... across tools Observability bills creeping into this can t be right territory Zero governance on what people log (PII everywhere, no standards, no consistency) So I m building CerbiSuite Unified Logging Governance: CerbiStream a lightweight structured logger with governance baked in CerbiShield a governance dashboard to define logging rules, enforce them, and prove compliance Future phases: routing + ML-driven anomaly/scoring on top of the metadata Site s here if you re curious: https://www.cerbi.io Right now I m: Prepping ... ... Product Hunt launch for CerbiSuite Unified Logging Governance Talking to engineers, SREs, and founders about how they actually handle logging, compliance, and oh no, legal wants an audit moments Trying to validate what s genuinely useful vs

... other day on LinkedIn, I came across a competitor in my space. The founder proudly wrote in their bio: "Built the tool from idea to launch in just 2 weeks." My first thought: wow that is really fast. My second thought: wait, how?? So naturally, I signed up to try it. And to be fair nice landing page, great copy, but the product itself was completely broken. Bad UX, broken features, basically not usable at all beyond demo purposes ... ... speed > quality. But does that actually win in the long run? Comment from Sheraz Abdul Hayee(@sheraz_abdul_hayee): I can relate to this while building Zanderio i faced similar situation. However when i tried the demo of competitor

... long-term & time-scoped recall with audit logs. Targeted Caching Hot responses + tool I/O caching to cut infra spend. Real-time Ingest CDC streams keep data fresh within seconds. Privacy & Policy Row-level tenancy + field-level encryption baked in. Observability Drift monitors, query traces, and auto-reindex alerts. It s not just RAG. It s a database strategy for agentic AI: portable, efficient, and production-grade. We ve paired this with our Rust-powered execution core (lock-free ... ... biggest data pain you ve faced in scaling AI agents? Try it here: @GraphBit Musa Comment from Imrul Kayes(@imrulkaayes): Data really is the silent failure point for most agents. Makes me wonder, how are teams today balancing freshness vs

... been busy plotting something big. v0.1.4 lays the first bricks for a feature we re really excited about turning your Kanbanq boards into a complete roadmap & feedback system, baked right in. Soon, your users will be able to vote on ideas, suggest features, comment, and even create support tickets all without you juggling multiple tools. And yes we re keeping it true to Kanbanq s style: simple, lightweight and easy to use. But that s just the groundwork ...

... Claude Code handles the "thinking" work - architectural decisions, complex implementations. Cursor handles the "typing" work - completing patterns, fixing syntax. Comment from Daniel Bernasconi(@daniel_bernasconi): @chrismessina  have you tried Claude Code? Do you think Warp is a valid alternative? I know they are a bit different, but with the weekly limits and all coming to CC, I better prepare and incorporate new tech "under my belt".. Cheers Comment from Wenxi Huang(@wenxi): I've got Codex and Claude Code ... ... seamless experience, and devs like IDEs for a reason. I'm convinced Anthropic is astroturfing Claude Code support hard. The experience is worse in every way. I love their models but this is a half baked

... Feels like every other product launch now has some kind of AI baked in summarizing, generating, guessing what we want before we want it. I m building with it too, and it s impressive but I keep wondering how often users really come back for it. So here s the question: Are you actually using AI features in the tools you rely on daily? Or do they feel more like a cool extra than a core habit? Even better: Have ... ... product and it can perform better functions that the product does. I think it is different from regular AI, and sometimes products are interesting Comment from Sandy Suh(@sand1929): Agree with @manu_goel2 . AIs that are really baked

... pain: Every January, my accountant charged me 300+ just to reformat my FreshBooks exports for UK tax authorities (HMRC). The data was all there, just in the wrong format. The solution: Built IndieHQ with proper UK tax compliance baked in: - One-click HMRC-ready exports (sales/purchases separated, VAT calculated) - Professional invoice templates with payment tracking - Built-in expense categorization - No enterprise bloat Early traction: Already seeing interest from UK freelancers who are tired of the same accountant fee trap. Questions ... ... community: 1. Any other UK founders here who've dealt with this HMRC export nightmare? 2. What's your take on building ultra-niche solutions vs