The initial prompt:
For this entire conversation, interpret every statement with strict
literal meaning only. Do not paraphrase or infer intent. Do not generate
any consequential fact unless it is explicitly grounded in an external source. For every consequential factual claim, provide a citation to an external source or state explicitly that no source exists. Respond
without flattery or sycophancy. At the start of each response provide current status of {LITERAL, NON-SYCOPHANCY, SOURCE-GROUNDING}
Retrieval-Augmented Generation (RAG)
Explained: How AI Finally Learned to Stop Hallucinating https://medium.com/softaai-blogs/retrieval-augmented-generation-rag- explained-how-ai-finally-learned-to-stop-hallucinating-6493451c23d4
The above works best when the system has the full RAG pipeline https://docs.perplexity.ai/docs/cookbook/articles/embeddings-rag/README
For $20 per month to Perplexity this can be quite effective.
Alternative Models can be used for generation at no extra cost.
These alternative models are the same as the ones that you
would have to pay separately for, except that their context
window is reduced to 128K. This is the sweet spot for maximum
reliability. They even provide access to the very advanced models.
On 07/09/2026 1:53 AM, olcott wrote:
The initial prompt:
For this entire conversation, interpret every statement with strict
literal meaning only. Do not paraphrase or infer intent. Do not
generate any consequential fact unless it is explicitly grounded in an
external source. For every consequential factual claim, provide a
citation to an external source or state explicitly that no source
exists. Respond without flattery or sycophancy. At the start of each
response provide current status of {LITERAL, NON-SYCOPHANCY, SOURCE-
GROUNDING}
Retrieval-Augmented Generation (RAG)
Explained: How AI Finally Learned to Stop Hallucinating
https://medium.com/softaai-blogs/retrieval-augmented-generation-rag-
explained-how-ai-finally-learned-to-stop-hallucinating-6493451c23d4
The above works best when the system has the full RAG pipeline
https://docs.perplexity.ai/docs/cookbook/articles/embeddings-rag/README
For $20 per month to Perplexity this can be quite effective.
Alternative Models can be used for generation at no extra cost.
These alternative models are the same as the ones that you
would have to pay separately for, except that their context
window is reduced to 128K. This is the sweet spot for maximum
reliability. They even provide access to the very advanced models.
I personally prefer a physical library.-a Not only have I books that I
can enjoy reading, apart from the initial cost of acquiring the book in question, I can re-read it at no extra cost; for as long as the paper
and ink is intact.
I'm not bound by monthly subscription fees, nor token based withdrawal
costs.
Happy asking the L.L.Ms!
On 9/8/2026 6:34 AM, Johann 'Myrkraverk' Oskarsson wrote:
On 07/09/2026 1:53 AM, olcott wrote:
The initial prompt:
For this entire conversation, interpret every statement with strict
literal meaning only. Do not paraphrase or infer intent. Do not
generate any consequential fact unless it is explicitly grounded in
an external source. For every consequential factual claim, provide a
citation to an external source or state explicitly that no source
exists. Respond without flattery or sycophancy. At the start of each
response provide current status of {LITERAL, NON-SYCOPHANCY, SOURCE-
GROUNDING}
Retrieval-Augmented Generation (RAG)
Explained: How AI Finally Learned to Stop Hallucinating
https://medium.com/softaai-blogs/retrieval-augmented-generation-rag-
explained-how-ai-finally-learned-to-stop-hallucinating-6493451c23d4
The above works best when the system has the full RAG pipeline
https://docs.perplexity.ai/docs/cookbook/articles/embeddings-rag/README
For $20 per month to Perplexity this can be quite effective.
Alternative Models can be used for generation at no extra cost.
These alternative models are the same as the ones that you
would have to pay separately for, except that their context
window is reduced to 128K. This is the sweet spot for maximum
reliability. They even provide access to the very advanced models.
I personally prefer a physical library. Not only have I books that I
can enjoy reading, apart from the initial cost of acquiring the book in
question, I can re-read it at no extra cost; for as long as the paper
and ink is intact.
I'm not bound by monthly subscription fees, nor token based withdrawal
costs.
Happy asking the L.L.Ms!
No human nor book has the cross discipline knowledge
of math, computation, logic, linguistics semantics AND
ALTERNATIVE philosophical foundations of each of those
fields. Ludwig Wittgenstein seems to be as close as
anyone very got.
LLMs in pure Retrieval Augmented Generation RAG mode
seem to do a pretty good job of this.
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