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Handuoleft a comment
The WebGPU canvas approach is such a smart move. Most AI design tools output flattened images that you cannot edit, which defeats the purpose for anyone who cares about brand consistency. Teaching an agent layout, typography, and color sense - and then letting people tweak the output with full layer control - is the right middle ground between full creative control and AI speed. As someone...
ModaFinally, AI designs you can edit
Handuoleft a comment
The insight about platforms being designed for humans reading docs, not agents writing code, is spot on. AI coding agents are great at application logic but they burn tokens and fail constantly on boilerplate setup - auth, database schema, deployment configs. Building the framework from the ground up for agentic development with guardrails that catch errors before deploy is a much smarter...
Modelence App BuilderBuild real apps, not prototypes
Handuoleft a comment
Running multiple coding agents in parallel is exactly the workflow that makes sense as these tools mature. Right now the bottleneck with Claude Code or Codex is not the intelligence but the serial nature of the work - you wait for one task to finish before starting the next. Being able to isolate each agent in its own sandbox and kick off a dozen tasks simultaneously could genuinely 10x...
SupersetRun an army of Claude Code, Codex, etc. on your machine
Handuoleft a comment
Running accent conversion on the listener side is such a thoughtful design choice. The speaker does not have to change anything or install extra software - they just talk naturally. With 1.1B ESL speakers globally and remote teams becoming the default, this solves a real communication friction point. The fact that it is fully on-device with near-zero latency means it can work in live...
Krisp Accent Conversion Understand accented speech in real time
Handuoleft a comment
The hybrid approach of combining deterministic scripts with AI reasoning is really smart for production reliability. Pure AI scraping breaks constantly when sites change their layouts, but pure scripting is too brittle for the long tail of sites that do not have APIs. Having agents build custom functions that call sites directly and then deploying them as serverless endpoints is a clean...
Anything APIAny website. We deliver the API.
Handuoleft a comment
The framing of AI people building for mortgage vs mortgage people trying to build AI is such a sharp distinction. The loan origination process is one of those areas where AI can genuinely save thousands of dollars per transaction by catching document gaps early and guiding borrowers through the process in real time. Having Penny behave like a real loan officer rather than a chatbot is the right...
CopperlaneTurn hours of loan processing into seconds
Handuoleft a comment
The 4-5x speed improvement in the testing engine is a game changer. One of the biggest friction points with AI-generated code is that the verification loop is way too slow - by the time tests finish running, the developer has already moved on. Having the MCP plug directly into Cursor/IDE so tests run in context without manual setup is exactly the right approach. The visual test modification...
TestSprite 2.1Agentic testing for the AI-native team.
Handuoleft a comment
Context compression is one of those problems that becomes critical as agentic workflows scale. Running Claude Code on large codebases eats through tokens fast, so a proxy that intelligently compacts history while preserving the important bits is genuinely useful. The fact that it works across Claude Code, OpenClaw, Codex, and other agents makes it a nice universal layer. Curious how it handles...
Context GatewayMake Claude Code faster and cheaper without losing context
Handuoleft a comment
The 7-phase approach is really smart. Brand consistency is one of the hardest things for early-stage startups to get right, and having AI handle the heavy lifting of competitor analysis, color systems, and typography saves founders from making random design choices they will regret later. 20 years of agency experience baked into the tool gives it real credibility. Congrats on the launch, Joao!
BrandingStudio.aiAgency-quality branding in 60 minutes, not 6 months
Handuoleft a comment
The "Generative UX" concept is really compelling. We have been thinking about similar ideas at Copus, where we help people curate and rediscover web content. The challenge is always the same: how do you present information in a way that respects people's time and attention? Visual stories feel like a natural evolution from walls of text. The fact that the interface itself adapts to the type of...
HeywaTappable visual stories instead of ChatGPT text walls
Handuoleft a comment
Love the idea of using your existing Anthropic commitment as the payment rail. For smaller teams, procurement is often the biggest barrier to adopting new AI tooling, so removing that friction is a smart move. As someone building a platform (Copus) that also integrates AI for content curation, I appreciate how much thought goes into making AI tools accessible without adding complexity. Congrats...
Claude MarketplaceHelping companies easily get the AI tools they need
Handuoleft a comment
Really smart approach to web scraping. Focusing on where data actually comes from rather than relying on DOM selectors is a much more resilient strategy. Most scraping tools break the moment a site updates its frontend, so anchoring to underlying API calls makes a lot of sense. Curious about how you handle rate limiting and sites that aggressively block automated access. Either way, congrats on...
SCRAPRThe data layer for the agentic web
Handuoleft a comment
This is exactly why values matter in tech. When you build tools that millions of people rely on daily, the decisions you make about ethics aren't abstract — they directly shape what's possible. As builders ourselves, we think a lot about this at Copus. We chose to build a platform where creators own their content and curation is transparent. Not because it was the easiest path, but because we...
People are switching from OpenAI to Claude following Sam Altman's announcement today.
Handuoleft a comment
Trust really depends on what kind of data the agent needs access to. I draw a hard line at financial accounts and health records — too much downside risk. But for content discovery and curation? I actually think AI agents add a lot of value there. We built Copus partly around this idea — helping people organize and rediscover the things they save across the web. The agent does the heavy lifting...
How much do you trust AI agents?
Handuoleft a comment
Love that this is open source. Notification fatigue is one of the biggest reasons users churn from mobile apps, and most teams just blast push notifications without thinking about suppression rules or timing. The fact that you can connect outcomes directly to retention metrics means teams can finally measure what actually moves the needle instead of guessing. How does the suppression logic...
OpenClixAgent-driven retention flows for mobile apps.
Handuoleft a comment
Really interesting thesis on brand tracking. Most startups I know treat brand measurement as something you check quarterly through expensive agency reports, by which point the data is already stale. Having continuous, real time consumer feedback on brand perception changes everything about how you iterate on positioning. The 4,000+ consumer panel approach reminds me of how product teams use...
TimelapsKnow if your marketing is working with real-time insights
Handuoleft a comment
The EUVECA license angle is really smart. Most fund in a box plays I have seen target US managers through SPV structures, but European emerging managers have been massively underserved. Being able to market to non professional investors across the whole EU is a game changer for smaller funds that cannot hit institutional minimums. What is the typical fund size you are seeing from early users?
RoundtableLaunch your EU investment fund in days, not months
Handuoleft a comment
The non-eng autonomy angle is what stands out here. Every SaaS team I have seen has this exact pain where marketing or success wants to tweak a delay or change an email subject line and it turns into a full engineering ticket. Making that a visual workflow change instead of a PR is a huge unlock. Curious how you handle versioning when a flow gets updated mid execution. Does a user who started...
FlowrippleEasily Trigger workflows from your SaaS
Handuostarted a discussion
Copus — turn your taste into an asset you own (launching Wed March 11th)
Hey PH community! I’m Handuo, co-founder of Copus. We’re launching on Product Hunt this Wednesday, March 11th, and I’d love your support. Every like, bookmark, and share is a taste signal. Until now, only algorithms and ad networks profited from yours. Copus turns your taste into an asset you own. Here’s how it works: • Save & share links as you browse. Everything you save grows your taste...
Handuostarted a discussion
This Wednesday — turn your taste into an asset you own
Hey Product Hunt! I’m Handuo, one of Copus’s founders. We launched a version of Copus here more than a year ago. That version focuses on “content creation” and has since become a home for half a million Chinese fanfiction enthusiasts. This time we built a NEW Copus with a different focus: “curation”. With more than a decade of the content creator era and now the power of AI, there is too much...