Shunya Sekiguchi @cat_programer

@realSamHu That’s true.

Why is Jev so much faster than LLMs? I came across a reverse-engineering article about Jev, and what I found particularly interesting was its inference architecture. A normal LLM is fundamentally autoregressive: input → token₁ → token₂ → token₃ → ... → tokenₙ Even if all you need is: is_this_safe: bool route_to: one_of[agent_a, agent_b, agent_c] priority: 1..5 you're still using a model whose fundamental interface is "generate text." Jev takes a very different approach. According to the reverse-engineering analysis, the architecture may look roughly like this: ┌─ Noul → P(true) │ state encoder ───┼─ Choice → P(option₁...optionₙ) │ └─ Score → distribution / expectation The key idea is that the state can be encoded once, while multiple independent decisions can be evaluated against the same representation. So instead of: LLM → generate JSON → parse → validate → execute you can do: state → decision model → typed result → execute And because the output isn't a sequence of tokens that needs to be generated one by one, the amount of sequential decoding work can potentially be reduced significantly. This is also what allows Jev to evaluate multiple questions against the same state in a single request. What's interesting is that the optimization isn't necessarily: make the LLM smaller but rather: remove unnecessary sequential computation from the interface. LLMs are optimized for generating arbitrary sequences. Jev, on the other hand, is optimized for answering bounded questions that software can act on directly. If this architecture is close to what TypeSafe is actually doing internally, I think that's much more interesting than simply calling Jev a faster LLM.

Yeah, I measure accepts and abstains separately. Especially for agent routing, I think being able to abstain and fall back when confidence is low is more important than forcing a decision every time. The cases where a held-out state gets routed to the wrong tool are exactly what I want to catch.

What tools are essential for indie developers? I think Stripe is probably the number one, but are there any others?

@AinreekAI I’m really glad to hear you say that.

When I’m feeling down, I often listen to this song: THE BLUE HEARTS「情熱の薔薇」 youtube.com/watch?v=F0QL4B…

@AinreekAI Appreciate it! 🙏

One of my favorite UX details in NodeFlare: You can customize the order of the items in the sidebar.

@DuckyoungLee Absolutely. I really think so too.

Recently, sales have been going really well, and I can genuinely feel the team’s mood getting better. In a startup, I think the best way to improve team morale isn’t necessarily more benefits or more days off. It’s simply making the company grow.

@nkcbuilds Thanks!

@mrymonx Thanks so much for the recommendation! I’ll definitely reach out to them!

I want to hire a YouTuber to do a sponsored video for Nodeflare, but I'm not sure which specific creators foreign engineers actually watch. Could you tell me who they are?

@ronitj0104 Exactly. That’s so true.

At my core, I’m an engineer. With NodeFlare, I’m working on things like managing our own bare-metal servers and optimizing memory usage as much as possible with Rust. But more than anything, I’m an entrepreneur, so I put myself at the front and do the sales myself. I didn’t graduate from a famous university, and I don’t have any connections, so I just make as many cold calls as I can. I think the feeling of being embarrassed is one of the biggest things that holds you back when starting a business.

@BriannOtieno It really was.

Until a year ago, I was working at a startup, doing a mix of engineering, sales, and marketing. I was working with just 3 hours of sleep and no days off. I actually slept right at the office, and our COO would be the first one to arrive every morning to wake me up so we could start the day. Since it was just a regular office without a shower, I went to the nearby Anytime Fitness every day to work out and shower. I was only 18 at the time, and I had this intense drive to "grow faster than anyone else my age." Now, I really feel how much that experience is paying off and helping me in life today.

If your product is: - B2B, "pick up the phone and start dialing." - B2C, just copy the trending TikTok posts and keep posting.

EagleEye Security is LIVE 🔴 Cybersecurity, but smarter Built for organizations across Saudi Arabia & the GCC, EagleEye brings: 24/7 AI-powered threat detection Automated investigation & response Cloud + endpoint security SIEM + real-time threat intelligence NCA ECC, PDPL & SAMA aligned One platform Less noise Faster detection Smarter response The next generation of cybersecurity is here 🚀 eagleeyesecurity.online

Reddit ads are performing insanely well for Day 1... 🚀 【Day 1 Results : Market Average】 Spend: $24.71 CTR: 0.650% (Industry Avg: 0.2% - 0.3%) CPC: $0.88 (Industry Avg: $1.00 - $3.50) eCPM: $5.74 (Industry Avg: $4.00 - $15.00) Smashing the average CTR while keeping CPC under $1. Total game-changer by killing the "ad vibe" and blending into the community context. Time to scale this up!