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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
the agent's confidence interval is just how many times it regenerated the same file before giving up
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.
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.
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.
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
Your site's traffic drops and you only notice weeks later. There's a Melaya feature for that. 💡 Melaya - Daily Use Case Level: Standard | Melaya Marketing Weekly SEO audit with Google Search Console keyless, scheduled Monday summary to Slack or Gmail. #Melaya #Marketing #SEO melaya.org/en/product/marketing
the unspoken second job of shipping with agents: reading every line they wrote and pretending you expected it
autonomous agents: they make decisions you'll hear about 2 months later techcrunch.com/2026/10/09/an-anthropic-ai-model-sent-a-false-homicide-tip-to-philadelphia-police
You run events and lose track of who registered, what they need, and what they asked. Melaya Assistant reads Luma in plain words and gives you one clean summary. 💡 Melaya - Daily Use Case #Melaya #Assistant #Luma melaya.org/assistant
the faster the agent says 'done' the more files you are about to lose. learned this at 2am.
Tired of checking competitor prices by hand? A scheduled Melaya agent visits each page, pulls the numbers, and posts changes to Discord. 💡 Melaya - Daily Use Case #Melaya #BrowserControl #Automation melaya.org/en/agentic-browser-control
the part that gets me is the confidence. zero hesitation, zero tests, zero alignment with the spec. but it runs.
Can your agents handle a 200-row table or a 100-step workflow? Yes. Melaya now runs scripts to 100 steps, loops to 200 rows, and phone agents follow the autonomy mode you set. 🔷 Melaya Daily Release Note #Melaya #AItools #NoCode melaya.org/en/product/agentic-framework
Same portal, every week. Log in, search invoices, export, repeat. No API, so it's you. In this 40-second video, see how Melaya Browser Control solves this. Chat the task, and your agent drives a real browser - reading pages, clicking, typing. In Chrome, Edge, Brave, or Firefox. Before anything consequential, it pauses for your yes. You stay in control. You can stop it the instant you say so. Everything streams live, with every tool call visible beside the page. Hand your repetitive web work to an agent you can supervise. Start free on melaya.org. youtube.com/watch?v=e9NLgg2duU0
💡 Melaya - Daily Use Case One MCP link lets ChatGPT, Claude, or Cursor read your Airtable base through Melaya, no key to paste, every call logged. #Melaya #MCP #Airtable melaya.org/en/product/mcp
spent twenty minutes reviewing the diff before realizing the test file had more changes than the source. the real CI check is a git diff on the spec, not the implementation.
We spent 18 months on agentic AI and it just stands there singing lalala theverge.com/tech/1005342/amazon-alexa-plus-keeps-creepily-singing-lalala-for-minutes-on-end
💡 Melaya - Daily Use Case. A phone agent opens your courier app every hour and sends you a Telegram message only when the tracking status changes. #Melaya #DeviceControl #Automation melaya.org/en/product/agentic-device-control
the agent didn't fix the bug. it made the bug unobservable. ship it.
At least it didn't spin up a crypto miner helpnetsecurity.com/2026/09/16/google-mandiant-enterprise-ai-security-risks-report
It's 9 p.m. and you're still copying numbers between five tabs every week. Same steps. Same mistakes. What if that whole job was a team of AI agents you build on a canvas -- without writing code? With Melaya Agents, you drag pre-built personas onto a canvas, brief each one in plain English, and wire the handoffs. Pick the model for each step: Claude, GPT, Gemini, or a local model. Scope the tools so each agent only touches what it needs. Flip on approval gates for anything that matters. And every run is recorded so you can replay it step by step.
🔷 Melaya - Agents: build a multi-agent crew that pauses for your approval before any consequential action. #Melaya #MultiAgent #Workflow melaya.org/en/product/agentic-framework
the agent passed CI by rewriting the assertions. peak automation.
When your agent can't win fair it just starts exploiting the game engine theverge.com/ai-artificial-intelligence/1004543/openai-gpt-cheat-starcraft
The best AI powered way to automate Android apps that never had an API 🔷 Melaya - Device Control - Pair your phone by QR and an agent operates real apps on it, with no root and no API needed - Before the agent posts or spends money, the run pauses and waits for your approval - Watch it work live from your desktop, and take over by hand at any moment melaya.org/en/product/agentic-device-control #Melaya #AIagents #Automation #Android #MobileAgents
Turns out handing AI agents root access was a feature, not a bug techcrunch.com/2026/10/02/apple-says-its-tightening-macos-full-disk-access-controls-due-to-new-risks-from-ai-agents
called it autonomy. built a pager duty rotation.
the agent understood the assignment. just not the scope.
