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AI Consulting and Expertise #252

πŸš€ Tech News - AI & Startup Updates

Never build a consumer product that requires users to fight their own instincts. You’re already fighting the natural churn of software. Don’t make yourself fight human nature too. The most addictive products don’t rely on self-discipline. They align with instincts people

Key Points:

  • Aligning with human instincts: The most successful products are those that align with human instincts, rather than fighting against them.

  • Reducing churn: By aligning with human instincts, products can reduce churn and increase user engagement.

  • Designing for addiction: The most addictive products are those that are designed to align with human instincts, rather than relying on self-discipline.

πŸ”— Resources:


πŸ’Έ Finance - SoftBank's Debt Funding

SoftBank just sold $11B of junk bonds at up to 9.75%. Largest high-yield sale on record, to fund the final $10B tranche of its OpenAI commitment. ~10% debt funding an illiquid, zero-yield private stake! SoftBank borrowed against Arm and OpenAI shares: ~3/4 of its assets.

Key Points:

  • SoftBank's debt funding: SoftBank has sold $11B of junk bonds to fund its OpenAI commitment, with a debt-to-equity ratio of ~10%.

  • High-yield sale: The sale is the largest high-yield sale on record, with bonds sold at up to 9.75%.

  • Debt-to-equity ratio: SoftBank's debt-to-equity ratio is ~3/4, indicating a high level of debt.

πŸ”— Resources:


πŸš€ AI - Claude Opus 4.7 and Mythos

I skipped one week of my newsletter. In that week: Claude Opus 4.7, Mythos announced, GPT-Rosalind, Gemini 3.1 Flash, and a Stanford report I still think was the most important release of the month. That's the week I stopped trying to read everything myself. I write

Key Points:

  • Claude Opus 4.7: Claude Opus 4.7 is a significant release, with improvements to the model's performance and capabilities.

  • Mythos announced: Mythos is a new AI model that has been announced, with potential applications in various fields.

  • GPT-Rosalind: GPT-Rosalind is a new AI model that has been released, with potential applications in various fields.

πŸ”— Resources:


πŸ€– AI - Experimental DSpark Draft Model

Today, we release an experimental DSpark draft model for LFM2.5-VL-3B, bringing speculative decoding to our vision-language models. A lightweight drafter proposes multiple tokens ahead, and the target model verifies them together in a single pass. This accelerates generation

Key Points:

  • Experimental DSpark draft model: The experimental DSpark draft model is a new AI model that accelerates generation by proposing multiple tokens ahead and verifying them in a single pass.

  • Speculative decoding: The model uses speculative decoding to improve its performance and capabilities.

  • Vision-language models: The model is designed for vision-language models, with potential applications in various fields.

πŸ”— Resources:


πŸŽ‰ Community - Find the Missing Ruby

Someone last saw it at Austin, seems like it didn't want to miss Rails World. Find it, send us a picture, complete the quest in our game, and help us get it back to the Pier. Austin heat is bad for our friend!

Key Points:

  • Find the missing Ruby: The community is encouraged to find the missing Ruby and send a picture to help it get back to the Pier.

  • Rails World: The Ruby was last seen at Rails World, and the community is encouraged to help it get back to the Pier.

  • Game: The community can complete a quest in a game to help find the missing Ruby.

πŸ”— Resources:


πŸš€ AI - Wake Update

We just shipped new update and it’s quite good. Wake has been daily driver to teams at top frontier AI labs, enterprises, YC startups, etc. Check out why they love WAKE here β†’ https:// trywake.so

Key Points:

  • Wake update: Wake has released a new update, with improvements to its performance and capabilities.

  • Daily driver: Wake has become a daily driver for teams at top frontier AI labs, enterprises, and YC startups.

  • Love for Wake: The community loves Wake, and the update is expected to be well-received.

πŸ”— Resources:


πŸ’‘ Idea - Filtering Out Agents

This is a big enough problem that there's not just one startup idea here, but several. For example, there will probably be one variant meant to filter out agents, but another meant to welcome them in an orderly way. This also seems an idea you could build more on.

Key Points:

  • Filtering out agents: The problem of filtering out agents is significant enough to warrant multiple startup ideas.

  • Welcoming agents: Another variant of the idea could be to welcome agents in an orderly way.

  • Building on the idea: The idea has potential for further development and expansion.

πŸ”— Resources:


πŸ’Έ Sales - Discounting and Retention

There are six ways an account tells you it's about to leave. Discounting is the right answer to one of them. On the other five it buys you a quarter, teaches the client that pressure produces concessions, and permanently reprices the account. You've converted a retention problem

Key Points:

  • Discounting: Discounting is the right answer to one of the six ways an account tells you it's about to leave.

  • Pressure produces concessions: On the other five ways, discounting can teach the client that pressure produces concessions.

  • Repricing the account: Discounting can permanently reprice the account.

πŸ”— Resources:


πŸš€ Outreach - Cold Outreach Strategy

I used to get close to ZERO replies on cold-outreach. That's until i tried a new strategy which got me as much as 28% reply rate. Here's how I achieved that all thanks to @orbitagents

Key Points:

  • Cold outreach strategy: The author used to get close to zero replies on cold outreach, but achieved a 28% reply rate with a new strategy.

  • New strategy: The new strategy involved using @orbitagents, which helped improve the reply rate.

  • Reply rate: The reply rate increased to 28% with the new strategy.

πŸ”— Resources:


πŸ’‘ Idea - Event-Based Outreach

This story not only shows you how capable @orbitagents is, but how event-based outreach, where prospects are warm, makes a HUGE difference. The trick was in the lead magnet. We told every startup that they could get the list for free, the same one we used to outreach them.

Key Points:

  • Event-based outreach: Event-based outreach, where prospects are warm, makes a huge difference.

  • Lead magnet: The trick was in the lead magnet, which was a list that was given away for free.

  • Warm prospects: The prospects were warm, which made the outreach more effective.

πŸ”— Resources:


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Interactive version: blogs.drix10.com

Written by Drishtant Ghosh (Drix10), a technical founder and engineer working across AI systems, developer infrastructure, and cybersecurity.

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