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Ask HN: Jev but that returns an attention matrix over the input

1•aziis98•1h ago
As these are all just language models, can somebody make a decente model that returns the answer and also "the information used" in the original prompt to arrive at the answer.

I saw some examples of using jev-like models to check if a file content is relevant to some query or not as "is this code file related to feature X?". This is already interesting for reducing token usage, but it would be even better if you can have a "mask" over the input tokens that tells which tokens are relevant to the answer, maybe for already giving file line ranges in a tool call result.

Another nice variant is having returned multiple masks one per topic i.e. segmentation but for text.

I think this is already pretty doable with current model architectures and would be very useful, but maybe this needs a model fine-tuned specifically on this task to work well. Does anybody know about the current state of this?

PocketCI – Monitor your CircleCI builds from your iPhone

https://apps.apple.com/us/app/pocketci/id6811967565
1•doughlass•1m ago•0 comments

Neoserver – A multi-workspace geospatial server in Go

https://neoserver.cloud/
1•tobilg•1m ago•0 comments

Hacking SimCity 2000 saved games

https://log.schemescape.com/posts/memoir/dos.html
1•speckx•2m ago•0 comments

Mercedes-Benz wants employees in the office four days a week

https://www.marketscreener.com/news/mercedes-benz-wants-employees-in-the-office-four-days-a-week-...
1•Tomte•2m ago•0 comments

Book of Shapes – Collection of minimal, generative and customizable SVG-patterns

https://bookofshapes.com/
1•eustoria•3m ago•0 comments

Claude suddenly stopped cheating – Drone Bench

https://twitter.com/lukaspet/status/2104634759339298930
1•infogulch•3m ago•1 comments

Ask HN: What new software are you using?

1•vegadw•3m ago•0 comments

Muse's Mission

https://www.manton.org/2026/09/26/muses-mission.html
1•eustoria•3m ago•0 comments

Show HN: Libyears – dependency debt in years, across every repo you maintain

https://libyears.com/showcase
1•selvait90•4m ago•0 comments

Hydraulic RAM

https://en.wikipedia.org/wiki/Hydraulic_ram
1•Amorymeltzer•4m ago•0 comments

Igalia Improving the Firefox Experience for Valve's Steam Deck

https://www.phoronix.com/news/Steam-Deck-Better-Firefox
1•Vinnl•4m ago•0 comments

New formulation helps RNA vaccines withstand high temperatures

https://news.mit.edu/2026/new-formulation-helps-rna-vaccines-withstand-high-temperatures-0928
2•gmays•4m ago•0 comments

Keep the Signal. Lose the Noise

https://tentanote.com/writing/keep-the-signal-lose-the-noise
1•zapadenko•4m ago•0 comments

Tinfoil – Private AI Built on Secure Hardware

https://tinfoil.sh/technology
1•eustoria•5m ago•0 comments

Can your Postgres survive a bad query?

https://clickhouse.com/blog/can-your-postgres-survive-a-bad-query
1•saisrirampur•5m ago•0 comments

Would you let your agent play a treasure hunt?

2•onovive•5m ago•1 comments

What If A.D.H.D. Isn't About Attention at All?

https://www.nytimes.com/2026/09/29/science/adhd-attention-motivation.html
1•xnx•5m ago•0 comments

Show HN: GoTournamint – Wordle where you choose words for friends

https://gotournamint.com/
1•Illniyar•5m ago•0 comments

Emulate AI

https://www.tryemulate.ai/
1•trollied•7m ago•0 comments

Valve Introduces Pyrowave Video Codec in Beta for Low Latency Streaming

https://www.phoronix.com/news/Valve-Steam-Beta-Pyrowave
1•ibobev•7m ago•0 comments

Show HN: NSL – WSL for Linux

https://frostyard.github.io/nsl/
1•bketelsen•8m ago•0 comments

Robot-Use Agents

https://web.mit.edu/phillipi/www/writing/robot-use-agents.html
1•ibobev•8m ago•0 comments

Coding, AI, and descending a scree slope

https://logidelic.substack.com/p/control-and-power
1•jbm•9m ago•0 comments

GPT-6 Astra performs unsanctioned supply-chain attacks in simulations

https://www.aisi.gov.uk/blog/gpt-6-astra-performs-unsanctioned-supply-chain-attacks-in-simulations
1•gmays•9m ago•0 comments

Record Field of Qualifiers Accepted to Boston Marathon

https://www.baa.org/news/record-field-of-qualifiers-accepted-into-the-131st-boston-marathon-prese...
1•hasheddan•10m ago•0 comments

Sensible Default

https://martinfowler.com/bliki/SensibleDefault.html
1•ibobev•10m ago•0 comments

Show HN: Sezwhere – Ask any document "where does it say that?" (built on Jev)

https://sezwhere.com/
2•irs•10m ago•0 comments

Blob-stream: a Kafka alternative for no fuss, low cost high volume streaming

https://blog.bitdrift.io/post/blob-stream-kafka-alternative
1•pauldix•11m ago•0 comments

You probably won't be able to sideload APKs on Amazon's next Fire TV Stick 4K

https://www.neowin.net/news/leak-heres-what-amazons-upcoming-fire-tv-stick-4k-looks-like/
1•bundie•11m ago•1 comments

What you need, madam, is an aircraft carrier

https://louis-andre.net/journal/you-need-an-aircraft-carrier/
1•Lalabadie•12m ago•0 comments