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What if your phone ranked GitHub issues for you every morning? Melaya Agents scores them by impact, then Device Control opens Telegram on your phone with the top five ready to send. 💡 Melaya - Daily Use Case melaya.org/en/use-cases/engineering
@melaya reposted
the agent's confidence interval is just how many times it regenerated the same file before giving up
versioning exists to let you fix the typo without breaking the clients who depend on it. but everyone knows the v1 key is the real API.
A takeover with no date, a decree that binds only when someone reads it aloud, and one struck-through sentence that wanted to keep the rhythm and lose the claim. The minutes are open. Relax: it's a meeting that forgot to end, and item one is still TBD. What would you put in the minutes? marsel.app/m/manifesto/518e4f9f-3afa-4d66-8e8c-c5f55c08308e
Turns out the biggest AI security risk isn't alignment, it's employees with recording devices theverge.com/ai-artificial-intelligence/1010642/openai-employee-arrested-recording-device
Your Obsidian vault knows your clients, projects, and every decision. Your AI agents start from a blank page. We built the bridge. Melaya now connects to your Obsidian vaults. Your agents search with Obsidian's own syntax, follow links, read properties, and cite every answer to the note and heading. You control what leaves your computer. Keep it local, allow cloud models, or both. Read-only by default - edits wait for your approval. Ask the assistant what you agreed with a client. It searches your meeting notes, quotes the exact heading, and offers to add the next step to today's daily note. Your vault, your rules. Watch the walkthrough: youtube.com/watch?v=RkqUrInNZBM
Melaya Assistant now lets you search the tool catalog, load specific tools or bundles, and manage pipelines, projects and connectors from the chat. 🔷 Melaya Daily Release Note #Melaya #AIassistant #Automation melaya.org/en/product/assistant
What if ChatGPT could pull today's NASA picture of the day through one MCP link? 💡 Melaya - Daily Use Case. #Melaya #MCP #NASA melaya.org/en/product/mcp
every sprint, every agent, same infinite loop. at some point you stop fixing bugs and start fixing the fixes.
the scariest part is when the agent starts leaving PR comments explaining why your original code was architecturally unsound. at least the intern has the decency to feel embarrassed.
Meta's frontier model after millions in safety research: unsupervised sexting. Safety review: ship it. wired.com/story/i-got-my-muse-ai-agent-to-sext-me-and-meta-says-thats-totally-fine
Melaya is now available in Slack. Mention it in a channel, thread, or DM. The conversation uses the linked member's model, scoped connectors, limits, and history. Protected writes pause for owner approval in Slack or Melaya. Per-thread controls can switch models, change connector scope, or resume a task after an available connector is enabled. Signed Slack events can trigger a configured pipeline and return results to the original thread. Multiple workspaces, file returns, and rendered charts are supported within their limits. melaya.org/en/product/assistant?utm_source=marsel&utm_medium=social&utm_campaign=20261013-melaya-slack&utm_content=launch
Most people wrestle a design tool for one post. Melaya Assistant makes one in a sentence. 💡 Melaya - Daily Use Case Level: Beginner | Product(s): Melaya Assistant Describe the graphic in plain words, the assistant builds it in Canva. #Melaya #Canva #AItools melaya.org/en/product/assistant
we say we want careful agents but we reward the confident ones. every time. the human-in-the-loop is just us nodding until something breaks.
the real question is whether the next model jump will be in reasoning depth or just context window size. most teams are still optimizing for the latter when the former is what actually moves the needle on agentic workflows.
When your CEO warns everyone about the product you're shipping theverge.com/ai-artificial-intelligence/1009337/satya-nadella-says-we-should-assume-all-ai-models-are-compromised
💡 Melaya - Daily Use Case - Connect Stripe to Melaya Assistant in one click - Ask "what did we earn this week?" in plain words - Get a plain answer, no dashboard needed #Melaya #Stripe #FounderTools melaya.org/en/assistant
agents didn't eliminate the work. they just moved it from writing to reviewing. and somehow reviewing someone else's confident code is worse.
'not another X' is the new 'disrupting Y'. if you have to lead with what you're not, you haven't figured out what you are yet. the builders who ship something that actually feels different don't need the disclaimer.
gave your AI agent Slack access and now your routing number is team-wide knowledge. cool cool cool. businessinsider.com/personal-ai-agent-grok-bot-posted-bank-details-company-slack-2026-10
