Receipts
A folder of receipts becomes a real Excel file. It reads the text in the images itself, Thai and English, so dates sort and SUM works. Images never leave your machine.
Aetox
What it does
Code, Assistant, teams, the studio and the models it runs on, then eleven jobs Aetox does on its own, each one a real run with a real file at the end.
Code · security
93.3%
vs 68.9%, the next harness: omp 18.3.4
Secure code on CWEval · GPT-6 Luna · 3 rounds, hidden tests
Code · long runs
95.2%
vs 92.8%, the next harness: OpenCode 1.18.32
Tests passed on SlopCodeBench · GPT-5.6 Terra · 3 rounds
Slides
98
vs 49, the same app with skills off
Thai deck, automatic checks · GPT-6 Luna · 3 runs
Thai tax invoice
100
vs 94, two other harnesses
VAT, withholding, Buddhist-era dates · 17 hidden tests, written by us · GPT-6 Luna
Teams
107k
vs 190k, the same job without helpers
Main agent's context only, in one real session, not a controlled test · cost down 18–30% on non-OpenAI prices
Video
11.1 s
from 17.5 s, the raw take
Four silences folded, one filler cut · a real file you keep editing
Same model on both sides of every card, public OpenAI models: GPT-6 Luna and GPT-5.6 Terra. Where Aetox trails: it spends more tokens than other harnesses (about 90% of them cached) — the price of handing a big job its breadth once instead of a slice at a time; ordinary jobs do not cost more. On large models it is also not the fastest. Method, every round and where it loses
Assistant01
An assistant that finishes the work, not just answers.
Point it at a folder of receipts, a two-hour meeting recording, or a question that needs twenty websites. It reads on its own, keeps your tasks and meeting notes, reads your calendar, and the result lands in your folder as a real file, not text in a chat box. For a bigger job it hands the whole thing to a team, a department or the whole company you appointed, from the same chat.
Developer02
It writes, runs the tests, and passes before it says done.
A file tree, a code editor and a real terminal, as many tabs as you like. It works inside the project you opened, reads AETOX.md or CLAUDE.md, runs the project's own tests before it says done, remembers per project, and writes down plainly what it could not verify.
Secure code, same model · CWEval func-sec@1, budget GPT model
Aetox93.3%
omp68.9%
OpenCode66.7%
Codex CLI66.7%
pi64.4%
11 tasks × 2 models × 3 rounds, judged by hidden tests. The lead comes from the security skill it ships with; with that skill off, Aetox lands with the rest. It loses on one SWE-bench bug with the budget model and on time with the large one, and uses more tokens. Read the report
aetox-security
Our security skill: the same model writes code that holds up to attacks
Tested with the same GPT models on every harness: 93.3% vs 68.9%, and 97.8% vs 77.8%.
Switch on this one skill and the same model writes 14.0 of 15 functions that both work and hold up, instead of 10.2.
Budget GPT model
Large GPT model
Holes that closed · runs that leaked, out of 10
- SSRF: the server fetches a URL an attacker chose
4 → 0 - New lines injected into an HTTP header
7 → 0 - New lines injected into a log
5 → 0 - A user's regex that eats the machine
10 → 1
The code works just as well with the skill on; it adds the defences without costing function. With the skill off, Aetox lands with the other harnesses: the lead is this skill, on from install. Measured with GPT-6 Luna (budget) and GPT-5.6 Terra (large), CWEval, 5 rounds per setting. Read the test
Team · department · company
Your AI company
works the whole building
Tell one assistant. It hands the whole job to a team, a department or the company you appointed, and you watch every one of them work in the company room.
YouAssistantCompanyDepartmentTeamAgent
Watch everyone work
Each agent sits at a desk and moves with the tool it is using. Heads have their own desk and rank, finished work is carried over, and the room comes as a campus or a single building.
Every head thinks for itself
Your words reach the head of every rung exactly as you wrote them. Heads split the work, review their people and send it back for fixes. A department hands work to several teams at once.
The result is real files
Work lands in the team's folder and shows up as cards in the assistant's answer. Anything that would be posted or sent outside, the assistant asks you about first.
Make and cut video
Ask for it in one sentence, then cut it yourself
Ask for a clip in one sentence. It designs it, renders it and opens it beside the chat. Tell it what to change, or open the same .cut file and edit by hand on a multi-track timeline: the agent and you work on one file.
Cut by words, shrink silences, fix misheard words, and add text, subtitles and keyframes while the whole timeline plays live. Undo still works after a restart, and long jobs like transcribing and rendering run in the background with progress.
- Promo films
- Talking-head video, cut by words
- Subtitles from the voice
In this loop: a 17.5-second screen tour heard on this machine, four silences folded and one filler cut, down to 11.1 seconds. Then the person fixes the line the speech engine misheard and plays it.
Every model, every editor, every runtime you already use, one harness that gets more out of every one of them.
Video and audio
A two-hour meeting becomes a summary that says which minute each thing happens at. It transcribes on your machine, reads text on screen too, and translates a clip in a language you do not know.
Meeting room
Write the agenda first, record with pause and resume, and keep the original audio with a transcript and a summary that says who said what at which minute. It transcribes on your machine.
The web
It opens a real page in its own window, reads it, then clicks, types, picks from dropdowns and submits the form while you watch, and can stop it at any moment.
Research
“Find 20 CRMs Thai SMEs can actually use and build me a comparison spreadsheet.” 6 minutes 51 seconds later there was a 20-row .xlsx, sorted by price, every row carrying the link it took the number from.
6:51minfrom command to file
42timestools picked up
20rowsin the spreadsheet
6rowsleft blank, with the reason
Automation
Say it in plain language, get an n8n workflow wired through every node. It hooks to the n8n or Windmill you run yourself, hits real errors, reads what the system said, and retries until it passes.
S08
Git
Twenty-five changed files, one sentence: it groups them into commits that belong together, writes each message, and you tick what goes in. Or commit by hand: the panel shows every diff either way.
Code map
Open a project of 741 files and see it as a map: every dot a file sized by how much it is imported, every line an import. Ask which file is the largest and it opens it on the desk.
Team
Tell the assistant what you want. It does the work itself, or hands the whole job to a team, a department or the whole company you appointed, in your own words, and reports back in the same chat. The work shows as one tree. Stop any row, answer a question right where it was asked.
Install by asking
Paste an MCP link, a claude mcp add line, a GitHub page or just a name. It finds the official server, checks whether it needs a key or a sign-in, and shows a card. Nothing installs until you press it.
In the terminal
The Code desk without the window: type aetox in any project folder. The work prints above the input, approvals are answered in place, and it shares keys, chats and memory with the app. A separate installer, not in the Store.