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<p>Most AI assistants forget everything after each session. Memoria remembers, forgets, and evolves—extracting personal facts, resolving contradictions, and reflecting on what it knows. This post shares the journey of building a production‑ready MemoryAgent for the <strong>Qwen Cloud Hackathon, Track 1</strong>.</p> <h2> Inspiration </h2> <p>Every conversation with a typical chatbot starts from zero. You tell it you're allergic to peanuts on Monday, and by Wednesday it recommends pad thai with c

<p>If your team has ever spent 20 minutes on a pull request arguing about brace placement instead of the actual bug, welcome to the club.</p> <p><strong>StyleCop</strong> was the tool to keep C# codebases from turning into everyone's personal-style soup. It did its job. But it's also old, slow, and wasn't built for a world where half your codebase might be vibe coded.</p> <p>The good news: .NET now ships with everything you need to enforce style natively, faster, and without an extra NuGet packa

<p>A few months ago, I was searching for a backend engineering job.</p> <p>Every day looked the same:</p> <ul> <li>Open LinkedIn</li> <li>Open Naukri</li> <li>Search for Python jobs</li> <li>Open dozens of tabs</li> <li>Read every job description</li> <li>Apply</li> <li>Repeat</li> </ul> <p>The frustrating part wasn't finding jobs.</p> <p>It was finding <strong>the right jobs</strong>.</p> <p>I kept getting recommendations for roles that technically matched my resume because they contained words

Article URL: https://www.primetask.app/ Comments URL: https://news.ycombinator.com/item?id=48958889 Points: 1 # Comments: 0

<!-- SC_OFF --><div class="md"><p>The Google DeepMind-sponsored Kaggle challenge "Measuring Progress Toward AGI - Cognitive Abilities" asked participants to design new cognitive-science-based AI benchmarks and they just announced the results this week.</p> <p>In my two posts I present evidence that deepmind & kaggle rewarded a nonsensical number generation machine and a litany of unfounded claims with 25k and a grand prize stamp.</p> <p>What the authors of the work I analyze intended to do was t

Article URL: https://about.roblox.com/newsroom/2026/07/build-without-limits-on-roblox Comments URL: https://news.ycombinator.com/item?id=48958809 Points: 1 # Comments: 0

<pre style='white-space:pre-wrap;width:81ex'>fix(agents): bound IDENTITY.md reads to prevent OOM (#101447) * fix(agents): bound IDENTITY.md reads to prevent OOM * fix(agents): reuse shared workspace bootstrap file size limit for IDENTITY.md * chore: retrigger CI after cancelled gate run * chore: retrigger CI after runner tooling flake * chore: retrigger CI after main typecheck fix and runner brew flake * fix(identity): bound explicit --identity-file imports through shared loader * fix(agents): u

Article URL: https://github.com/adgapar/teya Comments URL: https://news.ycombinator.com/item?id=48958769 Points: 1 # Comments: 0

Enterprise Document Intelligence [Vol.1 #10A] - The escalation cascade and the free, deterministic checks that flag a failed parse before you pay for a deeper one The post Loop Engineering with Adaptive PDF Parsing: Start Cheap, Pay for a Heavier Parser Only When the Page Needs It appeared first on Towards Data Science .

<!-- SC_OFF --><div class="md"><p>How to submit to AI alignment track? I can only see these at openReview:<br/> AAAI 2027</p> <ul> <li><a href="https://openreview.net/group?id=AAAI.org/2027/Artificial_Intelligence_for_Social_Impact_Track">AAAI 2027 Artificial Intelligence for Social Impact Track</a></li> <li><a href="https://openreview.net/group?id=AAAI.org/2027/Conference">AAAI 2027 Conference</a></li> <li><a href="https://openreview.net/group?id=AAAI.org/2027/Innovative_Applications_of_AI">AAA

Article URL: https://github.com/AshiteshSingh/Tpu-Accelerated-Quantum-JAX Comments URL: https://news.ycombinator.com/item?id=48958595 Points: 1 # Comments: 0

<!-- SC_OFF --><div class="md"><p>I built a small web app that lets you run tabular foundation models (currently just Google's TabFM) on spreadsheets without writing any code.</p> <p>Just drop in a CSV/Excel file, click a column header to mark what to predict, hit predict. Rows where the target cell is filled become the in-context examples and empty ones get predicted, right on the grid.</p> <p>A lot of people who'd benefit from these models aren't programmers, so I wrapped it in a UI anyone can

<pre style='white-space:pre-wrap;width:81ex'>refactor(state): split openclaw-agent-db into focused modules under the line limit (#110707)</pre>

Some of my kitchen appliances are LG and I installed the LG ThinQ app on my phone. Sometimes I like to leave a cold dish in the oven before I go out then remotely start it when I’m on my way back home, so I arrive to a nice hot dinner. After a recent HN post about LG malware and further research, I decided to kick my appliances out of the network. I also tried to remove my user account just to find out that in order to use the app I need to first accept the new terms of use. I asked ChatGPT for

SlopSift uses NLP-backed lint rules. It goes beyond word lists and part-of-speech tags by matching relationships in a dependency graph. Though it still includes a few word-based rules for tells like “delve” and, most recently, “load-bearing.” It’s deterministic and runs locally, in your browser or from the CLI. Comments URL: https://news.ycombinator.com/item?id=48958256 Points: 1 # Comments: 1

Article URL: https://www.youtube.com/watch?v=LcQGXC1f-8s Comments URL: https://news.ycombinator.com/item?id=48958236 Points: 4 # Comments: 0

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It's our mission to make logic mainstream. As a first step on this journey, we've released a free AI toolkit for turning a belief, question, or argument into formal logic using our novel "logic for discourse" built on top of Lean 4. For a 5-minute intro and walkthrough, check out the video on the landing page: https://axiomreason.com/#walk-through To try it yourself, install the toolkit (AI skills, Lean library, and Axiom CLI) here: https://axiomreason.com/install/toolkit It works best if you pi

I was building my personal agent, but I had to use Telegram, as it was the easiest platform to integrate. I wanted to build the harness and agent, not the infrastructure around these two, yet my UX was struggling. I stick to iMessage, and then I had to use another app to interact with my agent... So I spent a weekend on building a TypeScript SDK, that unifies how to interact with different iMessage providers (as there is no official way to use iMessage), so you can play around with them, without

<p>MPs and industry experts say potential reorganisation will waste time at critical moment for AI and economic growth</p><p>Andy Burnham’s plan to scrap the government’s technology department has triggered an angry backlash from MPs, Whitehall officials and tech experts.</p><p>The incoming prime minister <a href="https://x.com/kiranstacey/status/2078187971522572451?s=46">has asked officials</a> to draw up plans to abolish the Department for Science, Innovation and Technology as part of a wider

<pre style='white-space:pre-wrap;width:81ex'>refactor(canvas): promote inline-widget hosting and show_widget to core (#110475) * refactor(canvas): promote inline widgets to core * docs(agents): note discord show_widget ownership at core registration * ci: retrigger after GitHub scheduling outage * fix(canvas): satisfy dead-code and test type checks</pre>

Article URL: https://www.designskills.directory/ Comments URL: https://news.ycombinator.com/item?id=48958031 Points: 2 # Comments: 0

If you like to be in Altman’s or Dario’s or even Musk’s shoes for a day to run an AI frontier lab, here is your chance. You need to beat your rivals to achieve AGI titan status. But there is a twist in getting to AGI - if you don’t do well with Safety, Ethics and Public confidence, you will be ending up with Dangerous AGI, which is not a good place to be in. Go through the easy mode to learn the game. I tried to be closer to realistic lines but did take my creative freedom for the gaming element

Article URL: https://www.popsci.com/technology/font-optical-illusion-hide-ai/ Comments URL: https://news.ycombinator.com/item?id=48957960 Points: 1 # Comments: 0

Article URL: https://imaginevid.io/ai-music-generator Comments URL: https://news.ycombinator.com/item?id=48957939 Points: 1 # Comments: 0

Article URL: https://ae1020.github.io/ai-writing-when-to-stop/ Comments URL: https://news.ycombinator.com/item?id=48957782 Points: 1 # Comments: 1

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Stop Using If-Else Chains: Use the Registry Pattern in Python Instead • 5 Real-World SQL Projects to Build Your Data Portfolio • 10 YouTube Channels Keeping You Ahead in AI • Structured Language Model Generation with Outlines

A practical guide to combining pre-churn scoring with uplift modelling for smarter retention. The post How to Improve Customer Retention in FinTech appeared first on Towards Data Science .

Article URL: https://github.com/Danny-de-bree/bound Comments URL: https://news.ycombinator.com/item?id=48957765 Points: 2 # Comments: 1

Article URL: https://fortune.com/2026/07/17/ai-boom-debt-blitz-investor-demand-hyperscaler-bond-issuance/ Comments URL: https://news.ycombinator.com/item?id=48957762 Points: 3 # Comments: 0

TL;DR: Turn hours of raw GoPro footage + a .fit file into a 60-second highlight reel with ride telemetry burned in. Every second of the ride is scanned by gemini-3.5-flash, as is the clip ranking + curation. The whole thing costs about $0.04 per ride and takes 10 minutes. Longer version: Road cycling has been my primary form of exercise, social outlet, therapy, wardrobe expense, and personality trait for almost a decade. I ride most weekends, usually out of Manhattan and up 9W. By the end of a r

Article URL: https://github.com/smashah/traicer Comments URL: https://news.ycombinator.com/item?id=48957581 Points: 2 # Comments: 1

Palm Garden AI is developing a hardware-agnostic software layer, including Coherence Guard, for human-robot interaction and relationships. The post Palm Garden AI develops Coherence Guard relational decision layer for human-facing robots appeared first on The Robot Report .

Article URL: https://www.youtube.com/watch?v=J0lLvVYahNY Comments URL: https://news.ycombinator.com/item?id=48957313 Points: 1 # Comments: 0

Article URL: https://github.com/inklate/social-skills Comments URL: https://news.ycombinator.com/item?id=48957301 Points: 1 # Comments: 0

I have a small bakery called Delis Croissants in Amol, Iran. I beleive we have the most delicious croissants in the world so we need a cool digital menu as well but I couldn't find a digital menu I liked, so I asked claude code to built my own: Rumizi. Rumizi is Persian for tablecloth, the thing on the table. Since you probably can't visit my bakery, I made demos from publicly available data for top NYC restaurants — starting with Katz's Delicatessen, which makes the best sandwiches in the world

So the idea is really simple. If CC need to change a file and run some test, CC needs to: # Turn 1 — apply patch (change package file) # Turn 2 — apply patch (fix the bug) # Turn 3 — apply patch (edit the testing script) # Turn 4 — build # Turn 5 — run tests and lint # Turn 6 — *and if is playwright CC needs another round to read media The concept is that we can use macro command to put the entire process into a RAG in one single turn. For example like this: step1: inspect env step2: apply patch

Enjoy our weekend guide to the best indie games worth checking out.

The government is piloting a program that uses AI for insurance-coverage decisions.