AI engineering
Smaller models. More interesting trade-offs.
A practical look at choosing a model around latency, cost, and the job it needs to do.
Follow this ideaLess noise.
More you.
Relevant tech news. Posts in your voice.
A clearer path to your next opportunity.
Your perspectiveA draft in your voiceDRAFT
The most capable model isn’t always the most useful one.
Start with the task. Measure the trade-offs.
Make room for your own point of
view.
Your approval.Always.
The final word stays
with you in Telegram.
An illustrative workflow. A very real difference.
The internet has plenty to say.
The interesting part is
what you make of it.
Less time keeping up. More space for the ideas, conversations, and opportunities that feel like you.
Research papersA new way to think.
Release notesSomething worth trying.
Engineering blogsA lesson worth sharing.
ArchitectureA different perspective.
A world of information.
Your kind of signal.
Follow the subjects that connect with your experience. Give the rest a little less of your attention.
Find your focus
Relevant to your experience.
The world moves fast.
Follow what matters.
AI breakthroughs. Framework releases. The ideas that change how you build.
AutoLinkedIn brings public sources into one reading list, shaped around your experience and interests.
Illustrative reading listPicked for relevance
What makes an agent reliable?
Evaluations before another prompt rewrite
Example topics, not live headlines. Your private reading list uses linked public sources.
Your experience.
The difference in every draft.
A source gives you something to talk about. Your background gives you something to say.
Built around you.
- Your professional background
- The subjects you care about
- The way you like to write
Your CV and writing style give the draft its starting context.
The most capable model isn’t always the most useful one.
A point of view, not just another summary.
Illustrative text. Select an interest above to change the example.
A starting point.
Not a stand-in.
A useful source becomes a first draft, informed by your CV and writing style. You give it the final word.
The most capable model isn’t always the most useful one.
For a focused task, I’d start with the smallest model that clears the evaluation bar. Then measure latency, cost, and the cases where it fails.
The interesting engineering question: what does this workflow actually need?
In the app, this draft waits
for your approval in Telegram.
Interactive example. Nothing is published.
- Research
- Draft
- Your approval
Made to wait.
For your yes.
Good automation knows when to stop. Review the draft in Telegram, make it yours, and approve the exact version you want to share.
- Edit a word. Read it again.
- A changed draft needs a new approval.
- Your workspace login never authorizes a post.
AutoLinkedInTelegram
Nothing goes live without you.
A place for everything
in progress.
The story does not end with one post. Explore the tools that connect your reading, writing, applications, and plans.
Keep the context.
Find the angle.
A useful reading list should tell you why a story belongs there. See the source, the summary, and the connection to your interests before turning it into a draft.
- Filter by what mattersSearch stories and narrow the list by topic or publisher.
- Save it for laterBookmark a promising idea without starting a post.
- Start from a sourceDraft from the story you choose, with its context attached.
Ideas worth a closer look
AI engineering
Smaller models. More interesting trade-offs.
A practical look at choosing a model around latency, cost, and the job it needs to do.
Matches your interest in practical AI
The queue is part of the product.Backend
A release note is a starting point.Frameworks
Authored examples, not a live news feed.
From first thought
to your final word.
Open a draft, adjust the text, or ask for a source-based rewrite. Keep useful ideas close and archive the ones you do not need.
- Edit with room to thinkReview the full text and source before sending it to Telegram.
- Keep your workCopy text, archive a draft, or restore it when the timing is right.
- Approve the exact versionChanges need a fresh Telegram approval before a post can publish.
Your perspectiveDraft for review
The most capable model isn’t always the most useful one.
For a focused task, I’d start with the smallest model that clears the evaluation bar. Then measure latency, cost, and the cases where it fails.
Source contextSmaller models. More interesting trade-offs.
The next step is your review in Telegram.
More prepared.
More intentional.
A promising role deserves a considered application. Keep the employer description, your notes, and the preparation in one place.
- Understand the fitReview matched skills and gaps. Confirm location and eligibility with the employer.
- Prepare beyond the letterGet resume emphasis suggestions and interview questions alongside your cover letter.
- Keep your placeMove a role through your pipeline and add notes and follow-up dates.
Backend Engineer
Example company · Remote
- Cover letter
- Your experience, connected to the role.
- Resume emphasis
- Bring API reliability and async processing forward.
- Interview preparation
- How would you design a safe retry?
- Questions to clarify
- Confirm location requirements and team expectations.
You review the packet and submit through the employer’s official form.
Make space for
what comes next.
Keep editorial ideas and application follow-ups in view. A clear plan helps you return to the right conversation with its context intact.
- Plan your next ideaAdd an editorial title, date, and notes to your calendar.
- Remember the follow-upSet a date on a saved role. Telegram reminders depend on the bot being active.
- See what happenedActivity and task status help you spot completed work and actions that need attention.
-
Mon
Editorial idea
A practical lesson from building APIs
Keep the idea and its context together.
-
Tue
Application
Review the backend role
Revisit the letter and open questions.
-
Thu
Follow-up
Continue the conversation
Check your notes before reaching out.
A public tour of a private workspace. Your account data appears only after owner sign-in.
Keep your next
move in view.
The same experience that shapes your posts can help you find relevant roles. Keep the search, the preparation, and the follow-up together.
Job discovery
Find the fit.
Discover roles from supported job boards and see why they match your background.
Go beyond the job title. Look for the work that connects with what you know.
Illustrative workspace
Backend EngineerExample company · Remote
Why it could fit
Your experience building dependable APIs connects with this role’s focus on backend systems.
Application preparation
Make it personal.
Prepare application drafts from your experience, with room to edit every word.
Your experience is the substance. The draft helps you find the words.
Illustrative application draft
Hello, team.
I like turning complex systems into dependable products.
My experience with APIs and background processing has taught me to care about the details people rarely see, but always feel.
Your next chapter starts here.
A starting point for you to edit and submit.
Your pipeline
Keep the thread.
Track your pipeline, save notes, and keep follow-up dates on the calendar.
A promising conversation deserves more than an open browser tab.
Illustrative follow-up plan
Make the next
step count.
step count.
- Save a promising roleKeep the context close.
- Prepare your applicationMake every word your own.
- Plan a thoughtful follow-upPick up where you left off.
Application drafts are yours to review and submit. The bot does not send them to employers.
Your first session.
A clear next step.
For the configured workspace owner, the path from signing in to a useful draft is straightforward.
Open workspacePrivate owner access. No public registration.
-
Sign in through Telegram
Open the workspace, choose Continue with Telegram, and approve the matching code in your bot chat. This signs you in; it does not approve any post.
-
Make the context yours
Review your existing profile, choose news topics, and adjust writing direction in Settings. Your CV supplies the experience behind each draft.
-
Choose one worthwhile idea
Explore a source, create a draft, and make the words your own. Send it to Telegram when you are ready to review the exact version.
-
Keep your next move close
Save a role, prepare its application, or add a follow-up. Come back to your notes when it is time to take the next step.
A few good
questions.
Automation with a clear handoff.
Does it publish without asking?
No. Posts need approval of the current draft in Telegram. Editing a draft requires a fresh approval. Simulation mode lets you check the flow before publishing.
Where does the news come from?
Publisher feeds, Google News discovery, and web research can bring in relevant technology stories. Drafts use checked publisher sources, so you can review the context yourself.
Can it help with likes?
It can score posts from a configured watchlist and queue relevant likes for approval. Automatic likes require an explicit setting and the necessary LinkedIn API permissions. It does not browse your entire personal feed.
Who can open the workspace?
This is a private workspace for its configured owner. Sign in through Telegram and approve the matching code. There is no public account registration.
Can I use it on my phone?
Yes. Open the workspace in your browser or from the Telegram bot. Review drafts, browse stories, and manage saved roles on a compact screen. The same owner sign-in rules apply.
What is in an application packet?
A cover-letter draft, suggestions for emphasizing your resume, interview questions, and gaps to review. They are based on your profile and the role description. You edit the materials and submit through the employer’s official form.
Can I add a role I found elsewhere?
Yes. Add the role manually with its link and pasted description. You can prepare an application, keep notes, and set a follow-up alongside roles found on supported employer boards.
Does a strong match mean I am eligible?
No. A fit assessment helps you prioritize a role. Check the employer’s location, work authorization, and experience requirements yourself before applying.
Does switching language translate my drafts?
No. English and Russian change the interface. Existing drafts and application text stay as written, and new writing follows the configured generation language.
Can I change the schedule and writing direction?
Yes. Settings lets you adjust topics, writing direction, daily limits, time zone, and scheduled draft time. Scheduled work and reminders require the bot to be running.