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SpotlightSureThing.io - "OpenClaw" for BeginnersTask automation
Systems
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Enterprise-grade open-source AI inference at unlimited scale.Open

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Ajay Rae🙏 5 karmaFeb 16, 2026@Team9 - OpenClaw AI Agentit integrates so well with my workspace, could be more responsive though! -
Its schema feature help me gain vsibility inside AI answers. I have no option to attach screenshot of google analytics here otherwise i would have showed impressions and clicks form it -
Trust scores, cryptographic proof, and risk assessment for AI agents.Open
We built Mnemom because we were shipping AI agents into production and couldn't answer a basic question: how do you prove this thing is doing what you told it to? Not monitor. Prove. So we built the proof layer. Cryptographic attestations, trust scores, risk assessment, containment — everything you need to deploy agents you can actually stand behind. It's free to start and open source. We'd love to hear what you think - new features shipping daily. -

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Other tools
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Claude — v5
Claude Opus 5
Coding and long, multi step tasks: big jump over Opus 4.8, close to Anthropic's top tier model (Fable 5) at half the cost.
Science and research: stronger at chemistry and biology related tasks.
Visuals: better looking charts, diagrams, slides, and interactive content.
Judgment: better at catching its own mistakes and fixing them without you having to point it out.
The strongest model available on Claude Pro.
Also usable via the API as claude-opus-5.
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Similarity search works okay, but UX could be improved — it's hard to tell when a search was completed. Also there are some minor mistakes in BPM assignation. But overall works as expected and helps finding similar tracks.
- Spotlight
SureThing.io - "OpenClaw" for BeginnersTask automation
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Extremely excited about this project and all the possibilities that follow!
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Memoripy is a GAMECHANGER. I see why it has so many stars on GitHub- we use it for all of our agents to ensure they are context aware! Great job 👏
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Brilliant system and feels fairly easy to use, one issue with sign in took me 5 mins, but i think its fixed now? Not perfect, but a step in the correct direction!
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I have seen it on Reddit, surprisingly, it did help me to save 30% in input/output agent tokens, not 60% unfortunately, but for sure better than not using it. Saved way more than I spent on subscription, shame didnt know of 50% discount :)

