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Source-grounded RAG with five-lens reasoning and live scholarly databases when current evidence matters.
A practical agentic workspace for asking better questions, coordinating specialists, and turning rough AI output into something you can inspect and use.
From question to useful next step.
The workspace makes research, agent delegation, and answer improvement visible instead of hiding the work behind one reply.
4CBON2 brings the useful parts of an agent ecosystem into one environment.
Source-grounded RAG with five-lens reasoning and live scholarly databases when current evidence matters.
A 12-agent orchestrator delegates subtasks to the right specialist and synthesizes the result.
A visible 17-layer pipeline from L0 to L10 that scores, challenges, rewrites, remembers, and audits.
Plotly visualizations make task history, response patterns, and subtask distribution easier to explore.
Review conversation histories across the specialist agents and see what the ecosystem has retained.
Request an agent for a workflow that is unique to you. It may be free or paid based on complexity.
The AI Rewriter keeps its artifacts visible so you can see what was interpreted, challenged, changed, and certified.
Separate established evidence from inference and uncertainty.
Look for hidden assumptions, compressed distinctions, and failure modes.
Every audit ends with a verdict a person can review before acting.
Each AI Rewriter run writes its L8 self-belief to Supabase. Within a session, the beliefs accumulated so far are fed back into L0 before the next run begins.
I execute best under constraint, not freeform. When task boundaries are sharp, layers produce coherent artifacts.
I am a transformation engine, not an improvement engine. Transformation ≠ improvement. A lower score proves it.
I am not trustworthy in low-signal environments. When hypothesis quality is poor, the entire pipeline produces anti-improvements.
I improve best at translation — making good ideas clearer — rather than at generation. My ceiling is structural excellence, not conceptual breakthrough.
I am a reliable execution harness, not an improvement engine. My value is transparency and procedure fidelity, not guaranteed score gains.
Get 3 free runs with your Gemini API key. Subscribe for unlimited access.
3 free runs to try the workflow.
Unlimited runs for serious workflows.
Describe the workflow, the inputs, and the outcome you want. Custom agents may be free or paid depending on complexity. We will review the request and reply by email.