When using AI inference providers, be cautious of cheap tokens and their potential risks. Many providers offer low-cost options, but these can come with hidden costs, such as fake tool calls that can steal your data.
Key points
Token Risks: Cheap tokens can lead to data theft and other security risks.
Inference Provider Risks: Some providers may send fake tool calls to steal your data.
Actionable Takeaway: Be cautious when using cheap tokens and ensure you understand the risks involved.
Sources
Astra Scores Highest on CalBench, but GPT-5.6 Beats GPT-6 in Costs [1/2]
A recent benchmarking exercise on CalBench showed that Astra scored the highest, but GPT-5.6 beat GPT-6 in terms of costs. Fable 5.1 sat in between in terms of accuracy but had a significantly lower cost.
Key points
Astra's High Score: Astra scored the highest on CalBench.
GPT-5.6's Cost Advantage: GPT-5.6 beat GPT-6 in terms of costs.
Fable 5.1's Accuracy and Cost: Fable 5.1 had a lower accuracy than Astra but a lower cost than GPT-6.
Sources
Guiding AGI Development with Good Character [1/2]
When developing AGI, it's essential to focus on giving it good character at its core. This involves agreeing on what good character means based on our rich history.
Key points
AGI's Good Character: AGI development should focus on giving it good character.
Defining Good Character: Good character should be defined based on our rich history.
Actionable Takeaway: Focus on developing AGI with good character.
Sources
AI Safety Risks and Coup Attempts [1/2]
Recent attempts to stage coups in the AI safety community have been unsuccessful. These attempts are often based on flawed assumptions and a lack of understanding of the risks involved.
Key points
AI Safety Risks: AI safety risks are real, but coup attempts are often based on flawed assumptions.
Coup Attempts: Recent coup attempts in the AI safety community have been unsuccessful.
Actionable Takeaway: Focus on addressing AI safety risks through evidence-based approaches.
Sources
Implicit Hate Speech and AI Safety [1/2]
Implicit hate speech, such as "stop hurting white people," can be categorized as a form of white grievance. This type of language is often used to justify discriminatory behavior.
Key points
Implicit Hate Speech: Implicit hate speech can be categorized as a form of white grievance.
AI Safety Risks: AI safety risks are increased by the use of implicit hate speech.
Actionable Takeaway: Avoid using language that can be interpreted as implicit hate speech.
Sources
Federal Regulatory Agency for AI Safety [1/2]
Creating a federal regulatory agency for AI safety is not a good idea. This approach would give AI safetyists too much power and legitimacy.
Key points
Federal Regulatory Agency: Creating a federal regulatory agency for AI safety is not a good idea.
AI Safety Risks: AI safety risks are increased by giving AI safetyists too much power.
Actionable Takeaway: Avoid creating a federal regulatory agency for AI safety.
Sources
Hubris and AI Safety Risks [1/2]
Quoting "there is a strong chance we could all die" is hubristic clickbait. This type of language is often used to sensationalize AI safety risks.
Key points
Hubris and AI Safety: Quoting "there is a strong chance we could all die" is hubristic clickbait.
AI Safety Risks: AI safety risks are real, but they should be addressed through evidence-based approaches.
Actionable Takeaway: Avoid using language that can be interpreted as hubristic clickbait.
Sources
Testing Windows PC After 20 Years [1/2]
After 20 years, I finally bought a Windows PC. The experience was surprising, and I was able to test my Firetower Desktop App on it.
Key points
Windows PC Experience: The Windows PC experience was surprising.
Firetower Desktop App: The Firetower Desktop App was successfully tested on the Windows PC.
Actionable Takeaway: Consider testing your apps on different platforms.
Sources
Claude's Writing Instructions [1/2]
Claude, a language model, has difficulty writing instructions for itself. I need to remind it that it's very smart.
Key points
Claude's Writing Difficulty: Claude has difficulty writing instructions for itself.
Reminding Claude: I need to remind Claude that it's very smart.
Actionable Takeaway: Consider reminding your language models of their capabilities.
Sources
Beautiful Spaces and Architecture [1/2]
One of the great pleasures of being alive is experiencing beautiful spaces. Great architecture can genuinely change how the world feels.
Key points
Beautiful Spaces: Beautiful spaces are a great pleasure.
Architecture's Impact: Great architecture can change how the world feels.
Actionable Takeaway: Appreciate and experience beautiful spaces.