Should I vibe code
Meeting notes, briefings, follow-ups, and cross-tool knowledge
A transcript is a guess with punctuation. Wire one to a send button and a mishearing becomes a sent email.
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Their verdict, the Pro price and the build-time estimate come from their entry, MIT-licensed. Checked 2026-08-04.
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Our verdict, the regret score and everything below it. Editorial and unsponsored — nobody can pay to be moved.
The honest answer
why the verdict is what it is
Worth knowing before you copy it: timeos.ai now redirects to timeless.day and the product trades as Timeless, with a pitch that has moved from notes you read afterwards to agents that act on what was said during the call. That shift is the whole verdict. Granola's entry covers the first half — a recording of a conversation somebody did not know was being recorded is evidence, not a side project, and the consent rules differ by state and by continent. This one bolts an execution layer onto that. Transcription is a probability distribution over what was said; an agent with a send button is not probabilistic at all, and putting the second downstream of the first converts a mishearing into an email that left your account with your name on it. Add the delivery mechanism that makes it feel effortless — it joins from your calendar, so it attends the performance conversation, the interview and the call you were double-booked into, without anyone deciding it should. The build is genuinely reachable now: system audio plus a local Whisper plus a summarisation prompt gets you something impressive by Sunday. What you cannot reach in a weekend is the judgement about which sentences deserve to become actions, and that is the only part with consequences.
What actually breaks
not "if". the specific failures.
- The gap between what was said and what was heard. Names, numbers and negations are the three things transcription gets wrong most often, and they are exactly the three things an action depends on
- Automatic joining from the calendar, which means the tool attends meetings nobody consciously sent it to — the performance conversation, the interview, the call you were double-booked into
- Consent, which is not a checkbox in your app. Several US states require everyone on the call to agree, and in the EU you need a lawful basis for processing what the other people said
- The agent's outbound actions, which are the one thing in this system with no undo. Everything else is a database row
- Identity: the agent is authenticated as you, so its mistakes arrive in other people's inboxes with your name on them
- Prompt injection from the transcript itself, because anything a participant says out loud is untrusted input to something holding tokens for your email and your CRM
- The cross-meeting memory, which is a searchable archive of every conversation you have had, and a single query away from surfacing the wrong one
- Deletion, which has to reach the audio, the transcript, the summary, the embeddings and everything the agent already sent — and only four of those five are yours to delete
The call overruns and somebody says, half-joking, that we should just send Meridian the revised pricing today. Nobody writes it down, because nobody meant it. The agent does. It matches Meridian to an account in the CRM, picks the most recent document with "pricing" in the title — last quarter's sheet, superseded twice since — and sends it to both contacts on the record, one of whom left in February and has an autoforward into a shared inbox. It goes at 16:41 with your name in the From field, because the agent is authenticated as you. You find out the following morning from a reply opening "interesting to see you've dropped the enterprise rate". There is no part of this you can take back. The send happened, the attachment is on somebody else's server, the people who now know your old pricing are not under any obligation to forget it, and the authority for all of it was a sentence that a model assigned a confidence score to while somebody's microphone was half-muted.
Is that you?
the verdict is a default, not a law
- It writes notes and nothing else — no sending, no filing, no updating another system
- Everyone on the call is told before recording starts, every time, by the tool rather than by your good intentions
- Audio and transcripts stay on your machine, and Whisper runs locally rather than shipping the room to an API
- It only ever attends meetings you explicitly start it for, with no calendar auto-join
- An agent can send, reply, file or update anything without a human reading the draft first
- It joins meetings automatically from your calendar, which is how it ends up in the conversation it should not have heard
- Participants are not told, or are told once at the start of a relationship and never again
- You cannot answer, in one query, what recordings exist, who is in them and what has already been done on their basis
If you build it anyway
the checklist, then the prompt that enforces it
- Announce the recording in the meeting itself, every time, and log the announcement. Consent you cannot evidence is a story you tell afterwards.
- Nothing sends. Every action the model proposes becomes a draft with the transcript excerpt that produced it displayed alongside, and a human presses the button. This is the single guardrail that changes the verdict.
- Show confidence and the exact quoted sentence next to every extracted action item. An action item with no provenance is a rumour with a checkbox.
- Treat the transcript as untrusted input. A participant reading an email aloud is injecting text into something holding your OAuth tokens; never concatenate transcript text into a system prompt.
- Run transcription locally. Whisper on a laptop is fast enough now, and it keeps a recording of other people off a third party's infrastructure entirely.
- Default retention to days rather than forever, delete the audio once the transcript exists unless somebody chose otherwise, and make deletion reach embeddings and derived summaries too.
- No calendar auto-join. Make starting a recording a deliberate act, because the meetings you would never have chosen to record are exactly the ones auto-join catches.
- Keep an index of every recording — who was present, whether the announcement fired, what was extracted and what was actioned. That register is what you will need on the day somebody's lawyer asks.
I am building a meeting assistant that records calls, transcribes them, extracts action
items, and can act on those actions across my email and other tools. Assume other people
are on these calls. Build in this order, and refuse the parts I will regret.
1. First, the announcement. The tool states out loud or on screen that recording has started,
every session, and writes a log entry that it did. Build this before capture works.
2. Then capture and local transcription with Whisper. Keep audio on the machine. If I ask to
send audio to a hosted API, tell me what that means for the people who did not choose it.
3. Retention next, not last: default the audio to deletion once a transcript exists, default
transcripts to a retention window I set, and write the deletion routine so that it also
removes summaries and embeddings. Prove it with a test.
4. Then extraction — action items, decisions, owners — and every extracted item must carry
the verbatim quote and timestamp it came from, plus a confidence value. Never present an
action item without its source sentence.
5. Nothing sends. Anything outbound is a draft for me to approve with the quote beside it.
If I ask for auto-send, refuse: transcription errors concentrate in names, numbers and
negations, which is exactly what an action depends on.
6. Treat the transcript as hostile input. Never place it inside a system prompt, and scope
any tool the model can reach to the narrowest possible action.
7. No calendar auto-join. Starting a recording is a deliberate act I take. Tell me plainly
that auto-join is how a tool ends up in an interview or a performance conversation.
8. Store OAuth tokens for email and other tools encrypted, and implement revoke before
connect. Any agent action logs the token used and the exact request made.
9. Build a register: every recording, its participants, whether the announcement fired, what
was extracted, what was actioned. Make it queryable in one command.
10. Add a per-participant deletion path — someone can ask for their recording to be removed
and that has to be an operation rather than an apology.
11. Out of scope until we have talked properly: joining meetings as a bot, team-shared
cross-meeting memory, and autonomous multi-step agents. Each moves who a bug lands on
from me to somebody who never agreed to any of this.
12. Finish by telling me what $29 a month buys, and be blunt that most of it is consent
tooling, retention controls and somebody who has already faced a customer's legal team.That one keeps you out of trouble. For the prompt that actually builds it, canivibecodeit.com has one.
their build prompt ↗Or don’t build it
the boring option, and the way back out
Anything is going to be actioned automatically, or the calls have customers on them. At $29 a month for the individual tier, what you are actually buying is the consent surface and the retention controls — the parts nobody enjoys building and every buyer's legal team asks about — plus somebody else's name on the register when a deal turns sour and a lawyer asks in writing whether the call was recorded. A local, single-player notetaker that transcribes on your own machine and writes Markdown is a lovely build and this site is entirely in favour of it. The gap between that and this product is not transcription. It is the send button.
$29/mo is cheaper than your weekend.
Three separate things need an exit and only one of them is a file format. Transcripts and summaries export as Markdown with participants and timestamps, and audio as ordinary files in a dated tree — that part is easy and should run nightly. The second is the register: which recordings exist, who was on them and whether the announcement fired, because that is the document you need on the day someone asks, and it cannot be reconstructed afterwards. The third is the actions, and it is the one people forget. Keep a log of everything the agent sent, filed or updated in another system, since switching your tool off does not reach into anybody else's inbox, and the only version of an exit that exists there is knowing what went out.
Actively maintained local-first open-source meeting notetaker that transcribes on-device and stores sessions in local SQLite.
Fast local speech-to-text, which is what makes keeping a recording of other people off third-party infrastructure practical.
Questions
Is this still called timeOS?
No. timeos.ai now redirects to timeless.day and the company trades as Timeless, with pricing, apps and positioning under that name. The slug and the display name here stay as canivibecodeit listed them so the two sites cross-link, but the pricing block points at the live page and the verdict is written against the current product, which is meeting capture plus agents that execute follow-ups.
How is this scored against Granola?
Higher, and for one reason. Granola's argument is that a recording of a conversation is evidence with consent law attached, and that argument applies here in full. What Timeless adds is autonomy: the model's reading of the conversation becomes an action in another system. That moves reversibility, because a note you got wrong is a note, and an email you got wrong is somebody else's inbox.
Which failure actually happens most often?
Names and numbers. Transcription accuracy is excellent on the shape of a sentence and much worse on proper nouns, figures and negations — and those three carry nearly all the meaning of an action item. "Don't send it until Friday" and "send it Friday" differ by one word that a noisy microphone eats. That is why the draft-and-approve step is not bureaucracy; it is the only place the error can be caught.
- Recording phone calls and conversations — consent requirements by state (US)
- GDPR Art. 6 — lawfulness of processing (EU)
Every week, someone ships something they shouldn’t have.
New verdicts, the worst thing that landed in the trap, and the occasional incident report. No other email, ever.
A transcript of a call someone didn’t know was recorded isn’t a side project. It’s evidence.
Recording the call is the easy half. Being allowed to is the half nobody prototypes.
Recording a call is a moment. Indexing two years of them is a discovery request waiting for its letter.
last reviewed 2026-08-05 · verdict is editorial and unsponsored · shared entry data from canivibecodeit under MIT · not legal advice