... locking in the launch window for LineageLens (open-source AI code provenance "git blame for AI-generated code") and I want to time it for when the most people are actually around, not just follow a generic playbook. Trying to get this right, so I'd value real input from this crowd: - Day of week which days do you see the most activity here? Mid-week, or does that just mean more competition for attention? - Time of day is there ...

... Product Hunt! I'm Ali, building Neuron with my co-founder Abdi. I started this because I joined a research team at UW where everything happened across Slack, Discord, Notion, Gmail and Linear. I was spending an hour a day just scrolling back through messages to understand what happened and whether anyone tagged me. Then we lost 3 clients - $5,600 in two weeks because a key decision never left a Slack thread. Nobody could find it later ... ... built a tool that connects your Slack, Notion, and Linear

... started building LineageLens because I kept asking a question that nobody on my team could answer: if a CVE gets traced back to an AI-generated line in production next week, what evidence do we actually have? Not "we use Copilot and review everything." Machine-readable evidence: which model generated which lines, with what prompt, at what confidence, and whether a human reviewed the AI context before it shipped. For most teams, the answer is nothing. The Cloud Security Alliance ... ... number on it this month: 81% of organizations have no complete visibility into where AI-generated code lives in production. That gap grows larger every sprint. LineageLens

... Awesome screenshot - walkthroughs and feedback 5. google workspace - meeting notes, emails, google task Comment from mono.(@shakutovbekzat): Here s my stack for building mobile apps today: Antigravity + Codex (AI Agent): Switched to this setup recently. Previously, VS Code's built-in AI had the best quota value, but after the recent updates, Antigravity + Codex is by far the most cost-efficient and powerful option for terminal tasks and file edits. VS

... Quick heads-up before tomorrow. Linear is now where teams keep their whole product context - issues, project decisions, cycle history, planning docs. That's a lot to have in one place, and worth protecting. We've spent the last few months building automated backup and restore for @Linear

... assistant message. The filename is on the line before the fence, not inside it. Cline and Continue use proper tool calls. A response from some backends carries both. The adapter we shipped this week (`openai_ chat.py ` in the LineageLens proxy) handles all three patterns: tool-call edits, text-content edits (Aider SEARCH/REPLACE, unified diffs, fenced blocks), and mixed responses where both appear together. It covers Aider, Cline, Continue, Copilot CLI, Goose, Windsurf, and any OpenAI-compatible backend Azure, groq, fireworks ... ... mistral, together.ai . The hardest design decision was not the parsing. It was fail-open vs

... probably saw the VS Code 1.117 story: "Co-authored-by: Copilot" silently added to commits by default, including for code that Copilot never wrote. Microsoft reverted it in 1.119. Good. But the revert is the wrong ending to the right story. The developer anger was about consent and accuracy both valid. What did not get picked up in the discourse was the architectural question underneath: even when Copilot does write code, a git trailer tells you almost nothing useful ... ... carry the prompt, the model version, the temperature, the insertion timing, the correlation confidence, or any risk context. It just says "an AI tool existed in this editor." That is not an audit trail. I have been building LineageLens

... Something I built led to a design decision I want to get feedback on. LineageLens is a free VS

... built purely for agents. That question stuck with me because I think collaboration is one of the biggest categories that needs to be rebuilt. Most tools today are still human-native: Slack is for humans messaging humans Linear is for humans managing work Notion/Obsidian are for humans organizing knowledge agents are still trapped in terminals, browser tabs, and private chats For single-player work, Paperclip points at one answer: local, async, operator-driven agent orchestration. Almost like Linear

... this: if someone asks you six months later whether a block of code was AI-generated, can you prove the record still means what it said when it was created? That is why we added two things in LineageLens: a provenance hash chain and a signed AI BOM export. Each record gets a deterministic hash linked to the previous record, so tampering becomes visible. The export carries prompt hashes instead of raw prompts, plus summary fields like disclosure coverage ... ... rewritten explanations, or derived calculations while gradually losing obvious linkage to the original evidence source. At that point the system is no longer tracking static records it s tracking semantic transformations across representations, which is a much more difficult lineage

... been working with LineageLens and just added a custom agent adapter so our internal CLI tool is attributed with prompts, model metadata, and confidence evidence. The registry design makes this surprisingly low-friction: implement a detect(input) that returns a NormalizedAgentContext (tool name, model, session ids, confidence, and evidence), register the adapter, then run the quickstart proxy to validate captures. Why this matters : your team can capture private or bespoke tools without sending data to a vendor ... ... recent repo changes (custom agents landed in late May) and found the adapter API predictable: detection should be conservative, emit evidence items, and choose appropriate ordering so your specialist adapter wins over the fallback. If you ve extended LineageLens

... trap in "single unified status view," and the thing I'd watch for with LineageLens: a view people have to watch becomes another dashboard they forget to check. The value evaporates if it's pull instead of push. It should exist for when you want it, but it should tap you, not wait for you. Genuine question, not a pitch: where's LineageLens

... teams, or works in a different workspace. If the system cannot handle first boot safely, cannot revoke access cleanly, and cannot keep provenance inside your own infrastructure, then it is not really governing anything. That is why the current LineageLens direction feels more like infrastructure than analytics. The backend now has a setup guard so the product stays locked until the first admin exists. It supports workspace-scoped invites, registration can be disabled, and token rotation means old sessions ... ... important question is not what model wrote the code? It is who had access, what workspace was it in, and can we prove that the evidence still means something after access changes? There is a live demo at https://lineage-website.vercel.app

... People often think LineageLens is just about capturing AI-generated code , but the real value is what happens on Day 2. The dashboard turns those intercepted edits into a searchable audit trail. Instead of blindly digging through `git blame`, you can search past AI edits, trace the prompt-to-code workflow, and instantly answer why a specific model wrote a function that way. Comment from B ra eker(@busra_seker1): @praveen62  The why a model wrote it that way part ... ... dashboard search is implemented under the hood (SQLite/pgvector) or how it handles the parsed state machine data. Comment from Praveen(@praveen62): @busra_seker1  We handle the noise in two specific ways: Agent-Level Interception: LineageLens

... fragments of the same execution object. Zelyx links them together into one unified execution context, eliminating noise and duplication at the signal level. Execution Intervention Zelyx does not just alert. It lets you add comments in Jira or Linear and assign owners to stalled issues directly from the intelligence layer, without switching tools. Most monitoring tools stop at surfacing the problem. Zelyx helps you fix it. Three cognitive surfaces, not a dashboard Today answers "Do I need to care about ... ... stalled work, unclear ownership, and items needing intervention are tracked and acted on. Items flow between surfaces automatically based on urgency, ownership, and time. You never have to decide where to look. Zelyx connects to Slack, Microsoft Teams, Jira, Linear

... results Setup for free, update for free Everything you need to make training fun 1. CRM tool Create a registration-based training program with no tech experience 2. Multimedia content Self-service platform allows for anyone to curate a linear flow of training content -- video, images, text, quizzes, certificate 3. Points-based motivation Develop incentive-based rewards and see results on live leaderboard Use your existing materials from... Canva, YouTube, Vimeo, Powerpoint, Notion What would you like to explain? Inspire ... ... online platform to onboard newcomers, explain products, provide training, and gather feedback. For example, create a training program that motivates employees & customers with action-based rewards. How do Intros differ from websites? Unlike websites, Intros feature a curated, linear

... working for a 20-person startup. @Linear is our product development system, which we really enjoy. Currently, our operations team receives support requests via their personal email and then publishes requests in the Slack channel, where developers are picking up issues, but we would like to upgrade to a more comprehensive system with a shared inbox. I would like it to have an integration with Linear

... Linear just launched a new linear.app

... Product Hunters! When my wife Noa and I heard that MTV was officially shutting down, it felt like the end of an era. As 90s kids, we missed that specific "linear" experience the joy of just turning on the TV and being surprised by a music video without an algorithm getting in the way. She joked that "someone needs to bring it back," and with her birthday coming up, I decided that someone would be me. The "Vibe Coding" Journey ... ... brainstorming features and broadcast logic with ChatGPT . For the initial POC, I used Base44 and Lovable to get a feel for the product. However, I wanted to be more "hands-on" with the code, so I moved to VS

... visual editor for its browser @Buildstash is a new home for your software binaries @Mistral AI launched Devstral, their latest OSS coding model - pro tip: you can experiment with it using @Kilo Code @Updated.dev turns your Git commits into Linear-style release notes @Flowglad is an open-source, webhook-free payment provider Best AI automation tools in 2025? ICYMI @aaronoleary and the Product Hunt team are currently looking for this year's best AI automation tools. I'd nominate ... ... hiring a DevEx Engineer, in San Francisco, CA @Mistral AI is hiring a DevOps Engineer, in Paris, FR @Mintlify is hiring a Design Engineer, in San Francisco, CA @Kilo Code is hiring a Forward Deployed Engineer, Remote EU @Linear

... recent issue of The Breakpoint , we talked quality software. Does design matter to developers? In my opinion, yes . Take Stripe, Linear, and Resend for example. Both dev-first products made craftsmanship a first principle. There's definitely more examples: @Dimension @Linear

... everyone Excited to announce 3 new integrations today! You can now: Turn Tally form submissions into Linear issues Automate workflows with Tally and N8N Send Tally form submissions automatically to Discord As always, looking forward to your feedback and to seeing what you will build! Comment from Antonio Giordano(@antonio_giordano): N8N int gration very cool. Thanks for this update Marie. GG to the team. Comment from Marie Martens(@marie_martens): @antonio_giordano  glad you like ...

... unexpected turns and overcome any obstacle. It lets you test a ton of possible futures before they even happen! What you can do: Seriously stress-test your business! Automatically train a powerful LSTM model with your data. Unlike linear models, our LSTM understands the complex, non-linear

... time override or customize settings; but you don t need to. It just works. A Real-World Example Imagine you want to build a virtual engineering manager that reads Notion docs and creates Linear tickets for your team. In the past, you d have to: Find and configure both Notion and Linear

... Linear recently launched Dashboards , a combination of different insights into a single page view. "Use them to monitor operational health across teams and workflows or build reporting dashboards to show how resources are spent across initiatives and projects." Dashboards are only available on the Enterprise plan yet? Anyone else here would like to access it in the other plans? In the meantime, I'm just looping this stunning intro video. Comment from Ricky Guo(@rickyguo): This seems ...