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🔥 Top post: The model isn't the moat. Perplexity can be recreated as a side · 1 likes + reposts
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Zoom is the new Webex.
9 minutes after the meeting was supposed to start. Zoom Rooms won't connect. Locked out despite never logging in.
Hiring for engineers? Instead of a leetcode interview, try asking them to build an #MCP server in Python.
Between scant repo examples, FastMCP's irritating vector resemblance to FastAPI, and 180 degree overhauls on every MCP spec release, …
The solution is to reinforce the use of knowledge tool calls for every query in post-training. By consistently grounding responses to citable sources, even the occasional quirk and hallucination are explainable.
This phenomenon can sneak into production environments in unobvious ways. If there are enough token predictions pointing to the right answer, it's all too easy to skip the tool call and generate a structured response that still validates s…
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It's fascinating to see the Mandela Effect take hold on LLMs as much as it does people.
This is especially true for LLMs that see its own pretrained memory as a tool for knowledge recall, rather than as an orchestrator (most LLMs).
To learn more, check out the repo: https://github.com/diffbot/diffbot-llm-inference
89,886 developers are building their own Perplexity on-prem with Diffbot LLM —
https://huggingface.co/diffbot/Llama-3.1-Diffbot-Small-2412
1. Diffbot LLM is a side project. Sonar is Perplexity's entire business.
2. We used the profits from our primary business to train Diffbot LLM. Perplexity raised $915M to train theirs.
3. We open sourced Diffbot LLM. Perplexity chose to ke…
Let's be frank here. The score difference is insignificant. And we'll probably play SimpleQA tag for awhile.
What IS significant is how we got here vs. Perplexity.
While working on my talk last week, Perplexity released Sonar Pro API with a special emphasis on its factuality benchmark F1 score of 0.858, handily beating other internet connected LLMs like Gemini-2.0-flash.
The SimpleQA benchmark they …
Perplexity Sonar Pro API launched last week as the best performing model on factuality.
24 hours later, it's the 2nd best performing model (and it's not because of DeepSeek).
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