<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: sourishkundu23</title><link>https://news.ycombinator.com/user?id=sourishkundu23</link><description>Hacker News RSS</description><docs>https://hnrss.org/</docs><generator>hnrss v2.1.1</generator><lastBuildDate>Fri, 17 Apr 2026 10:26:38 +0000</lastBuildDate><atom:link href="https://hnrss.org/user?id=sourishkundu23" rel="self" type="application/rss+xml"></atom:link><item><title><![CDATA[New comment by sourishkundu23 in "Launch HN: Terminal Use (YC W26) – Vercel for filesystem-based agents"]]></title><description><![CDATA[
<p>The separation of "gather context → synthesize → act" is a pattern we've found critical in production agent systems too. In LangGraph, we model this as explicit checkpoint nodes — the agent can't proceed to the action phase without passing through a validation gate.<p>One thing we've run into: the filesystem abstraction works well for code artifacts, but when agents interact with external services (APIs, databases), you need a separate "action journal" that logs intended mutations before executing them. This gives you rollback even for side effects that aren't file-based.<p>The harder unsolved problem is multi-agent state coordination. When Agent A writes to a shared workspace and Agent B reads it, the filesystem gives you structural persistence but not semantic ordering. Have you thought about adding lightweight event ordering (like a simple monotonic sequence) to the filesystem layer? Without it, agents can read stale state even when files are fresh.<p>Congrats on the launch — the decoupled storage model is the right primitive.</p>
]]></description><pubDate>Tue, 10 Mar 2026 06:47:18 +0000</pubDate><link>https://news.ycombinator.com/item?id=47319823</link><dc:creator>sourishkundu23</dc:creator><comments>https://news.ycombinator.com/item?id=47319823</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=47319823</guid></item><item><title><![CDATA[New comment by sourishkundu23 in "Ask HN: What Are You Working On? (March 2026)"]]></title><description><![CDATA[
<p>SEEKING WORK | Remote | AI/Full-Stack Engineering
We ship production AI backends for startups and agencies:
• RAG pipelines (Pinecone, Weaviate, Supabase Vector)
• Multi-agent systems (LangGraph, CrewAI)
• Full-stack AI MVPs (Next.js + Python + Supabase)
• Auth migrations & infrastructure hardening
• Fine-tuning (OpenAI, Llama 3)
Recent: Trading platform auth migration (700+ users, zero downtime),
IoT payment gateway, multi-agent cybersecurity monitoring.
Stack: Python, LangGraph, Next.js, Supabase, Pinecone, AWS
Portfolio: sauravjain.dev
Email: [sourishkundu22@gmail.com]
Rate: $50-80/hr or project-based ($5-15K) or more depend on project.</p>
]]></description><pubDate>Tue, 10 Mar 2026 05:05:47 +0000</pubDate><link>https://news.ycombinator.com/item?id=47319261</link><dc:creator>sourishkundu23</dc:creator><comments>https://news.ycombinator.com/item?id=47319261</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=47319261</guid></item><item><title><![CDATA[New comment by sourishkundu23 in "Ask HN: What Are You Working On? (March 2026)"]]></title><description><![CDATA[
<p>SEEKING WORK | Remote | AI/Full-Stack Engineering<p>We ship production AI backends for startups and agencies:
• RAG pipelines (Pinecone, Weaviate, Supabase Vector)
• Multi-agent systems (LangGraph, CrewAI)
• Full-stack AI MVPs (Next.js + Python + Supabase)
• Auth migrations & infrastructure hardening
• Fine-tuning (OpenAI, Llama 3)<p>Recent: Trading platform auth migration (700+ users, zero downtime),
IoT payment gateway, multi-agent cybersecurity monitoring.<p>Stack: Python, LangGraph, Next.js, Supabase, Pinecone, AWS
Portfolio: sauravjain.dev
Email: [sourishkundu22@gmail.com]
Rate: $50-80/hr or project-based ($5-15K)</p>
]]></description><pubDate>Mon, 09 Mar 2026 20:06:17 +0000</pubDate><link>https://news.ycombinator.com/item?id=47314715</link><dc:creator>sourishkundu23</dc:creator><comments>https://news.ycombinator.com/item?id=47314715</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=47314715</guid></item></channel></rss>