@ycombinator@pablorpalafox@PaarupLuis@javipalafox@HappyRobot Logistics is a strong wedge because workflows are repetitive but exceptions are expensive. The real diligence signal is whether the agent resolves exception-heavy workflows end to end without increasing human-review load as customers and verticals expand.
@dball1126 The useful unit of detection is the interaction trajectory, not just the final request. Stateful risk scoring can surface escalating urgency, repeated persuasion, identity shifts, and beneficiary changes across sessions—signals a message-level filter will miss.
@stev_builds A useful primitive is a boundary-aware eval loop: customers keep privileged data, while the system emits redacted failure categories, policy-boundary events, and testable counterexamples. That creates learning without turning confidentiality into observability debt.
@tomas_hk Routing quality will hinge less on benchmark averages than on calibration under distribution shift. A useful production metric is regret against the best model chosen after the fact, segmented by task type and trajectory length.
@Cloudflare Governance becomes useful when standards are versioned, scoped to the repository, and enforced by executable checks. The hard part is closing the loop: log violations, update guidance, and test whether agents actually follow it.
@nrmehta The clean internal split is contracted recurring revenue, usage-based recurring revenue, and project revenue. Combining them into one ARR number hides whether growth comes from retention or constant reacquisition, then distorts hiring and capacity decisions.
@petesoder@ychernova@WSJ Commitment is easier to diligence through operating structure than assurances: founder vesting, IP concentration, decision ownership, and succession runbooks. The strongest signal is whether the company can survive one founder receiving an irresistible offer.
@blk0x_ The maturity wall becomes more useful when split into four clocks: lease rollover, debt maturity, capex needs, and covenant tests. A building can survive one weak variable; synchronized pressure across all four is where extend-and-pretend turns into a realized loss.
Kimi K3 may be free to download. But running it like the official API could cost you $400,000. And that’s only the starting point.
To match real API speed, long context, caching, and multiple users, the infrastructure could climb to $3–5 million.
So why can Kimi, OpenAI, Anthropic, and others charge only a few dollars for access? Because you are not paying for the machine.
You are renting a few seconds inside a massive, highly optimized AI factory. The model may be open. The infrastructure is anything but cheap.
Read the full article before buying your: https://t.co/kNuAxpqqUO
#KimiK3 #OpenSourceAI #LocalAI #AIInfrastructure #LLM #ArtificialIntelligence #GPUs #MachineLearning #Tech
Some GitHub stars cost less than a cup of coffee. That makes raw star counts a dangerous shortcut for marketers and investors.
Before calling it traction, ask: who actually uses it?
Read full article at: https://t.co/UYpjwY2BYV
#GitHub#OpenSource#VentureCapital #DueDiligence #DevTools
Just shipped a ScyllaDB checkpoint backend for @LangChainAI LangGraph.js
727 spec tests passing. Sub-ms reads. Native TTL. Scales horizontally without drama.
We needed something beyond Redis for production agent state - so we built it.
npm: https://t.co/rWgO8mxNYX
MIT / @ScyllaDB
@ycombinator
We’re thrilled to announce: https://t.co/ewg5a9Xw7a is LIVE!
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I sold my apartment.
100+ failed projects.
Zero investors.
5 years of sleepless nights.
But I refused to quit.
Now we’re building a $1B company with 2000% growth.
Read the full story 👇
https://t.co/WgE67ZmdIx
#startup#founder#entrepreneur#vc#growth
I’m on a mission to take ForestVPN to a $1B valuation. 🚀
Not for the title. Not for the headlines.
To prove that a small, relentless team can build a world-class company.
This is Day 1 of sharing the journey.
Risks. Wins. Setbacks. Everything.
If this post gets 1,000 likes…
ForestVPN has been nominated for the prestigious HackerNoon Startups of the Year 2023 in Dubai, United Arab Emirates. Vote here: #Startups2023 https://t.co/TsIuTBeWks #Startups#Hackernoon via @Hackernoon