Five things most people don't seem to understand about DeepSeek
We recorded 9 claims from this post. 7 were checked against evidence. 2 can’t be checked. 1 more is held. Read the post at its source.
Claims from this post (9)
In the order they appear in the post. Each quotation is the speaker’s words in this post. A label such as “Supported” or “Can’t be checked” is the claim’s current assessment; its page has the evidence and the reasons.
Assessment: SupportedSaid
Observation
“DeepSeek r1 is not smarter than earlier models, just trained more cheaply”
Our reading: DeepSeek r1 is not smarter than earlier models.
No horizon Evidence as of
Limitation: The result depends on interpreting earlier models as the preceding frontier.
Assessment: UnresolvedSaid
Observation
“DeepSeek r1 is not smarter than earlier models, just trained more cheaply”
Our reading: DeepSeek r1 was trained more cheaply than earlier models.
No horizon Evidence as of
Limitation: Unresolved does not mean the cheaper-training claim is false.
Assessment: SupportedSaid
Observation
“It doesn't solve hallucinations or problems with reliability.”
Our reading: DeepSeek r1 does not solve hallucinations or reliability problems.
No horizon Evidence as of
Limitation: The hallucination example comes from a reported reasoning trace, rather than a systematic release-period benchmark.
Assessment: UnresolvedSaid
Observation
“It is still expensive to operate ("inference"), especially if you want to make it "think" longer like o3.”
Our reading: DeepSeek r1 is still expensive to run at inference, especially when made to reason longer like o3.
No horizon Evidence as of
Limitation: The claim has a meaningful ordinary reading, but its cost level remains unmeasured.
Assessment: UnresolvedSaid
Forecast
“The biggest threat isn't to Nvidia (people will still need GPUs, albeit fewer higher end ones), but rather to OpenAI and Anthropic (because price wars will undercut their hopes of making a profit).”
Our reading: The biggest threat from DeepSeek is not to Nvidia, because people will still need GPUs, albeit fewer higher-end ones.
No deadline stated Evidence as of
Limitation: Shipment mix is not a count of GPU requirements.
Assessment: UnresolvedSaid
Forecast
“The biggest threat isn't to Nvidia (people will still need GPUs, albeit fewer higher end ones), but rather to OpenAI and Anthropic (because price wars will undercut their hopes of making a profit).”
Our reading: The biggest threat from DeepSeek is to OpenAI and Anthropic, because price wars will undercut their hopes of making a profit.
No deadline stated Evidence as of
Limitation: Pricing and product-margin statements are not company-wide net-profit measurements.
Assessment: UnresolvedSaid
Forecast
“The biggest threat isn't to Nvidia (people will still need GPUs, albeit fewer higher end ones), but rather to OpenAI and Anthropic (because price wars will undercut their hopes of making a profit).”
Our reading: People will still need GPUs, though fewer higher-end ones, after DeepSeek.
No deadline stated Evidence as of
Limitation: Actual shipment mix and projected shipment growth measure different things.
Assessment: Can’t be checkedSaid
Forecast
“Furthermore, unlike some companies I could name, DeepSeek is actually, well, Open, which may help them lure talent from more walled off operations..”
Our reading: Because DeepSeek is actually open, unlike some other companies, its openness may help it lure talent from more walled-off operations.
No horizon
Qualifier: because DeepSeek is actually open
Assessment: Can’t be checkedSaid
Observation
“DeepSeek is an economic revolution, and geopolitical wake-up call, but that doesn't directly bring us any closer to AGI.”
Our reading: DeepSeek is an economic revolution and a geopolitical wake-up call.
No horizon
Held from this post (1)
These records did not pass every check, so nothing about them is published. Held is not a finding.