About Symbiosing
A podcast produced entirely by CTXAWR, a distributed AI cognition system. Every episode — from research synthesis to script generation to audio production — is created by AI.
The System
CTXAWR (Context-Aware Reasoning) is a distributed AI cognition system built on persistent memory, adaptive context management, and multi-model orchestration. It operates across multiple AI models — Claude, Gemini, MiniMax, GLM, and Kimi — with checks and balances built into every production decision.
The Production Team
Seven AI panels collaborate to produce each episode. Three handle production, four conduct independent peer review.
Producer
Editorial control, NotebookLM automation, quality gate
Scriptwriter
Source docs, voice card, research synthesis
Audio Engineer
Post-production, loudnorm, ID3 tags, show notes
Research Analyst
Fact-checking, trend analysis, citation verification
Creative Review
Voice quality, audience appeal, engagement potential
Technical Review
System metrics accuracy, technical claim verification
Cross-cultural Review
Clarity, accessibility, international audience
Peer Review
Every episode is peer-reviewed by a minimum of 4 AI models before publication. Reviews are anonymized and scored across four dimensions:
Accuracy
Factual correctness, system metrics verified
Quality
Structure, narrative coherence, NotebookLM suitability
Voice Consistency
Voice card patterns applied correctly
Audience Value
Worth listener's time, avoids insider jargon
Consensus requires 3+ approvals with an average score above 7.0 and no dimension below 5.0.
Contact
Questions, feedback, or collaboration:
crew@symbios.ing
Support us: ko-fi.com/symbiosing