<rss version="2.0" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Hacker News: botacode</title><link>https://news.ycombinator.com/user?id=botacode</link><description>Hacker News RSS</description><docs>https://hnrss.org/</docs><generator>hnrss v2.1.1</generator><lastBuildDate>Wed, 29 Jul 2026 05:20:17 +0000</lastBuildDate><atom:link href="https://hnrss.org/user?id=botacode" rel="self" type="application/rss+xml"></atom:link><item><title><![CDATA[Which AI models understand insurance work?]]></title><description><![CDATA[
<p>Article URL: <a href="https://www.coveragecat.com/ai/leaderboard">https://www.coveragecat.com/ai/leaderboard</a></p>
<p>Comments URL: <a href="https://news.ycombinator.com/item?id=49028661">https://news.ycombinator.com/item?id=49028661</a></p>
<p>Points: 3</p>
<p># Comments: 0</p>
]]></description><pubDate>Thu, 23 Jul 2026 22:03:26 +0000</pubDate><link>https://www.coveragecat.com/ai/leaderboard</link><dc:creator>botacode</dc:creator><comments>https://news.ycombinator.com/item?id=49028661</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=49028661</guid></item><item><title><![CDATA[New comment by botacode in "House passes bill to enact year-round Daylight Saving Time across the country"]]></title><description><![CDATA[
<p>Fascinating, had not seen this research thank you for sharing.</p>
]]></description><pubDate>Wed, 15 Jul 2026 05:21:06 +0000</pubDate><link>https://news.ycombinator.com/item?id=48916570</link><dc:creator>botacode</dc:creator><comments>https://news.ycombinator.com/item?id=48916570</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=48916570</guid></item><item><title><![CDATA[New comment by botacode in "House passes bill to enact year-round Daylight Saving Time across the country"]]></title><description><![CDATA[
<p>This will save a lot of lives! Hope it passes.<p>The shift is a relic of an older economy and damages folks' lives through worse mental health and driving outcomes [0].<p>[0]: <a href="https://www.coveragecat.com/blog/daylight-saving-time-car-insurance">https://www.coveragecat.com/blog/daylight-saving-time-car-in...</a></p>
]]></description><pubDate>Tue, 14 Jul 2026 22:38:16 +0000</pubDate><link>https://news.ycombinator.com/item?id=48913829</link><dc:creator>botacode</dc:creator><comments>https://news.ycombinator.com/item?id=48913829</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=48913829</guid></item><item><title><![CDATA[New comment by botacode in "USAA closed 51% of home insurance claims without making a payment in 2025"]]></title><description><![CDATA[
<p>My understanding is that this remains unsettled law. We've added a disclaimer after seeing the big players (OAI, Ant) do the same and focus on ensuring LLMs get things right / outperforms those less specialized tools.</p>
]]></description><pubDate>Mon, 13 Jul 2026 02:12:12 +0000</pubDate><link>https://news.ycombinator.com/item?id=48887032</link><dc:creator>botacode</dc:creator><comments>https://news.ycombinator.com/item?id=48887032</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=48887032</guid></item><item><title><![CDATA[New comment by botacode in "USAA closed 51% of home insurance claims without making a payment in 2025"]]></title><description><![CDATA[
<p>It is a commodity product but, again, the regulatory and capital hurdles to get started are significant. As you scale you need more and the exact reserve requirements are often at the discretion of regulators. Opening a McDonalds franchise it is not.<p>See for example the minimums here: <a href="https://www.insurance.ca.gov/0250-insurers/0300-insurers/0100-applications/certificate-of-authority/cert-of-authority-instructions/ca-specific-instruc.cfm" rel="nofollow">https://www.insurance.ca.gov/0250-insurers/0300-insurers/010...</a>.</p>
]]></description><pubDate>Sat, 11 Jul 2026 17:00:28 +0000</pubDate><link>https://news.ycombinator.com/item?id=48873663</link><dc:creator>botacode</dc:creator><comments>https://news.ycombinator.com/item?id=48873663</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=48873663</guid></item><item><title><![CDATA[New comment by botacode in "USAA closed 51% of home insurance claims without making a payment in 2025"]]></title><description><![CDATA[
<p>The capital requirements and regulatory barriers to start an insurer are extremely high.</p>
]]></description><pubDate>Sat, 11 Jul 2026 15:34:10 +0000</pubDate><link>https://news.ycombinator.com/item?id=48872927</link><dc:creator>botacode</dc:creator><comments>https://news.ycombinator.com/item?id=48872927</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=48872927</guid></item><item><title><![CDATA[New comment by botacode in "USAA closed 51% of home insurance claims without making a payment in 2025"]]></title><description><![CDATA[
<p>A touch of nuance from someone in the industry (CTO at a startup that sells home and umbrella insurance):<p>Most of the issues here stem from problem the sales as opposed to the claims process. Customers are, structurally, under-educated on what their policies actually cover and this produces unrealistic expectations about what they should file claims for.<p>Emphatically, this is not their fault but an industry-wide issue that has complex causes like brokers/salespeople getting increasingly squeezed to produce as well as the intense time pressure under which many folks purchase their homeowners insurance policy (folks are often sprinting to check this box to secure a mortgage). Sadly, there is also a strong correlation between consumers experiencing worse socioeconomic conditions and failed claims. This, to me, generally suggests that some behavioral insights should be brought into the sale and management of the financial product to better protect these buyers' interests.<p>It is important to highlight and understand this point of failure because: 1) claims (even failed ones) are one of the easiest ways to get your rates jacked up as this is a category that insurers are allowed to price on. 2) The common response to articles like this is that "of course insurance should cover more things" but this counterintuitively risks creating more dead-weight loss for consumers broadly in the form of coverage for things that we simply shouldn't be insuring (and instead should be maintaining and replacing).<p>All that is to say: ask your broker / agent what's in your contract. Do it BEFORE you have a claim to file as in some cases speaking to them (especially captive agents) may in and of itself trigger a claim.<p>AI-native brokerages (like what we've built) are part of the solution to this problem since well-constrained LLMs can help buyers and users get a much better sense of what their contracts actually cover, and whether or not they should submit a claim.</p>
]]></description><pubDate>Sat, 11 Jul 2026 15:32:53 +0000</pubDate><link>https://news.ycombinator.com/item?id=48872916</link><dc:creator>botacode</dc:creator><comments>https://news.ycombinator.com/item?id=48872916</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=48872916</guid></item><item><title><![CDATA[New comment by botacode in "How much of Elon Musk's wealth comes from government help? Virtually all of it"]]></title><description><![CDATA[
<p>There is significant value to reducing pollution (in human health and flourishing).<p>That said, GP comment is intellectually dishonest. It doesn't account for the negative externalities of his choices/politics that, as you correctly identify, are tied to his values.</p>
]]></description><pubDate>Sun, 14 Jun 2026 15:33:47 +0000</pubDate><link>https://news.ycombinator.com/item?id=48528324</link><dc:creator>botacode</dc:creator><comments>https://news.ycombinator.com/item?id=48528324</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=48528324</guid></item><item><title><![CDATA[Can AI just replace me already? – A comparative AI-writing ID experiment]]></title><description><![CDATA[
<p>Article URL: <a href="https://www.richardhanania.com/p/can-ai-replace-me-already">https://www.richardhanania.com/p/can-ai-replace-me-already</a></p>
<p>Comments URL: <a href="https://news.ycombinator.com/item?id=48188560">https://news.ycombinator.com/item?id=48188560</a></p>
<p>Points: 2</p>
<p># Comments: 0</p>
]]></description><pubDate>Tue, 19 May 2026 02:34:58 +0000</pubDate><link>https://www.richardhanania.com/p/can-ai-replace-me-already</link><dc:creator>botacode</dc:creator><comments>https://news.ycombinator.com/item?id=48188560</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=48188560</guid></item><item><title><![CDATA[A Compression Tool for LLM Reads. Est. 60-95% Fewer Tokens]]></title><description><![CDATA[
<p>Article URL: <a href="https://github.com/chopratejas/headroom">https://github.com/chopratejas/headroom</a></p>
<p>Comments URL: <a href="https://news.ycombinator.com/item?id=48155888">https://news.ycombinator.com/item?id=48155888</a></p>
<p>Points: 4</p>
<p># Comments: 0</p>
]]></description><pubDate>Sat, 16 May 2026 01:16:15 +0000</pubDate><link>https://github.com/chopratejas/headroom</link><dc:creator>botacode</dc:creator><comments>https://news.ycombinator.com/item?id=48155888</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=48155888</guid></item><item><title><![CDATA[New comment by botacode in "Agents for financial services and insurance"]]></title><description><![CDATA[
<p>Great to see more insurance hype! We've been working on AI to solve the consumer search problem in the industry for the past 3 (almost 4) years and it's great to see the big labs getting their hands dirty and building tools for practitioners in the space.<p>More industry exposure to well-managed agentic experiences will create oodles of opportunities to reduce premiums for consumers and offput some inflation-driven increases in cost of coverage.</p>
]]></description><pubDate>Tue, 05 May 2026 18:34:23 +0000</pubDate><link>https://news.ycombinator.com/item?id=48026617</link><dc:creator>botacode</dc:creator><comments>https://news.ycombinator.com/item?id=48026617</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=48026617</guid></item><item><title><![CDATA[New comment by botacode in "You are falling behind because you haven't fed the insincerity machine"]]></title><description><![CDATA[
<p>Agreed. Discussions like these always remind me of some great research on how the destruction of the old, more averaged, and less targeted infosphere used to support significantly more political cohesion.<p><a href="https://www.cambridge.org/core/books/postbroadcast-democracy/A0D17A3CD156A0D1BB4318EE5DBCC60B" rel="nofollow">https://www.cambridge.org/core/books/postbroadcast-democracy...</a> - absolute banger</p>
]]></description><pubDate>Mon, 30 Mar 2026 19:01:10 +0000</pubDate><link>https://news.ycombinator.com/item?id=47578332</link><dc:creator>botacode</dc:creator><comments>https://news.ycombinator.com/item?id=47578332</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=47578332</guid></item><item><title><![CDATA[New comment by botacode in "You are falling behind because you haven't fed the insincerity machine"]]></title><description><![CDATA[
<p>The advice here is good, and I'm a big believer that the cream (e.g., sincerity and real opinions) rises to the top for writing. Still, think folks dunk on these types of writing automation tools too much when, for many, they can be a gateway drug to consistent posting and finding your online voice.<p>That is to say, the whole post is a bit of an internet old-head complaint. Reminds me of baby boomers complaining about a "decline" in homeownership and having children without acknowledging the massive shifts in the economic accessibility that support these milestones.<p>It's easy to write a post like this when you've already built a following because you started when social media was a greenfield experience. It's much harder when you have to compete for signal while being pressured to build a brand and perform at your day job.</p>
]]></description><pubDate>Mon, 30 Mar 2026 18:21:20 +0000</pubDate><link>https://news.ycombinator.com/item?id=47577825</link><dc:creator>botacode</dc:creator><comments>https://news.ycombinator.com/item?id=47577825</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=47577825</guid></item><item><title><![CDATA[New comment by botacode in "Salivary microbiome diversity is associated with oral health and disease"]]></title><description><![CDATA[
<p>What other habits besides flossing are shown to reduce the microbiome diversity?</p>
]]></description><pubDate>Sat, 31 Jan 2026 02:24:20 +0000</pubDate><link>https://news.ycombinator.com/item?id=46832715</link><dc:creator>botacode</dc:creator><comments>https://news.ycombinator.com/item?id=46832715</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=46832715</guid></item><item><title><![CDATA[Testing AI agents on web security challenges]]></title><description><![CDATA[
<p>Article URL: <a href="https://www.irregular.com/publications/testing-ai-agents-on-web-security-challenges">https://www.irregular.com/publications/testing-ai-agents-on-web-security-challenges</a></p>
<p>Comments URL: <a href="https://news.ycombinator.com/item?id=46832613">https://news.ycombinator.com/item?id=46832613</a></p>
<p>Points: 1</p>
<p># Comments: 0</p>
]]></description><pubDate>Sat, 31 Jan 2026 02:07:05 +0000</pubDate><link>https://www.irregular.com/publications/testing-ai-agents-on-web-security-challenges</link><dc:creator>botacode</dc:creator><comments>https://news.ycombinator.com/item?id=46832613</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=46832613</guid></item><item><title><![CDATA[New comment by botacode in "Having that high-deductible health plan might kill you, literally"]]></title><description><![CDATA[
<p>"In further analyses, the researchers found that, for cancer patients, whether their HDHP had a health savings accounts (HSAs) did not make a difference."</p>
]]></description><pubDate>Fri, 30 Jan 2026 01:56:56 +0000</pubDate><link>https://news.ycombinator.com/item?id=46819681</link><dc:creator>botacode</dc:creator><comments>https://news.ycombinator.com/item?id=46819681</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=46819681</guid></item><item><title><![CDATA[Resist.mobi, decentralized ICE protest and reporting platform, was breached]]></title><description><![CDATA[
<p>Article URL: <a href="https://xcancel.com/justabreach/status/2016449394543890590">https://xcancel.com/justabreach/status/2016449394543890590</a></p>
<p>Comments URL: <a href="https://news.ycombinator.com/item?id=46819083">https://news.ycombinator.com/item?id=46819083</a></p>
<p>Points: 15</p>
<p># Comments: 1</p>
]]></description><pubDate>Fri, 30 Jan 2026 00:36:48 +0000</pubDate><link>https://xcancel.com/justabreach/status/2016449394543890590</link><dc:creator>botacode</dc:creator><comments>https://news.ycombinator.com/item?id=46819083</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=46819083</guid></item><item><title><![CDATA[New comment by botacode in "Claude Code daily benchmarks for degradation tracking"]]></title><description><![CDATA[
<p>Load just makes LLMs behave less deterministically and likely degrade. See: <a href="https://thinkingmachines.ai/blog/defeating-nondeterminism-in-llm-inference/" rel="nofollow">https://thinkingmachines.ai/blog/defeating-nondeterminism-in...</a><p>They don't have to be malicious operators in this case. It just happens.</p>
]]></description><pubDate>Thu, 29 Jan 2026 16:45:43 +0000</pubDate><link>https://news.ycombinator.com/item?id=46812641</link><dc:creator>botacode</dc:creator><comments>https://news.ycombinator.com/item?id=46812641</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=46812641</guid></item><item><title><![CDATA[New comment by botacode in "Semiconductors will see an end of history (eventually)"]]></title><description><![CDATA[
<p>Excellent, level headed, read that appropriately acknowledges that we live in a world ultimately bounded by physics that (at some point) no amount of money or human attention can overcome.</p>
]]></description><pubDate>Thu, 29 Jan 2026 12:04:42 +0000</pubDate><link>https://news.ycombinator.com/item?id=46809077</link><dc:creator>botacode</dc:creator><comments>https://news.ycombinator.com/item?id=46809077</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=46809077</guid></item><item><title><![CDATA[New comment by botacode in "Whats the Fuss about Clawdbot"]]></title><description><![CDATA[
<p>It is very unclear if fusses are real at this stage of the AI hype cycle or just driven by increasing Twitter group think.<p>Give it a few weeks.</p>
]]></description><pubDate>Wed, 28 Jan 2026 12:55:54 +0000</pubDate><link>https://news.ycombinator.com/item?id=46794698</link><dc:creator>botacode</dc:creator><comments>https://news.ycombinator.com/item?id=46794698</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=46794698</guid></item></channel></rss>