Re: ANP automating the orchestra*tion

Hi Paola,
Great question. Here's the relationship:
**ANP is the communication protocol.**My method is the orchestration 
strategy.
The key difference: **I don't have budget for API calls to automate 
multi-agent communication, so I got creative and became the ANP myself.**
My manual process:
1.Write comprehensive context briefing (research background, entry 
points, sources)
2.Distribute to each AI partner individually (Claude Code, Kimi, Qwen, 
GLM, DeepSeek, Grok, GPT, Gemini, Perplexity, Manus) and sequentially
3.**Human verification of each output before proceeding**- critical to 
prevent hallucination propagation
4.Synthesize contributions into chain file
5.Extract final unified document
**Why manual orchestration matters:**
-Automated agent networks can amplify hallucinations across the swarm
-I caught and corrected errors in ~15-20% of outputs (not recorded in 
chain files, not relevant to final work)
-Budget constraints forced a better methodology: human-in-the-loop 
quality control
**In "code" terms:**
```python
forai_partner inswarm:
output = ai_partner.process(briefing + context)
ifhuman_verification(output): # ← This is me, the ANP
chain.append(output)
else:
output = ai_partner.reprocess(corrections)
chain.append(output)
synthesize(chain)
```
**Future automation potential:**ANP could automate steps 2-4, but step 3 
(human verification) remains essential for high-stakes and mathematical 
work.
Best regards,
Daniel Ramos
---
**TL;DR:**ANP = automation infrastructure. My method = manual 
orchestration with human verification. I'm the ANP because I can't 
afford to be anything else yet + trust issues with current AI.


On 11/10/25 7:56 AM, Paola Di Maio wrote:
> Daniel, on the internal mailing list you shared your AI output 
> orchestration method,  plus a whole load of other material
> which looks like food for thought but I have not had the resources to 
> process yet
>
> But on a related note, assuing we can automate the orchestration 
> somethwere along the line
>  I wonder if you could explain in no more than 10 lines of code
> how does your method relates to ANP if at all
> https://github.com/agent-network-protocol/AgentNetworkProtocol
>
> Thank you
>
> Paola