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Know what a paper says in 5 minutes

Saves about 3h a week. Set it up once and it runs on schedule.

You writeRead this academic paper and explain it for a non-specialist: the main claim, how strong the evidence is, why it matters for us, and the one chart worth a look.
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How it usually goes

Right now it's all manual

You bookmark papers to "read later," skim the abstract when a deadline hits, and still can't tell if the findings hold up or what they mean for your work.

What this sentence generates

One agent that does this job

It becomes a single installable agent with memory, tools, and safety labels.

Agent fileSkillsMemory notesSafety labelsShare cardInstall-ready ZIP
Example: input → output

Preview what comes out

Input

A 24-page ML paper claiming a new method beats the prior state of the art

Output

"Claim: method X cuts error ~12%. Evidence: solid on 2 of 3 benchmarks, small sample on the third. Why it matters: could lower your inference cost. Look at Figure 4."

Plain-language claim summaryEvidence-strength checkWhy it matters for youThe one chart to look at
Manual vs the agent

Same job, far less manual work

Now (manual)

A person does it by hand every time — collecting, writing, and cleaning up, the same work over and over.

With the agent

On request, reads a paper and returns a plain-language claim, an evidence-strength check, and the one chart to look at.

How it works

Four steps

Describe the job in one sentence; we only ask for the missing details.

Review the generated agent, its files, permissions, and safety labels before any run.

Download the ZIP or import to Desktop and try it once on your own AI account.

Let it repeat as weekly work while Desktop is open.

Safety

Inspect everything before it runs

Before publish or install, a security scan checks secrets, unsafe code, and over-broad permissions. You can see what the agent accesses, and important actions wait for human review. Agentlas does not host or proxy models — it runs on your account and keys.

Run it in Desktop
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Know what a paper says in 5 minutes · Agentlas