... tested a question asking for research from a particular university, on trapped electrons, within Atomic Physics. Text search put the correct paper seventh. A basic graph walk put it fifth. Ranking candidates by which relationships actually satisfied the question put it first. One convenient example proves very little, so we tested 500 questions from the public STaRK-MAG benchmark. Across two splits, our graph-constraint ranking put a correct paper

... each app. Keep it in one place that you control, and let the assistants you choose use it. The challenge is keeping that shared memory safe when multiple AI agents can change it. In the paper, I describe how Make0 Brain handles those changes: Each memory and edit records which assistant made it Every change is versioned AI deletions archive memories instead of erasing them Only you can restore an earlier version or permanently delete a memory So any change ... ... published results for Zep, LangMem, and Mem0; 92.0% in an experimental high-budget mode SWE-ContextBench Lite: the relevant prior coding task appeared in the top 10 in 92.9% of cases on a benchmark held out from tuning The paper

... Before sending a revised shipment, compare the invoice reference and buyer, item names and units, quantities, actual cartons and weights, and the two final PDF attachments. Preparing export invoices and packing lists in separate Word or Excel files? Trade Paper AI lets small export teams save company, buyer and item details, reuse them for a Commercial Invoice, and prepare a separate Packing List PDF. I'm Seonghwan, its founder. Starter costs KRW 29,000/month for unlimited documents and first ...

... written feedback based on your choices. The exercises use simplified wave charts created for practice. Try the free demo: https://getkeenpath.com/?lang=en I'm looking for 8 10 English-speaking learners, aged 19 or over, who are currently paper trading and have been learning charts for roughly 1 6 months. Could you try the two charts? I want to find out where the explanations help and where they still leave you guessing on the next chart. After trying them, leave ...

... plain text before you send it - is the worst of the four options tested. Two of the last three things I've written here were about reading the primary document instead of the coverage. This one is about a paper almost nobody covered, which is worse, because it changes a line of code a lot of us shipped this year without thinking about it. If your product has a "paste a URL" box, a link unfurler, an enrichment step ... ... competitor

... NBER paper tracks 500,000+ GitHub developers against their actual AI telemetry. The task-level gains are enormous and they mostly don't survive the trip to a shipped release. Across four app marketplaces: a sharp rise in new apps, no rise in total usage. Most of the AI-productivity argument you've read this year is two camps shouting single numbers at each other. There's a paper

... everyone, I'm Pritam. I'm the CMO of DocuPeer, a peer review platform for research papers. The idea came out of watching friends in grad school finish a paper

... edtech company, I trained in sociology and religious studies (PhD-track program). I built Nexus Humanum because I got tired of AI tools inventing citations. Ask ChatGPT for a lecture or lit review and it'll happily cite a paper that doesn't exist plausible author, plausible journal, zero real DOI. Funny enough, GPTZero just found 100 of these hallucinated citations in papers

... time posting here go easy on me lol So I built this thing called Salad Bowl Game ( playsaladbowl.com ). It's basically the classic party game that some people call Fishbowl or Celebrity, but online so you don't need paper, pens, or any prep work. The idea came from a pretty mundane place my friends and I kept wanting to play this game at gatherings but nobody ever wanted to be the one to prepare it. You know ... ... goes: someone has to tear up paper

... that nobody cares about, like the agent writing a log line. It under-fires on the ones that really hurt: a mass email to 50k users, or a migration you can only roll back after downtime. "Reversible on paper, ruinous in practice." His version is that the gate should key on reach, not on reversibility. Not "is this safe" but "how far does this reach if I'm wrong." And the part that stuck with me: the agent ... ... nothing, the reviewer's normal experience becomes an empty screen, and empty screens train people to expect empty. Whether the one that is not empty gets read properly on day forty is an open question. It still beats the alternative

... Over the past year I have been developing a paper trading app for beginners. It is meant for learning core financial and investing principles. Some core features are: - Stocks and options - Important stock metrics such as growth rate, WACC, ROIC, P/E Ratio, Beta, etc. - Includes a DCF model calculation for most stocks - Backtest portfolios - See statistics like sharpe ratio, CAGR, max drawdown, etc I'd love it if people check it out and give feedback ...

... teams misuse them) - The simple 20-second test that separates promising accounts from time-wasters - Why pricing and deal dynamics break at both the top and bottom of the market - How to stop chasing logos that look good on paper but never convert - Why heavy briefs and over-engineered processes quietly kill results - The minimal systems that let a small team manage real volume - Why speed of testing and iteration becomes the only real moat This is the exact advice ... ... Complicated usage or per-seat models can come later once trust and proof exist. 4. Solve the actual problem, not the logo on the wall One of the most expensive lessons is falling for accounts that look perfect on paper

... verified AI disclosure. others will not. over time the receipts with agent transparency outperform on credibility because the alternative (resumes claiming pure human work that we all know used AI) has already lost its signal. the platform does not force the choice. it lets the market price it. Comment from Mustafa Arian(@thenameisarian): TAM Network. an AI-native alternative

... chart without them also +1 on gmail as a reminder system, my drafts folder is basically a todo app at this point Comment from Richard Acheampong (@richatsealedvault): Sealit password manager, Claude code, VS code, Gemini Ai, Google docs. Comment from Khokon M.(@khokonm): Mine are 1. Vs

... writes the paper now. That part got easy. But then comes the actual submission part and suddenly it's 11pm on a Sunday and you're googling why your bibliography is broken again. Stuff researchers are still doing manually: fixing LaTeX that AI confidently got wrong fighting IEEE / Springer / Elsevier templates moving figures around for the 6th time converting a Word doc into LaTeX and regretting everything getting desk rejected because a margin was off AI made the writing faster ...

... started experimenting with is reading books, textbooks, or workbooks early in the morning, before touching my phone or any other electronics. So far, it seems to help improve my focus. How do you balance content consumption (especially digital vs analogue) to avoid shorter attention spans? And do you prefer e-books or physical books? Comment from Nika(@busmark_w_nika): @jinji_huang  It is just pity that because of paper

... Built a small CLI where you can capture anything and convert to a personlized markdown and training ready jsonl format You read a paper. You paste it into an LLM. You get a summary. You close the tab. Two weeks later you need the methodology section and the specific numbers. Gone. tidbit fixes that without becoming yet another note-taking app. You stay in your existing editor (Obsidian, Logseq, vim, VS

... thought we knew We assumed enterprise customers wanted the same things as our small business users, just more of it. More security. More control. More features. We never talked to them. We read blog posts. We looked at competitor pricing pages. We guessed. Here's what we missed: Procurement cycles. Enterprise deals take 6-12 months. We had 30-day sales cycles. We weren't built for that. Security reviews. We needed SOC2. We didn't have it. Customers asked ... ... keep relearning: frequency of a request is not the same as willingness to pay. The smaller, scrappier customers who just wanted to get something done ended up being far better signal. Comment from adam badi(@adam_badi1): The "loud vs

... Last month, I did something that felt slightly insane. I took our product description, fed it into ChatGPT, and asked it to build a competitor. Not a parody. A real competitor

... Product Hunt community! I'm Ash, and I just launched VerifyScience today! What it does: Verifies research papers within minutes using Claude AI. Get confidence scores + detailed analysis across methodology, citations, data quality, and peer review status. Why I built it: I was spending 2-3 hours per paper

... something but don't have time to use it within the first 3 days. When I circle back to try it 10 days later (when I really have time), the trial has already expired. Maybe A/B testing day-based trials versus usage-based (like using units) trials would be an interesting experiment :) Comment from Nika(@busmark_w_nika): @pavel_build  Is there any way you can track those paid users who subscribed just because some free user referenced the product ... ... subscription. Recurring revenue sounds nice on paper

... Building @Snipscribe to organize pen and paper notes using pre-defined notations in your notes. I feel paper

... slides + tutorial answers into Rucks this morning. Typed: Generate all my macroeconomics questions and answers for revision. 30 seconds later he had 127 exam-style questions with full model answers pulled straight from his own notes + past papers he uploaded last year. He s revising right now instead of crying. Riara University dude in Nairobi facing Microeconomics CAT tomorrow: Bro just type give me 50 multiple-choice questions on elasticity from my notes Rucks scanned everything he ever saved, made ... ... MCQs, gave the answers + page references. He sent me a voice note screaming. UCLA kid grinding for Econ 101 final next week: Uploaded every lecture recording since September. Typed create a 3-hour past-paper

... released Simple PDF Scanner, a lightweight iOS app for fast and privacy-friendly scanning. No subscriptions just a simple one-time model. In v1.0 you can already: Scan with camera or import from library Export with custom filename A4 paper size support OCR text recognition Password-protect your PDFs Share or mail instantly Planned for v1.1: Quality controls when scanning Estimated file size preview More paper

... Product Hunt community! We just launched Wisery on Product Hunt! Wisery is all about smart, digital business cards that make networking easier, sleeker, and eco-friendly. No more stacks of paper, lost contacts, or reprinting costs just a simple scan and instant connection. But we re curious... Do you still use paper