... reliably for hours, days, and even across system failures. But keeping an agent running is only half the challenge. How do you ensure every action it takes is authorized, controlled, and auditable? That is why @OpenBox is partnering with @Temporal . The integration brings runtime governance directly into long-running Temporal

... Product Hunt today with major product updates! We ve expanded OpenBox from a runtime governance layer into a framework-agnostic control layer that teams can use across their existing AI agent stack. : 8+ integrations with Temporal, LangChain, LangGraph, CrewAI, Mastra, Deep Agents, CopilotKit, and n8n Policy enforcement before agent actions execute Human approval workflows for sensitive actions Real-time monitoring of agent behaviour and risk Complete session replay to understand what happened Tamper-proof audit trails ...

... trying to match your specific intent, and small wording changes can shift the sub-topics it searches for. For example, the prompt you used likely focused on "AI visibility platforms," which our product is deeply associated with. Temporal Stability : We've observed that consistency can be maintained over time, but it's not automatic. The models that power AI Mode are trained on a specific snapshot of the web, and they can be updated. If a newer, more relevant platform ... ... from Imed Radhouani(@imed_radhouani): @hosseinyazdi  Thank you! Being cited by AI feels different than just ranking in search it's a trust signal you can't buy. The conversion data already shows AI traffic converting at 14.2% vs

... conversations and meetings, then ask people to validate only the important or ambiguous parts. Capture is usually much easier when it happens as a by-product of the work. Tooling : Zep and Graphiti are worth looking at, particularly for temporal knowledge and agent memory. I also tried to sign up for Dosu, but it still seems fairly gated. You currently need to speak with them before getting access. Culture : The real goal should be to make knowledge sharing require almost ...

... company runs. Comment from Omar Ghandour(@omarships): @galdayan  Both, and you don't have to wait for it to fix itself. Two ways. One: the next correct run supersedes the old fact automatically. The memory's a temporal graph, so when new info contradicts something, it invalidates the stale version and marks it as no-longer-true rather than silently keeping both. Two: you correct it directly, tell Jarvis "that's wrong, here's the actual process," and your ... ... here, a correction doesn't just fix one note, it invalidates everything downstream that depended on it. Comment from Gal Dayan(@galdayan): this actually answers it, thanks - I was picturing a single mutable memory getting silently overwritten, not a temporal

... eliminating background tokens before the encoder. Result: 55.8x wall-clock speedup for ViTs on high-res video (1792p) with 97% fidelity. No fine-tuning required. NeuroFlow is a dynamic routing framework for Vision Transformer video inference. It exploits temporal redundancy by tracking per-patch embedding-distance threshold via an Exponential Moving Average (EMA) of patch-level embeddings, effectively answering the architectural mismatch between O(N2) self-attention and highly redundant natural video streams. Key Contributions: Architecture C (Dual-Memory ...

... actual insight, and it's bigger than it looks: making the notification say why it's waiting is what turns a ping into a triage. "Done" makes you tab back to find out what "done" means. "Needs approval vs finished vs

... available. The behavior persists long after the cause is gone. Most people using Google Drive, email, or Slack to send sensitive files aren't naive. They're fatigued. They know something is off. They've just run out of alternatives so they compress the discomfort and move on. Research note: A 2023 Pew Research study found 79% of Americans feel they have little control over data companies collect yet the majority continue using the same platforms. Researchers have called this ... ... privacy fatigue : not indifference, but the behavioral result of repeatedly finding no viable alternative

... person, it might be literally $0; for another, it might be $3k/mo till break-even. Break-even on another hand depends on the nature of business + market (whether you need to scale adoption vs start charging right away) So it depends on geo + situation + (most importantly) the nature of the startup. Comment from Spencer Miller(@spencer_miller_dev): I've spent roughly $500 on my startup thus far, and most of that comes from spend on company formation and various ... ... Agentic Collaboration Platform, rooted in Governance and Trust. Agents and Humans collaborate on a Kanban Board to accomplish Sales and Marketing for SMBs. This is an enterprise grade build, running on a K8s cluster with DB Service, Temporal

... Product Hunters, Most e-commerce spy tools on the market stop at the surface. They show you which ads a competitor is running or estimate their monthly traffic. They tell you what your competitors

... here. Frontier models sometimes scored lower because they were too smart, adding guideline level recommendations instead of extracting what the note actually said. The finetuned model better matched the expected extraction style, correctly distinguishing "yes" for chronic conditions vs "no" for routine procedures in follow-up flags. Legal Clause Rewriting (Qwen3-32B) : Tied with one of the top frontier models, within 0.25 of the best. The finetuned model learned to explicitly restate each legal qualifier in simple terms rather than ... ... glossing over them. It preserved temporal

... language families at the dinner table Business meetings without a hired interpreter Travelers having real conversations, not pointing at phones What's under the hood: Multi-stream speech recognition with automatic language detection Speaker diarization across parallel translation streams Temporal speaker remapping to keep IDs consistent Conversation Mode is available now on Mac, Windows, and Linux. The original subtitle mode is still there too! Seagull now does both. We're two developers building this because we think language shouldn ...

... language families at the dinner table Business meetings without a hired interpreter Travelers having real conversations, not pointing at phones What's under the hood: Multi-stream speech recognition with automatic language detection Speaker diarization across parallel translation streams Temporal speaker remapping to keep IDs consistent Conversation Mode is available now on Mac, Windows, and Linux. The original subtitle mode is still there too! Seagull now does both. We're two developers building this because we think language shouldn ...

... Wambua(@loucia): Hi everyone! I am a Specialized Data Annotator with over 6 years of experience building datasets for Computer Vision and Autonomous Vehicles.I consistently maintain a 99% accuracy rate in complex tasks including 3D LiDAR, Cuboid labeling, and temporal object tracking. My expertise also extends to RLHF and LLM fine-tuning, where I focus on fact-checking and ground truth verification to eliminate model hallucinations. I am CCNA-certified and am currently deepening my technical skills in data integrity ...

... encapsulation** Generates public/private key pairs and securely encapsulates a shared secret using the recipient's public key (via ML-KEM-768). The recipient recovers the exact same shared secret using their private key. Keys are tied to short temporal epochs (5-minute duration by default) and automatically rotated when a new epoch begins, enhancing forward secrecy without user intervention. - **Hybrid encryption** Combines the post-quantum shared secret with classical symmetric encryption for maximum security: - Derives an AES-256 key from ...

... might prefer mornings" (inference). Higher confidence memories surface first. Reinforcement Every time a memory is recalled and used, it gets stronger. The decay timer resets and the memory receives a ranking boost. Frequently relevant memories survive. Unused ones fade. Temporal Awareness Time-sensitive memories like "traveling to Tokyo next week" decay faster than permanent facts like "favorite color is blue." Outdated information doesn't clutter your AI's context. Source Tracking Every memory tracks its origin: explicit (created ... ... included free in all plans. Free tier includes 1,000 memory actions and 10,000 API calls per month. Get Started Memory Decay works automatically on all projects. No API changes required. View decay information confidence scores, reinforcement counts, temporal

... future," one document at a time. We're causing intentional (internal) chaos and going a bit old-school the site is dominated by text and internal links that may or may not work (we have a thing called a "temporal hold"). Everything, except for the mistakes, is intentional. It's all part of the plan (or so we say!). I promise we will discover the floppy disk and other goodies in time! We hope to build a small community ...

... mere moments ticking by, but time as a vessel, carrying the weight of stories yet to be told. Chronicle, your AI companion for slides, inherits this sacred etymology, transforming the chaos of ideas into the ordered beauty of temporal narrative." Comment from Gin Tse(@jean_xavier): @tejgw  Great summary! It s super helpful for us as well. Once again, congratulations on achieving such excellent results ...

... transparency and focus on building for developers first. Your approach to multi-product strategy is inspiring doubling down on what works rather than trying to reinvent the wheel. Curious, as you scale, how do you balance shipping new products vs. refining the core experience for existing users? Comment from Sree Chintala(@sreechintala): @james_hawkins3  That makes sense! 100K ARR seems like a good point to start these reviews. How do you usually tell if a team is under-resourced ... ... look at backlog size, velocity, or something else? Comment from steve beyatte(@steveb): Huge fan of what you guys do. I feel like you do enterprise software but play the enterprise game completely different than your competitors