Development Chronicle
A monthly record of significant developments in the QDayAnon Content Engine. From foundation to autonomous publishing, each month brings new capabilities.
Total commits: 1,281
December 2025
78 commits
Source Credibility System
Domain-level quality assessment with credibility filtering in narrative context loading. Hard penalty logic for low-credibility sources.
Correspondent Tone Rotation
Prevent hook fatigue with functional context-aware tone selection. Tracks last 10 hooks to avoid repetition.
Victorian Advertisement Format
New creative format with period-authentic styling, complete with Victorian pricing and elaborate product claims.
Plain English Research Explainers
Jargon-free explanations added to research summaries, making technical content accessible to all audiences.
November 2025
396 commits
Content Variety System
Three-mechanism deduplication: semantic similarity via sentence-transformers, format balancing with rolling quotas, and domain diversity reordering.
Victorian Creative Formats
Correspondent Dispatch, Victorian Advertisement, and Society Page formats with period-appropriate styling.
Staleness-Based Account Rotation
Intelligent Twitter account selection based on staleness metrics for improved scraping reliability.
Tag Embedding Backfill System
Batch processing infrastructure for semantic tag embeddings across posting queue.
October 2025
195 commits
Threat Assessment Format (VALIS BLUF)
Structured risk analysis with Bottom Line Up Front, probability assessments, impact analysis, and confidence matrices.
Citation Enhancement System
Source attribution for analytical formats with smart defaults (viral: off, research: on) and user override.
Public Content Viewer
Public /posts/[id] route with Victorian dark navy aesthetic for sharing published content.
LLM Call Tracing
Automatic DSPy call logging with server timing, token tracking, and usage analytics endpoints.
September 2025
246 commits
News Feed AI Rating System
Hyperstition-based 1-10 scoring with 2x2 matrix quadrants. Batch processing of 50 items per API call.
Twitter Quota-Aware Scheduling
Real-time 17/24h limit tracking with intelligent POST_NOW/DELAY/TRUNCATE decisions.
Dynamic Content Truncation
Live OpenRouter API metadata replaces hardcoded limits. 41x improvement for DeepSeek (12K to 497K chars).
Async Jobs System
Generic job queue with workers, progress tracking, and WebSocket notifications for long-running operations.
August 2025
274 commits
Hyperstition Publisher
LLM-orchestrated autonomous posting with quota awareness, PID file singleton coordination, and AI schedule persistence.
OG Image Generation Pipeline
fal.ai FLUX model integration with Vercel Blob CDN storage. Dual image system (OG + viral) for Twitter.
PostgreSQL Migration
Complete SQLite to PostgreSQL migration with JSONB-first schema design and comprehensive data recovery.
DSPy Optimization Framework
MIPROv2 integration with three-layer caching (in-memory LRU, on-disk FanoutCache, server-side).
WebSocket-First Architecture
Server-side state authority with command pattern. Eliminates client-side infinite loops.
July 2025
92 commits
Project Foundation
Next.js 15 frontend + FastAPI backend monorepo. Initial workspace management and content extraction.
Twitter/X Integration
twscrape integration for content extraction and deep thread analysis.
Audio Transcription
YouTube and Twitter audio extraction with yt-dlp. Automatic title extraction and database integration.
DSPy Content Generation
QDayAnon tweet signature with specific voice, tone, and content themes. I-Ching banger generation.