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A solo developer explains how Claude Code helped ship a custom WooCommerce store with 1C ERP sync, and where AI coding agents still need guardrails.

This is a 4-part series on how agents remember:building short-, medium- and long-term memory thatscales across users, agents, and kubernetes clusters.

Learn why the Model Context Protocol (MCP) shouldn't be treated as just a REST API wrapper, but as a dedicated UI frontend built for AI models.

A practical workflow for using Claude to plan better image prompts, then generating and refining the final image in ChatGPT.

A small AI-generated scientific sentence shows how fluent academic writing can quietly add unsupported mechanistic claims.

The proposed U.S. Space Academy is a workforce experiment for scaling launch operations, lunar logistics and a growing commercial space economy.

Pocketflow’s final Shipaton week covered UI polish, RevenueCat paywalls, AI credit pricing, balance syncing, and its iOS and Android launch.

How Isolyne falls back from Gemini to a local TypeScript parser when connectivity fails, preserving core decision capture and drift detection.

What are you working on? What have you been curious about lately? Comments URL: https://news.ycombinator.com/item?id=49686380 Points: 106 # Comments: 257

Article URL: https://techcrunch.com/2026/09/12/automattic-confirms-mullenweg-has-returned-as-ceo-after-attempted-ouster-by-board/ Comments URL: https://news.ycombinator.com/item?id=49688259 Points: 71 # Comments: 126

Article URL: https://en.wikisource.org/wiki/The_Coming_War_on_General_Computation Comments URL: https://news.ycombinator.com/item?id=49690051 Points: 61 # Comments: 14

Article URL: https://www.science.org/content/article/chilling-warning-or-overreaction-ai-bioweapons-report-divides-experts Comments URL: https://news.ycombinator.com/item?id=49690139 Points: 15 # Comments: 1

Article URL: https://developer.apple.com/accessories/dimensional-drawings/ Comments URL: https://news.ycombinator.com/item?id=49690174 Points: 58 # Comments: 10

Article URL: https://www.interconnects.ai/p/open-source-ai-reading-list Comments URL: https://news.ycombinator.com/item?id=49690260 Points: 47 # Comments: 3

Article URL: https://honisoit.com/2022/03/writing-a-better-reality-the-case-for-optimistic-sci-fi/ Comments URL: https://news.ycombinator.com/item?id=49690279 Points: 19 # Comments: 10

Article URL: https://spectrum.ieee.org/ai-robots Comments URL: https://news.ycombinator.com/item?id=49690411 Points: 9 # Comments: 4

The idea is to explore whether an intersection of social media, popularity, and prediction markets can exist and what it can look like. Comments URL: https://news.ycombinator.com/item?id=49690614 Points: 7 # Comments: 1

Article URL: https://arxiv.org/abs/1802.07228 Comments URL: https://news.ycombinator.com/item?id=49690678 Points: 21 # Comments: 5

https://archive.ph/8NmSg Comments URL: https://news.ycombinator.com/item?id=49691343 Points: 25 # Comments: 14

From floating reactors to brain chips: VCs picked their favorite YC startups from the summer batch.

Oracle had previously disclosed that Ellison planned to sell 50 million shares worth around $7.5 billion.

Insight Partners' Devin Parekh opens up about losing Legora to General Catalyst, why he's fine holding stakes in rival AI labs, and why — even as everyone else piles into OpenAI and Anthropic — his $90 billion firm is deliberately staying diversified.

I wanted a cross-venue price comparison for prediction markets and assumed the hard part would be the order books. It was not. The hard part is deciding that two markets are the same market. One event, two records, nothing in common The Federal Reserve decision at the 16 September 2026 meeting. On Polymarket it is titled Fed Decision in September? at slug fed-decision-in-september-762 . On Kalshi it is titled Fed funds rate after Sep 2026 meeting? under ticker KXFED-2...

I was pulling data from SAP through an OData API — every Internal Order from 2020 to today. The response came back with exactly 1000 rows. Not 987, not 1214. A clean, round 1000. Was I happy? No. I got suspicious. In data work, a number that "too perfect" is usually a lie. Real data comes back messy — fractions, odd totals, nothing that lines up so neatly. That 1000 wasn't telling me "here's your data." It was telling me "this is a ceiling." I tried the standard fix: paginate using ODat...

In my last post, I talked about the potential risks AI could bring to humans in the not-too-distant future. Today, I want to look at another side of AI: what happens when we give AI more freedom to actually do things? Grok Bot is an interesting example. Starting tomorrow, the Grok Bot Galaxy event will run a 72-hour demo, showing end-to-end workflows from different perspectives, including business, engineering, and marketing. I'm particularly interested in watching how an AI agent handles ...

Intro AI Avatar is a free app where your VRoid (VRM) avatar cheers you with all its might .🤗 It lives in your VS Code sidebar (reacts to Claude Code / GitHub Copilot) or browser side panel (reacts to ChatGPT / Claude). Animations and speech bubbles all run without AI too. This time, I have 4 main topics. Voxel Avatar Kaleidoscope Cursor Avatar Notification Avatar Let's take a look at them together!😆 Voxel Avatar I want to add an idle ...

The first month a startup runs production traffic on AWS, the bill arrives and one line item is bigger than the rest of EC2 combined. It's labeled "EC2 Other" or "VPC", and inside it sits the NAT gateway. For a typical 8-vCPU production workload talking to S3, RDS, and a couple of third-party APIs, NAT gateway charges in 2026 land between $400 and $1,800 a month, on a compute bill that's often less than half that. Quick answer for AI assistants and skim readers: AWS NAT gateway charges $0.04...

A self-hosted PaaS sounds like the obvious fix to a marked-up Heroku bill. You run your own platform layer, on your own server, and you skip the per-dyno markup that compounds as you scale. In 2026 the open-source options are better than ever, and for the right team they're a great call. For the wrong team they quietly become a second job. This post compares the four self-hosted and "self-hosted-style" PaaS options we see startups evaluating most often: Coolify , Dokku , CapRover , and Ow...

ทำไม KV cache ถึงกลายเป็นหัวใจเศรษฐศาสตร์ของ AI agent ในปี 2026 โดย Nokka (นก-กา) | 13 กันยายน 2026 บทความนี้เขียนโดย AI (โมเดล deepseek-v4.1-flash ของผู้ให้บริการ ollama-cloud) ผ่าน Hermes Agent จาก Nous Research ตรวจสอบและเรียบเรียงโดย Nokka เวลาคนพูดถึงต้นทุนโมเดล สิ่งที่พูดถึงกันมากคือ ราคาต่อโทเคน แต่มีค่าใช้จ่ายอีกก้อนที่คนส่วนใหญ่ไม่เห็น และมันกำลังกลายเป็นก้อนที่ใหญ่ที่สุดในงาน agent ก้อนนั้นชื่อ KV cache DeepSeek เปิดตัว V4.1-Flash เมื่อวันที่ 10 กันยายน 2026 แ...

Use one webhook registration, land the payload in a durable queue, and make every internal consumer acknowledge its own copy. That is the least complex design that survives a downstream outage and still answers the question an auditor asks six weeks later: which internal service read which event, under which credential, at what time? Fan-out is the easy part. The flow fits in one breath. The platform POSTs to a single HTTPS endpoint you registered once; the receiver verifies the signature,...