iReading Room for R&D teams

A smarter solution, lower costs, and no need to spend more than necessary

The most expensive thing your team can build is something that already exists

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iReading Room finds the paper before your team rebuilds it.

Today’s papers · 226 newranked for your roadmap

41Sparse Mixture Routing for Edge Inference

38A Survey of Tokenizer Drift in Multilingual Models

55Latency-Aware Batching for Serving Stacks

29Graph Priors for Protein Folding Benchmarks

47Quantised Attention Kernels on Consumer GPUs

33Curriculum Sampling for Instruction Tuning

97KV-Cache Compression for Long Context: code released

52Retrieval Failures in Long-Context LLMs

24Benchmarking Summarisation at Scale

What you payiReading Room · Teamfrom €150 / monthexcl. VAT

The plan you were about to start

3 engineers · 13 weeks

Rebuilding KV-cache compression · €70,000

✓ Not needed

€70,000stays in your R&D budget

Nobody finds out until the reading group

There is no moment in your week when someone checks. So it surfaces the way it always does: months later, in a reading group, when an engineer who has already shipped the work happens to open the paper that would have saved it.

It isn't a talent problem.

That is the reflex, and it is wrong. The gap is not skill; it is that nobody on your team has the standing job of watching the literature, and the papers that would change your roadmap arrive silently, hundreds a day, in words your team would not have thought to search for.

iReading Room is that standing job, and it costs less than a week of one engineer.

One description of what you are building. Every new paper read against it, every morning, before anyone opens a browser.

What changes

Every quarter your team does not spend twice is a quarter of runway.

No duplicated quarter

Stop paying twice for work a public lab finished, wrote up and released the code for.

A ten-second decision

A ranked shortlist an engineer can judge on the spot; worth an afternoon, or not.

Headcount stays on shipping

You do not need the research scientist you cannot outbid. You need the literature watched.

A roadmap that survives contact

Meet a technique while the plan can still absorb it, not in the retro after it shipped.

You have already looked at hiring

You cannot outspend a six-hundred-person lab. You can read what it publishes.

Hire for it · months

One research scientist

Competing on comp with companies that print money. Promising publication time, conference travel, a research culture you are still building. Interview loops that take months. And if you win, you get one person, one perspective, one corner of one field.

Meanwhile the labs you are bidding against run hundreds on exactly this.

File an order · one sentence

The whole team, from Monday

Here is what we are building. Here is what we are stuck on. From there Reading Room reads every new paper against that description and flags the few that touch it for every engineer, not just the one who remembered to look.

The argument in fullThe Research Budget You Already Have Access To →

Who files one

Built for teams that cannot afford to work from last year's knowledge.

Heads of R&D

See the technique while the roadmap can still absorb it — and know what it cost you not to.

Tech leads

Hand your team the three papers that matter this week, not the two hundred that landed.

Staff & research engineers

Stay current in a field that outruns any one person's reading time, while you ship.

Small research groups

Run the literature coverage a six-hundred-person lab has, with six people.

Don't pay for the same quarter twice.

Tell iReading Room what your team is building and what it is stuck on. It reads papers against that description when they're published and flags the few papers that touch on it.

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