual-source research (Perplexity Sonar for deep web + Grok for live X/Twitter intelligence) running in parallel, synthesised by Claude into a mobile-first briefing with citations. Accessible via web UI or Telegram command, with shareable time-limited URLs and full history.
