Self Proclaimed #BotKiller | FOUNDER || #BigData Cruncher / #AdTech, “Data Royalties™”, LLM white paper connoisseur, and on a mission to Keep Data Human.
Joined April 2011
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1,337 Photos and videos
Apr 23
The LangChain post serves as a catalog of the failure modes encountered by modern deep agents, but it does not provide the correct solutions to address these issues.
#HarnessEngineering is fundamentally about coupling. LangChain demonstrates this #coupling through prompt strings and #Python #middleware, which can be likened to the 2026 equivalent of punch cards: a superficial grammar layered over a substrate that lacks essential semantic primitives.
It raises the question: when will the industry focus on addressing the root of the problem rather than just another petal of the 🌼?
For full LangChain post, visit the link: langchain.com/blog/improving….
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4 Aug 2025
.@shellypalmer fell down a meme “rabbit hole” courtesy of the “AI Slop” term and the parallel scene in Hannibal where Hopkins feeds the brain back to the human. Wanted to share a few AI Slop-generated memes.
shellypalmer.com/2025/07/bun…
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28 Mar 2025
FORCE CHATGPT to STOP HALLUCINATING and be RELEVANT
PROMPT
03 model “generate a Vector Mapping Logic Layer Rule Base for my uploaded knowledge relating to my company CustomGPT.”
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28 Mar 2025
3. Rule Base = Hard-codes behavioral boundaries—like “always format in Markdown,” “never speculate,” or “cite source when confidence < 90%.”
OUTCOME
You have a deterministic Custom GPT that follows rules, not a chatbot.
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28 Mar 2025
Make sure to Export all elements in correct format:
- OpenAI plugin or API use = JSON
- Embedding in GPT’s system instructions or files = TXT
- Documentation or Git-based change tracking = Markdown
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8 Dec 2024
The next evolution of #AI is shift from reactive to proactive.
Today’s AI is black & white—linear and reactive. Tomorrow’s AI will see in color, predicting trends before they emerge.
With real-time API data and local compute, #EnterpriseAI
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25 Nov 2024
Let me use 50% synthetic data to train an LLM for brain brain surgeons. It is only wrong only half the time…
But don’t worry I used digital twins so no real ppl were harmed during training.
22 Nov 2024
OpenAI's Whisper fabricating medical records is a perfect example of why we need verification networks.
Decentralized consensus beats single-model hallucination risks in such high-stakes scenarios.
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22 Nov 2024
#AI is evolving: it’s not about bigger #LLM models but smarter, enterprise-tuned solutions. Intel & AMD positioned to lead, turning chips into business innovation engines. #EnterpriseAI 🌐💥
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14 Nov 2024
By integrating diverse API streams into internal datasets with local compute, your enterprise AI becomes a constantly adaptive engine for real-world impact.
#RealTimeData #EnterpriseAI
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14 Nov 2024
Real-time data integration allows enterprises to instantly respond to shifts in market and customer needs, staying agile.
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14 Nov 2024
Make AI Smarter via APIs—customer interactions, trends, or logistics—and deploy local compute to analyze and act in real time. #NoCloudNeeded
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