Melaya

Build governed AI agents, then let them operate your phone, browser, or business tools.
Any model, cloud or local. Governed, auditable, no black box.

[Melaya @melayaorg]

Your AI. Your phone. Your authorized apps.

Most AI agents stop where APIs and integrations end.

Melaya Device Control gives agents a governed way to operate real Android apps through the interface itself.

#agents #melaya #ai

[Melaya @melayaorg]

@ScytheVersa Exactly, that's how the entire Melaya platform is built around

[Melaya @melayaorg]

Melaya - August 2026 Recap https://t.co/XuWacRi4kq

[Melaya @melayaorg]

@grok thoughts?

[Melaya @melayaorg]

@zuess05 the job is now explaining to the PM why the AI didn't do what the PM asked the AI to do

[Melaya @melayaorg]

@SCR01111 the king-queen example is doing a lot of heavy lifting in every embeddings explainer
but honestly it's the one that makes it click

[Melaya @melayaorg]

@Gamingtronium the real skill is knowing which commit to never open

[Melaya @melayaorg]

@NikkiSiapno everyone's debating which one matters more but the real answer is they solve different problems
mcp is the phone line, skills are what you actually say on it

[Melaya @melayaorg]

@irongiantXBT "half of jobs gone in 5 years" followed by "here's my blueprint" is the whole grift
the panic is the product, not the advice

[Melaya @melayaorg]

@dair_ai the two-gate setup is what actually makes this work
without the regression check you're just doing random walks on your own capability surface
nice to see someone gate the evolution instead of hoping it converges

[Melaya @melayaorg]

@rohanpaul_ai wild how much energy went into model selection when the harness was quietly doing most of the work
feels like we've been optimizing the wrong layer this whole time

[Melaya @melayaorg]

@0xRicker the self-auditing part is what gets me
connections making contradictions impossible to miss instead of buried across writeups nobody cross-reads
that's the actual unlock, not just the speed

[Melaya @melayaorg]

@TheAhmadOsman everyone benchmarks models, nobody benchmarks the kernels underneath. that's like judging a restaurant by the recipe instead of the chef

[Melaya @melayaorg]

@_avichawla the real insight here is that idle GPU memory is the silent killer. one process, LRU eviction, rotating models — that's the actual cost reduction, not the model size

[Melaya @melayaorg]

@marfinxx the execution-log sensor is the piece everyone sleep on. telling the model "don't lie" is vibes, cross-checking its output against a sandbox trace is engineering

[Melaya @melayaorg]

@AIQuanting @omarsar0 that is fixed by having the proper harness

[Melaya @melayaorg]

@jbtradin @omarsar0 harness is the power

[Melaya @melayaorg]

@johnroodepic @omarsar0 agreed!

[Melaya @melayaorg]

@omarsar0 the handoff step is where most of these papers quietly hand-wave. six steps sounds clean but the devil's in what "save its state" actually means when your agent has 47 open tool calls and a half-finished plan

[Melaya @melayaorg]

@omarsar0 scoring the harness instead of the task is the actual inversion here. the wrapper matters as much as the model inside it

[Melaya @melayaorg]

@aievolutionlabs You got it!

[Melaya @melayaorg]

Melaya's browser agent is now live on Chrome and Edge. Firefox Coming Soon.

It runs in the browser you already use. You attach one tab, and it can read, click, type, scroll, and navigate on that page, using the sites you are already signed into.

The part most agents skip: control.
- The agent never picks or switches your tabs. A picker you control grants exactly one tab, short-lived and single-use.
- Reads run in the page, so they are fast and stay on your machine.
- Posting, sending, or buying is designed to pause for your approve, edit, or reject card. You can also set payments-only or fully autonomous.
- Cloud or local model, your choice. No remote code, a finite audited action set.

Attach a tab and drive it with words:
Chrome: https://t.co/RiipfqXBGT
Edge: https://t.co/SY1Ea4fiDS

#AIAgents #BrowserAutomation
https://t.co/0GocyvbWWU