... ASERT-like difficulty retargeting hook, chain append/validation checks, and a local multi-node testnet runner you can launch from the CLI (status, mine, testnet). It also ships early ledger primitives (note commitment, nullifier derivation + nullifier set, and a commitment tree) as foundations for the later shielded transaction + proof system work. What s implemented right now: Consensus foundation (prototype): PoW header hashing + meetsTarget() and a working mining loop Chain logic: genesis + sequential append validation (prev_hash, height, pow target) Difficulty retargeting ... ... prototype): ASERT-like target adjustment utility used by the chain Testnet runner: local multi-node simulation that mines blocks across nodes Ledger primitives (foundation): note commitments, nullifier derivation/set, simple commitment tree

... What I built: SASYRO Idea Graph a spatial whiteboard that uses AI to help you visually connect ideas, spot gaps, and autonomously build out knowledge trees. Building this to organize and synthesize information for students, researchers or anyone who prefers mental geometry to long texts. Instead of just chatting with an AI, you work spatially with it: Fact/Hypothesis Nodes: Drop your notes, PDFs, and concepts onto an infinite canvas. AI Bridging: Select two seemingly unrelated ideas, and the AI will ... ... weak evidence in your notes. Visual AI Symbols: Drag and drop custom icons , edit it's instructions text to run instant AI operations. Autonomous Auto-Grow: Click a node and watch the AI autonomously build out a branching tree

... cardboard cutouts. The math gatekeeping was real. Then I discovered something that made me angry: the tools had evolved, but the learning resources hadn't. Unity ML-Agents lets you train reinforcement learning agents with visual tools. Unreal behavior trees are drag-and-drop. The complexity is already abstracted away. But every course still teaches like you're becoming an AI researcher instead of a game developer who wants to ship things. So I teamed up with some actual experts ... ... built what I needed two years ago. AI Powered Game Dev For Beginners What's inside: Train NPCs that learn from player behavior (no, really they adapt) Build intelligent worlds with procedural AI systems Unity ML-Agents, Unreal behavior trees

... required. Zero "let's derive backpropagation" energy. You build NPCs that learn, train reinforcement agents, make worlds that react 50+ hours of "watch me fail so you don't have to" content Unity ML-Agents, Unreal behavior trees, real projects not toy examples Why I'm posting here (and not just launching): PH's forum guidelines say to post genuine questions or helpful insights . So here's my honest question for this community: For those who've built game ... ... watching an agent finally navigate toward the player after 2 hours of failing. Felt like teaching a Roomba to have emotions. Kickstarter link if curious: https://www.kickstarter.com/proj... Happy to answer questions, argue about whether behavior trees

... months as you demonstrate knowledge. Incorrect answers drop questions back to Learning for reinforcement. Other Bug Fixes & Enhancements Apart from the focus on Quiz 2.0, there were a couple of bug fixes and UI/UX improvements: iPad tag tree issues: Fixed various issues with the tag tree

... ready for a big update and a sneak peek of what's to come! We packed a lot into this release, all focused on making your Recall experience smoother and more intuitive. Improved Organization with tag tree improvements: If you've been frustrated with the lack of flexibility and customization of your tag tree

... flows, and generates an interactive visual map you can annotate and analyze with AI. Think of it as what Cursor did for developers, but for designers and PMs doing UX benchmarking. Right now, most product teams are still screenshotting competitor apps and pasting them into Miro or Figma. It's manual, slow, and impossible to keep up to date. Comment from David Mart n Su rez(@david_martin_suarez): @busmark_w_nika  Would you use a tool like BenchCanvas ... ... efficiency and cost savings. When we can maximize how our tax dollars are spent, I think it s a win for all. Comment from Shaunak Sayta(@shaunak_sayta): @busmark_w_nika We have to charge a license fee per tree

... last project, I worked with a bunch of freelancers and the #1 headache they had was just dealing with the clients. Clients dont know what they want and they all turn into scope creeps lol. I thought maybe decision tree style flow charts would work better than written scope of work docs, which clients dont actually read. Im in early stages but Im making decent process. its a small problem, probably wont get rich from solving it, but Im having ... ... Theres other flow chart builders out there, but Im pretty good with UX and excited to see where this goes regardless. And in preview mode, the client can see a basic form version of the tree

... living documentation that actually understands your code. But before I can build that, I need to understand something much deeper how code itself works under the hood. So today I spent the entire day diving into ASTs (Abstract Syntax Trees) and Babel, trying to understand how code becomes code. At first, it seemed simple: You give Babel some JavaScript it parses it transforms it spits it back out. But once you look inside, it s chaos. Organised chaos. Each function ... ... variable, and operator becomes a node in a giant tree

... everyone, We're excited to share that Treebytree is launching on Product Hunt on Sept 23! Treebytree

... corporation it can be a fun community project that can grow with users. I just really dislike how modern platforms feel so disconnected so I think it would be fun to create something new :) Introducing Prompt TreeHouse, a social space for creativity that is now in open beta. It is a place where you can post art, music, writing, or AI creations, scroll through what others are making, reply, connect, and build your profile. There are no algorithms ... ... text, music, and prompts, and works smoothly on mobile. It is still early and a lot will change, but it is already something you can use, explore, and give feedback on. If you want to check it out, Prompt TreeHouse

... agentic coding at Warp, but we also recognize that even the best agents need some human guidance. We just launched a suite of new features to help you closely iterate with agents code review panel, file editor, file tree, slash commands, WARP.md (or use your existing agent.md file). AMA about what the future of development looks like, why we prioritized this set of features, how Warp is evolving, and what comes next. - Aloke Comment from Aloke Desai(@alokedesai): @gabe ... ... Comment from Mike Kerzhner(@mikekerzhner): Thanks for the AMA, @alokedesai ! I am incredibly excited about Warp. A couple questions: how do you think about the lethal trifecta ? how do you think about when to use a SOTA model API vs

... better place? Feel free to share them! (Bonus points for those projects that save lives, and you personally know the founders.) Here are a few of my picks: Ecosia A search engine that uses its ad revenue to plant trees. Olio A food-sharing app that connects neighbours and local businesses to prevent food waste. Too Good To Go An app that helps reduce food waste by letting users buy unsold food from restaurants, bakeries, and shops at a lower ... ... nagano(@leonagano): @rani_zagita   @busmark_w_nika  Hi Nika, thank you for mentioning my project. Hopefuly it'll be helpful to meet likeminded people Comment from Milber Ferreira(@milberferreira): @busmark_w_nika  thanks for connecting! At Treebytree

... Dear Community! We are excited to announce the Beta launch of Faktcheck Tree of Knowledge, a revolutionary fact-checking extension that integrates blockchain technology to bring transparency and trust to the information we consume online. About Faktcheck Tree

... main idea behind it is to give individuals an opportunity to gradually build a tangible, positive environmental impact by joining forest restoration at scale, and to make it as easy and convenient as possible while addressing downsides of existing tree planting and voluntary carbon offset initiatives. I've managed to get a small grant to formally register a company, and create a simple website and web application. I ve also already got a few municipalities interested in partnering, pledging ... ... land for over 10 million trees