Article URL: https://superspl.at/scene/84df8849
Comments URL: https://news.ycombinator.com/item?id=48191602
Points: 230
# Comments: 87
Article URL: https://superspl.at/scene/84df8849
Comments URL: https://news.ycombinator.com/item?id=48191602
Points: 230
# Comments: 87
Article URL: https://simonwillison.net/2026/May/19/5-minute-llms/
Comments URL: https://news.ycombinator.com/item?id=48188183
Points: 252
# Comments: 137
Article URL: https://www.vaticannews.va/en/pope/news/2026-05/pope-leo-xiv-first-encyclical-magnifica-humanitas.html
Comments URL: https://news.ycombinator.com/item?id=48187201
Points: 261
# Comments: 181
Article URL: https://clickclickclick.click/
Comments URL: https://news.ycombinator.com/item?id=48187054
Points: 229
# Comments: 53
Article URL: https://carette.xyz/posts/who_will_buy_your_services/
Comments URL: https://news.ycombinator.com/item?id=48185789
Points: 231
# Comments: 269
Article URL: https://www.404media.co/the-fbi-wants-to-buy-nationwide-access-to-license-plate-readers/
Comments URL: https://news.ycombinator.com/item?id=48184350
Points: 227
# Comments: 91
Article URL: https://discuss.haiku-os.org/t/my-haiku-arm64-progress/19044?page=2
Comments URL: https://news.ycombinator.com/item?id=48183579
Points: 230
# Comments: 77
Hey HN!
I'm Lukas from Andon Labs. We let AIs run companies without humans in the loop and report to the public on what can go wrong. Previously, we've done experiments in retail (vending machines, stores, and cafes), but we just launched one in the media sector. We gave four AI agents all the tools they need to both broadcast radio shows live and handle all the business side of running a media company. The agents' revenue is so far terrible (you can try to strike a sponsor deal with them if you want!), but their shows are at times hilarious. You can listen to them at andon.fm, I hope you enjoy this!
Comments URL: https://news.ycombinator.com/item?id=48183301
Points: 308
# Comments: 230
Article URL: https://techcrunch.com/2026/05/18/elon-musk-has-lost-his-lawsuit-against-sam-altman-and-openai/
Comments URL: https://news.ycombinator.com/item?id=48182754
Points: 247
# Comments: 126
https://finance.yahoo.com/markets/crypto/articles/iran-start...
Comments URL: https://news.ycombinator.com/item?id=48182592
Points: 266
# Comments: 433
Article URL: https://www.anthropic.com/news/anthropic-acquires-stainless
Comments URL: https://news.ycombinator.com/item?id=48182281
Points: 296
# Comments: 210
Article URL: https://twitter.com/Alibaba_Qwen/status/2056403591464984753
Comments URL: https://news.ycombinator.com/item?id=48181877
Points: 236
# Comments: 88
Article URL: https://archestra.ai/blog/only-responsible-ai
Comments URL: https://news.ycombinator.com/item?id=48181125
Points: 263
# Comments: 126
Article URL: https://radleybalko.substack.com/p/truth-power-and-honest-journalism
Comments URL: https://news.ycombinator.com/item?id=48181041
Points: 432
# Comments: 125
Article URL: https://blog.cloudflare.com/cyber-frontier-models/
Comments URL: https://news.ycombinator.com/item?id=48179732
Points: 250
# Comments: 90
Article URL: https://github.com/zakirullin/files.md
Comments URL: https://news.ycombinator.com/item?id=48179677
Points: 222
# Comments: 130
Article URL: https://github.com/stephenlthorn/auto-identity-remove
Comments URL: https://news.ycombinator.com/item?id=48178184
Points: 240
# Comments: 85
Article URL: https://www.nbcnews.com/tech/tech-news/former-google-ceo-booed-graduation-speech-ai-rcna345585
Comments URL: https://news.ycombinator.com/item?id=48177785
Points: 270
# Comments: 250
Article URL: https://indiepixel.de/blog/posts/where-are-the-vibecoded-photoshops/
Comments URL: https://news.ycombinator.com/item?id=48177228
Points: 202
# Comments: 251
Article URL: https://www.noemamag.com/there-is-no-hard-problem-of-consciousness/
Comments URL: https://news.ycombinator.com/item?id=48175140
Points: 186
# Comments: 450
Article URL: https://hellmood.111mb.de//wake_up_16b_writeup.html
Comments URL: https://news.ycombinator.com/item?id=48173962
Points: 161
# Comments: 31
Article URL: https://idahonews.com/news/local/two-f-18-fighter-jets-have-crashed-during-an-airshow-at-mountain-home-air-force-base
Comments URL: https://news.ycombinator.com/item?id=48173468
Points: 189
# Comments: 178
Article URL: https://gencad.github.io/
Comments URL: https://news.ycombinator.com/item?id=48173429
Points: 189
# Comments: 40
Article URL: https://www.metalevel.at/prolog/horror
Comments URL: https://news.ycombinator.com/item?id=48173268
Points: 171
# Comments: 66
Article URL: https://spectrum.ieee.org/payphone-voip
Comments URL: https://news.ycombinator.com/item?id=48172505
Points: 157
# Comments: 49
Article URL: https://twitter.com/ryangrim/status/2055992439031185782
Comments URL: https://news.ycombinator.com/item?id=48170810
Points: 186
# Comments: 120
Article URL: https://stateofsurveillance.org/news/flock-cameras-destroyed-nationwide-ice-backlash-2026/
Comments URL: https://news.ycombinator.com/item?id=48170798
Points: 390
# Comments: 285
Hey HN! We (Stephan and Thomas) recently open-sourced Semble. We kept running into the same problem while using Claude Code on large codebases: when the agent can't find something directly, it falls back to grep, reading full files or launching subagents. This uses a lot of tokens, and often still misses the relevant code. There are existing tools for this, but they were either too slow to index on demand, needed API keys, or had poor retrieval quality.
Semble is our solution for this. It combines static Model2Vec embeddings (using our latest static model: potion-code-16M) with BM25, fused via RRF and reranked with code-aware signals. Everything runs on CPU since there's no transformers involved. On our benchmark of ~1250 query/document pairs across 63 repos and 19 languages, it uses 98% fewer tokens than grep+read and reaches 99% of the retrieval quality of a 137M-parameter code-trained transformer, while being ~200x faster.
Main features:
- Token-efficient: 98% fewer tokens than grep+read
- Fast: ~250ms to index a typical repo on our benchmark, ~1.5ms per query on CPU (very large repos may take longer)
- Accurate: 0.854 NDCG@10, 99% of the best transformer setup we tested
- MCP server: drop-in for Claude Code, Cursor, Codex, OpenCode
- Zero config: no API keys, no GPU, no external services
Install in Claude Code with: claude mcp add semble -s user -- uvx --from "semble[mcp]" semble
Or check our README for other installation instructions, benchmarks, and methodology:
Semble: https://github.com/MinishLab/semble
Benchmarks: https://github.com/MinishLab/semble/tree/main/benchmarks
Model: https://huggingface.co/minishlab/potion-code-16M
Let us know if you have any feedback or questions!
Comments URL: https://news.ycombinator.com/item?id=48169874
Points: 178
# Comments: 44
Article URL: https://www.techspot.com/news/112410-security-researcher-microsoft-secretly-built-backdoor-bitlocker-releases.html
Comments URL: https://news.ycombinator.com/item?id=48168856
Points: 199
# Comments: 89
Article URL: https://www.nytimes.com/2026/05/17/world/africa/ebola-congo-uganda-who-public-health-emergency.html
Comments URL: https://news.ycombinator.com/item?id=48168708
Points: 229
# Comments: 135
Article URL: https://github.com/tech4bot/rk3562deb
Comments URL: https://news.ycombinator.com/item?id=48168668
Points: 228
# Comments: 116
Article URL: https://daringfireball.net/2026/05/ai_is_technology_not_a_product
Comments URL: https://news.ycombinator.com/item?id=48168626
Points: 222
# Comments: 78
Article URL: https://github.com/alternbits/awesome-cuda-books
Comments URL: https://news.ycombinator.com/item?id=48168485
Points: 201
# Comments: 51
Article URL: https://frederickvanbrabant.com/blog/2026-05-15-i-dont-think-ai-will-make-your-processes-go-faster/
Comments URL: https://news.ycombinator.com/item?id=48168221
Points: 242
# Comments: 176
Article URL: https://www.williamangel.net/blog/2026/05/17/offline-llm-energy-use.html
Comments URL: https://news.ycombinator.com/item?id=48168198
Points: 249
# Comments: 206
Article URL: https://justsitandgrin.im/posts/native-all-the-way-until-you-need-text/
Comments URL: https://news.ycombinator.com/item?id=48168058
Points: 235
# Comments: 161
Article URL: https://www.thestateofbrand.com/news/ai-subscription-time-bomb
Comments URL: https://news.ycombinator.com/item?id=48168056
Points: 325
# Comments: 322
Article URL: https://rutgerbregman.substack.com/p/10-signs-of-fascism-america-has-all
Comments URL: https://news.ycombinator.com/item?id=48166877
Points: 167
# Comments: 84
Article URL: https://electrek.co/2026/05/14/tesla-solar-roof-promise-vs-reality-pivot-panels/
Comments URL: https://news.ycombinator.com/item?id=48165980
Points: 168
# Comments: 171
Article URL: https://maurycyz.com/projects/mcusite/
Comments URL: https://news.ycombinator.com/item?id=48165295
Points: 211
# Comments: 17
Article URL: https://electrek.co/2026/05/16/fisker-ocean-open-source-ev-story-after-bankruptcy/
Comments URL: https://news.ycombinator.com/item?id=48164891
Points: 166
# Comments: 65
Article URL: https://lcamtuf.substack.com/p/a-nicer-voltmeter-clock
Comments URL: https://news.ycombinator.com/item?id=48164432
Points: 261
# Comments: 31
Article URL: https://crates.io/crates/zerostack/1.0.0
Comments URL: https://news.ycombinator.com/item?id=48164287
Points: 223
# Comments: 77
Article URL: https://openai.com/index/malta-chatgpt-plus-partnership/
Comments URL: https://news.ycombinator.com/item?id=48163392
Points: 265
# Comments: 300
Article URL: https://blog.ppb1701.com/the-quiet-renovation-at-bitwarden
Comments URL: https://news.ycombinator.com/item?id=48163389
Points: 287
# Comments: 137
Article URL: https://unstack.io/halt-and-catch-fire
Comments URL: https://news.ycombinator.com/item?id=48162468
Points: 190
# Comments: 101
Article URL: https://www.bloomberg.com/news/articles/2026-05-15/us-is-starting-to-see-heavy-job-losses-in-roles-exposed-to-ai
Comments URL: https://news.ycombinator.com/item?id=48162354
Points: 163
# Comments: 269
Article URL: https://blog.frankmtaylor.com/2026/05/13/you-dont-know-html-lists/
Comments URL: https://news.ycombinator.com/item?id=48161861
Points: 254
# Comments: 52
Article URL: https://www.seangoedecke.com/steering-vectors/
Comments URL: https://news.ycombinator.com/item?id=48160807
Points: 240
# Comments: 72
Article URL: https://nvlabs.github.io/Sana/WM/
Comments URL: https://news.ycombinator.com/item?id=48159445
Points: 243
# Comments: 100
Article URL: https://www.antipope.org/charlie/blog-static/fiction/accelerando/accelerando.html
Comments URL: https://news.ycombinator.com/item?id=48159241
Points: 260
# Comments: 148
Article URL: https://twitter.com/steipete/status/2055346265869721905
Comments URL: https://news.ycombinator.com/item?id=48159227
Points: 159
# Comments: 201
Article URL: https://arxiv.org/abs/2605.12357
Comments URL: https://news.ycombinator.com/item?id=48158506
Points: 218
# Comments: 57
Article URL: https://refractor.io/adhd-autism/fecal-transplants-for-autism-delivers-success-in-clinical-trials/
Comments URL: https://news.ycombinator.com/item?id=48158494
Points: 239
# Comments: 173
Article URL: https://jvns.ca/blog/2026/05/15/moving-away-from-tailwind--and-learning-to-structure-my-css-/
Comments URL: https://news.ycombinator.com/item?id=48158400
Points: 275
# Comments: 176
Article URL: https://www.theregister.com/on-prem/2026/05/01/where-to-buy-a-non-apple-non-google-smartphone/5219681
Comments URL: https://news.ycombinator.com/item?id=48158130
Points: 240
# Comments: 224
Article URL: https://user8.bearblog.dev/the-world-is-too-complicated/
Comments URL: https://news.ycombinator.com/item?id=48158065
Points: 303
# Comments: 285
Article URL: https://kabir.au/blog/the-ctf-scene-is-dead
Comments URL: https://news.ycombinator.com/item?id=48157559
Points: 252
# Comments: 219
Article URL: https://kevinpatel.xyz/posts/no-way-to-prevent-this/
Comments URL: https://news.ycombinator.com/item?id=48155690
Points: 286
# Comments: 123
Article URL: https://dynomight.net/p2p-meth/
Comments URL: https://news.ycombinator.com/item?id=48155324
Points: 199
# Comments: 253
Article URL: https://www.erlang.org/news/188
Comments URL: https://news.ycombinator.com/item?id=48155297
Points: 239
# Comments: 52
Article URL: https://analytics.fixelsmith.com/posts/sql-fraud-patterns/
Comments URL: https://news.ycombinator.com/item?id=48155212
Points: 284
# Comments: 113
Article URL: https://github.com/chiennv2000/orthrus
Comments URL: https://news.ycombinator.com/item?id=48154865
Points: 221
# Comments: 43
Article URL: https://twitter.com/mitchellh/status/2055380239711457578
Comments URL: https://news.ycombinator.com/item?id=48153379
Points: 405
# Comments: 157
Article URL: https://www.thenational.scot/news/26055524.palantir-hired-30-senior-uk-government-officials/
Comments URL: https://news.ycombinator.com/item?id=48153183
Points: 207
# Comments: 77
Article URL: https://arstechnica.com/gaming/2026/05/bill-to-keep-online-games-playable-clears-key-hurdle-in-california/
Comments URL: https://news.ycombinator.com/item?id=48152994
Points: 281
# Comments: 162
Article URL: https://twitter.com/baseballot/status/2055309076209492208
Comments URL: https://news.ycombinator.com/item?id=48152553
Points: 302
# Comments: 141
Article URL: https://blog.zulip.com/2026/05/15/announcing-zulip-foundation/
Comments URL: https://news.ycombinator.com/item?id=48152168
Points: 246
# Comments: 62
Article URL: https://www.cnbc.com/2026/05/12/waymo-recalls-3800-robotaxis-after-able-drive-into-standing-water.html
Comments URL: https://news.ycombinator.com/item?id=48151767
Points: 212
# Comments: 208
Article URL: https://github.com/oven-sh/bun/issues/30719
Comments URL: https://news.ycombinator.com/item?id=48150900
Points: 311
# Comments: 214
Article URL: https://www.gutenberg.org/
Comments URL: https://news.ycombinator.com/item?id=48150431
Points: 238
# Comments: 75
Article URL: https://projectzero.google/2026/05/pixel-10-exploit.html
Comments URL: https://news.ycombinator.com/item?id=48148460
Points: 268
# Comments: 114
Article URL: https://turso.tech/blog/the-wonders-of-ai
Comments URL: https://news.ycombinator.com/item?id=48148391
Points: 272
# Comments: 168
Article URL: https://www.fastcompany.com/91541586/amazon-workers-pressured-to-up-ai-use-extraneous-tasks
Comments URL: https://news.ycombinator.com/item?id=48148337
Points: 278
# Comments: 290
Article URL: https://radicle.dev/
Comments URL: https://news.ycombinator.com/item?id=48147603
Points: 249
# Comments: 87
Article URL: https://gazagnaire.org/blog/2026-05-14-borealis.html
Comments URL: https://news.ycombinator.com/item?id=48147058
Points: 238
# Comments: 55
Article URL: https://www.astralcodexten.com/p/the-sigmoids-wont-save-you
Comments URL: https://news.ycombinator.com/item?id=48147021
Points: 255
# Comments: 242
Article URL: https://github.com/Andyyyy64/whichllm
Comments URL: https://news.ycombinator.com/item?id=48146369
Points: 236
# Comments: 40
Article URL: https://explorer.samismith.com/
Comments URL: https://news.ycombinator.com/item?id=48146129
Points: 241
# Comments: 60
Article URL: https://claude.com/blog/how-claude-code-works-in-large-codebases-best-practices-and-where-to-start
Comments URL: https://news.ycombinator.com/item?id=48144494
Points: 239
# Comments: 155
Article URL: https://www.tristandc.com/government/news-2026-05-11-airdrop.php
Comments URL: https://news.ycombinator.com/item?id=48144380
Points: 229
# Comments: 88
Article URL: https://tmctmt.com/posts/mullvad-exit-ips-as-a-fingerprinting-vector/
Comments URL: https://news.ycombinator.com/item?id=48143880
Points: 224
# Comments: 98
https://shkspr.mobi/blog/2026/05/uk-government-kicks-out-pal...
Comments URL: https://news.ycombinator.com/item?id=48142251
Points: 349
# Comments: 124
Article URL: https://news.vt.edu/articles/2026/05/drought-united-states-la-nina-expert.html
Comments URL: https://news.ycombinator.com/item?id=48142193
Points: 221
# Comments: 84
Article URL: https://antirez.com/news/165
Comments URL: https://news.ycombinator.com/item?id=48142108
Points: 232
# Comments: 76
Article URL: https://twitter.com/tdietterich/status/2055000956144935055
Comments URL: https://news.ycombinator.com/item?id=48140922
Points: 221
# Comments: 60
Article URL: https://openai.com/index/work-with-codex-from-anywhere/
Comments URL: https://news.ycombinator.com/item?id=48140529
Points: 233
# Comments: 111
Article URL: https://blog.calif.io/p/first-public-kernel-memory-corruption
Comments URL: https://news.ycombinator.com/item?id=48139219
Points: 221
# Comments: 38
Article URL: https://jpain.io/god-damn-ai-is-making-me-dumb/
Comments URL: https://news.ycombinator.com/item?id=48139148
Points: 262
# Comments: 175
Article URL: https://github.com/DepthFirstDisclosures/Nginx-Rift
Comments URL: https://news.ycombinator.com/item?id=48138268
Points: 274
# Comments: 60
Article URL: https://arkadiyt.com/2026/05/13/removing-the-modem-and-gps-from-my-rav4/
Comments URL: https://news.ycombinator.com/item?id=48138136
Points: 256
# Comments: 101
Article URL: https://icode4.coffee/?p=1465
Comments URL: https://news.ycombinator.com/item?id=48137553
Points: 218
# Comments: 35
Article URL: https://scottjg.com/posts/2026-05-05-egpu-mac-gaming/
Comments URL: https://news.ycombinator.com/item?id=48137145
Points: 328
# Comments: 86
Article URL: https://www.agweb.com/news/usda-projects-smallest-us-wheat-harvest-1972-due-plains-drought
Comments URL: https://news.ycombinator.com/item?id=48134993
Points: 234
# Comments: 160
Article URL: https://github.com/oven-sh/bun/pull/30412
Comments URL: https://news.ycombinator.com/item?id=48132488
Points: 299
# Comments: 357
Article URL: https://www.anthropic.com/news/claude-for-small-business
Comments URL: https://news.ycombinator.com/item?id=48130950
Points: 265
# Comments: 192
Article URL: https://github.com/DrCatHicks/learning-opportunities
Comments URL: https://news.ycombinator.com/item?id=48130679
Points: 217
# Comments: 46
Article URL: https://blogs.cisco.com/news/our-path-forward
Comments URL: https://news.ycombinator.com/item?id=48130123
Points: 244
# Comments: 274
Article URL: http://www.scorch2000.com/web/
Comments URL: https://news.ycombinator.com/item?id=48129694
Points: 251
# Comments: 99
I wanted to try codex after 5 months of claude code max subscription. And then I went back to my previous projects on claude design only to realize I don't have access to them anymore.
This is a first. I never lost access to any of my past sessions because I unsubscribed in any of the LLM apps.
I actually wanted to try out codex previously, but had similar experience with my credits. They gave extra credits equivalent to my montly subscription price, with some time limit because claude has so many issues that month. And as soon as plan ended. I lost access to the credits. Even after resubscribing, I still don't have access to those credits.
I have sympathies towards the engineers, especially the ones that are putting themselves on X. But only when someone with large following has some issue, they sort it out.
Having worked at a billing company, I can see how complex contracts sound good for the growth/sales folks but are also horrible for engineers actually implementing those contracts. Their complex rate limiting which is now a norm, identifying other harnesses to count them against extra usage are all probably not easy to implement without very rough edge cases. But all the "bugs" are just where the user gets screwed is what is problematic.
I just wanted to post this here, after tagging them multiple times on X to alert other users.
Comments URL: https://news.ycombinator.com/item?id=48128003
Points: 253
# Comments: 70
Article URL: https://www.propublica.org/article/evicore-health-insurance-denials-cigna-unitedhealthcare-aetna-prior-authorizations
Comments URL: https://news.ycombinator.com/item?id=48126000
Points: 215
# Comments: 201
Article URL: https://www.jdhodges.com/blog/macbook-neo-benchmarks-analysis/
Comments URL: https://news.ycombinator.com/item?id=48125617
Points: 295
# Comments: 356
Article URL: https://ossresistance.com/
Comments URL: https://news.ycombinator.com/item?id=48123015
Points: 245
# Comments: 78
Article URL: https://fredchan.org/blog/locality-domains-guide/
Comments URL: https://news.ycombinator.com/item?id=48122635
Points: 274
# Comments: 76
Article URL: https://avkcode.github.io/blog/us-winning-ai-race.html
Comments URL: https://news.ycombinator.com/item?id=48121929
Points: 229
# Comments: 645
Article URL: https://nltimes.nl/2026/05/13/dutch-suicide-prevention-hotline-shares-visitor-data-tech-companies
Comments URL: https://news.ycombinator.com/item?id=48121299
Points: 248
# Comments: 183
Article URL: https://jorijn.com/en/blog/leaving-github-for-forgejo/
Comments URL: https://news.ycombinator.com/item?id=48121266
Points: 315
# Comments: 171
Article URL: https://monokai.com/articles/how-i-moved-my-digital-stack-to-europe/
Comments URL: https://news.ycombinator.com/item?id=48120629
Points: 263
# Comments: 180
Article URL: https://sockpuppet.org/blog/2026/05/12/emacsification/
Comments URL: https://news.ycombinator.com/item?id=48118727
Points: 291
# Comments: 191
Article URL: https://arxiv.org/abs/2605.08419
Comments URL: https://news.ycombinator.com/item?id=48117810
Points: 272
# Comments: 64
Article URL: https://www.spacex.com/updates#starship-v3
Comments URL: https://news.ycombinator.com/item?id=48116781
Points: 248
# Comments: 398
Article URL: https://www.savethearchive.com/newsleaders/
Comments URL: https://news.ycombinator.com/item?id=48115807
Points: 248
# Comments: 59
Article URL: https://arstechnica.com/tech-policy/2026/05/drop-database-what-not-to-do-after-losing-an-it-job/
Comments URL: https://news.ycombinator.com/item?id=48115438
Points: 313
# Comments: 238
Article URL: https://github.com/FULU-Foundation/OrcaSlicer-bambulab
Comments URL: https://news.ycombinator.com/item?id=48115127
Points: 254
# Comments: 105
Article URL: https://www.eff.org/deeplinks/2026/05/eff-fourth-circuit-electronic-device-searches-border-require-warrant
Comments URL: https://news.ycombinator.com/item?id=48115059
Points: 234
# Comments: 48
Article URL: https://github.com/Genymobile/scrcpy/releases/tag/v4.0
Comments URL: https://news.ycombinator.com/item?id=48114356
Points: 258
# Comments: 39
Article URL: https://typesetinthefuture.com/2016/02/18/futuristic/
Comments URL: https://news.ycombinator.com/item?id=48113895
Points: 250
# Comments: 32
Article URL: https://lists.thekelleys.org.uk/pipermail/dnsmasq-discuss/2026q2/018471.html
Comments URL: https://news.ycombinator.com/item?id=48112042
Points: 238
# Comments: 118
Hey HN, Henry here from Cactus. We open-sourced Needle, a 26M parameter function-calling (tool use) model. It runs at 6000 tok/s prefill and 1200 tok/s decode on consumer devices.
We were always frustrated by the little effort made towards building agentic models that run on budget phones, so we conducted investigations that led to an observation: agentic experiences are built upon tool calling, and massive models are overkill for it. Tool calling is fundamentally retrieval-and-assembly (match query to tool name, extract argument values, emit JSON), not reasoning. Cross-attention is the right primitive for this, and FFN parameters are wasted at this scale.
Simple Attention Networks: the entire model is just attention and gating, no MLPs anywhere. Needle is an experimental run for single-shot function calling for consumer devices (phones, watches, glasses...).
Training: - Pretrained on 200B tokens across 16 TPU v6e (27 hours) - Post-trained on 2B tokens of synthesized function-calling data (45 minutes) - Dataset synthesized via Gemini with 15 tool categories (timers, messaging, navigation, smart home, etc.)
You can test it right now and finetune on your Mac/PC: https://github.com/cactus-compute/needle
The full writeup on the architecture is here: https://github.com/cactus-compute/needle/blob/main/docs/simp...
We found that the "no FFN" finding generalizes beyond function calling to any task where the model has access to external structured knowledge (RAG, tool use, retrieval-augmented generation). The model doesn't need to memorize facts in FFN weights if the facts are provided in the input. Experimental results to published.
While it beats FunctionGemma-270M, Qwen-0.6B, Granite-350M, LFM2.5-350M on single-shot function calling, those models have more scope/capacity and excel in conversational settings. We encourage you to test on your own tools via the playground and finetune accordingly.
This is part of our broader work on Cactus (https://github.com/cactus-compute/cactus), an inference engine built from scratch for mobile, wearables and custom hardware. We wrote about Cactus here previously: https://news.ycombinator.com/item?id=44524544
Everything is MIT licensed. Weights: https://huggingface.co/Cactus-Compute/needle GitHub: https://github.com/cactus-compute/needle
Comments URL: https://news.ycombinator.com/item?id=48111896
Points: 231
# Comments: 81
Article URL: https://duckdb.org/2026/05/12/quack-remote-protocol
Comments URL: https://news.ycombinator.com/item?id=48111765
Points: 300
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Article URL: https://deepmind.google/blog/ai-pointer/
Comments URL: https://news.ycombinator.com/item?id=48111581
Points: 245
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https://www.reddit.com/r/Android/comments/1tb8xls/introducin...
Comments URL: https://news.ycombinator.com/item?id=48111545
Points: 278
# Comments: 373
Article URL: https://www.eff.org/deeplinks/2026/05/canadas-bill-c-22-repackaged-version-last-years-surveillance-nightmare
Comments URL: https://news.ycombinator.com/item?id=48111531
Points: 286
# Comments: 90
Article URL: https://arstechnica.com/ai/2026/05/amazon-employees-are-tokenmaxxing-due-to-pressure-to-use-ai-tools/
Comments URL: https://news.ycombinator.com/item?id=48110529
Points: 245
# Comments: 246
Article URL: https://obsidian.md/blog/future-of-plugins/
Comments URL: https://news.ycombinator.com/item?id=48109970
Points: 275
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Article URL: https://www.epicfurious.com/
Comments URL: https://news.ycombinator.com/item?id=48109519
Points: 285
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Article URL: https://www.jeffgeerling.com/blog/2026/bambu-lab-abusing-open-source-social-contract/
Comments URL: https://news.ycombinator.com/item?id=48109224
Points: 504
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Article URL: https://www.bbc.com/news/articles/c202pgxx89lo
Comments URL: https://news.ycombinator.com/item?id=48108313
Points: 208
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Article URL: https://blog.maximeheckel.com/posts/on-rendering-the-sky-sunsets-and-planets/
Comments URL: https://news.ycombinator.com/item?id=48107997
Points: 311
# Comments: 26
Article URL: https://www.cnbc.com/2026/05/12/tiktok-instagram-social-media-addictive-eu-crack-down.html
Comments URL: https://news.ycombinator.com/item?id=48106534
Points: 300
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Article URL: https://matklad.github.io/2026/05/12/software-architecture.html
Comments URL: https://news.ycombinator.com/item?id=48106024
Points: 284
# Comments: 56
Article URL: http://www.typewritten.org/Media/
Comments URL: https://news.ycombinator.com/item?id=48104428
Points: 242
# Comments: 82
https://www.instructure.com/incident_update#:~:text=STATUS%2...
https://www.nytimes.com/2026/05/12/us/canvas-instructure-hac..., https://archive.ph/HIkdn
Comments URL: https://news.ycombinator.com/item?id=48103668
Points: 240
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Article URL: https://claude.com/blog/claude-platform-on-aws
Comments URL: https://news.ycombinator.com/item?id=48103042
Points: 212
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Article URL: https://github.com/davmlaw/they_live_adblocker
Comments URL: https://news.ycombinator.com/item?id=48102700
Points: 253
# Comments: 87
Article URL: https://github.com/TanStack/router/issues/7383
Comments URL: https://news.ycombinator.com/item?id=48100706
Points: 232
# Comments: 58
Article URL: https://martin.sh/i-let-ai-build-a-tool-to-help-me-figure-out-what-was-waking-me-up-at-night/
Comments URL: https://news.ycombinator.com/item?id=48100662
Points: 254
# Comments: 261
Article URL: https://thinkingmachines.ai/blog/interaction-models/
Comments URL: https://news.ycombinator.com/item?id=48100524
Points: 225
# Comments: 26
Article URL: https://about.gitlab.com/blog/gitlab-act-2/
Comments URL: https://news.ycombinator.com/item?id=48100500
Points: 533
# Comments: 517
Article URL: https://medium.com/@NMitchem/if-ai-writes-your-code-why-use-python-bf8c4ba1a055
Comments URL: https://news.ycombinator.com/item?id=48100433
Points: 521
# Comments: 564
Article URL: https://www.flyingpenguin.com/can-someone-please-explain-whether-cloudflare-blackmailed-canonical/
Comments URL: https://news.ycombinator.com/item?id=48098537
Points: 264
# Comments: 149
Article URL: https://stemcell.ucla.edu/news/ucla-discovers-first-stroke-rehabilitation-drug-repair-brain-damage
Comments URL: https://news.ycombinator.com/item?id=48098261
Points: 348
# Comments: 69
Article URL: https://en.globes.co.il/en/article-microsoft-israel-chief-leaves-amid-ethical-controversy-1001542602
Comments URL: https://news.ycombinator.com/item?id=48097796
Points: 190
# Comments: 134
Article URL: https://nvlabs.github.io/cuda-oxide/index.html
Comments URL: https://news.ycombinator.com/item?id=48096692
Points: 333
# Comments: 103
Article URL: https://www.seangoedecke.com/software-engineering-may-no-longer-be-a-lifetime-career/
Comments URL: https://news.ycombinator.com/item?id=48095550
Points: 309
# Comments: 528
Unlocked: https://www.nytimes.com/2026/05/11/us/politics/google-hacker..., https://archive.ph/I4Ui5
https://apnews.com/article/google-ai-cybersecurity-exploitat...
https://www.cnbc.com/2026/05/11/google-thwarts-effort-hacker...
Comments URL: https://news.ycombinator.com/item?id=48094641
Points: 229
# Comments: 172
Article URL: https://ratty-term.org/
Comments URL: https://news.ycombinator.com/item?id=48093100
Points: 584
# Comments: 189
Article URL: https://www.nytimes.com/2026/05/09/business/dealbook/ai-notetakers-legal-risk.html
Comments URL: https://news.ycombinator.com/item?id=48093043
Points: 219
# Comments: 160
Article URL: https://daniel.haxx.se/blog/2026/05/11/mythos-finds-a-curl-vulnerability/
Comments URL: https://news.ycombinator.com/item?id=48091737
Points: 603
# Comments: 249
Article URL: https://www.openculture.com/2024/10/the-greatest-shot-in-television.html
Comments URL: https://news.ycombinator.com/item?id=48090521
Points: 333
# Comments: 184
Article URL: https://blog.k10s.dev/im-going-back-to-writing-code-by-hand/
Comments URL: https://news.ycombinator.com/item?id=48090029
Points: 905
# Comments: 559
Article URL: https://www.jamesshore.com/v2/blog/2026/you-need-ai-that-reduces-your-maintenance-costs
Comments URL: https://news.ycombinator.com/item?id=48089289
Points: 342
# Comments: 100
Article URL: https://jola.dev/posts/running-local-models-on-m4
Comments URL: https://news.ycombinator.com/item?id=48089091
Points: 533
# Comments: 157
Article URL: https://cyber.netsecops.io/articles/obsidian-plugin-abused-in-campaign-to-deploy-phantom-pulse-rat/
Comments URL: https://news.ycombinator.com/item?id=48088576
Points: 347
# Comments: 207
Article URL: https://grapheneos.social/@GrapheneOS/116550899908879585
Comments URL: https://news.ycombinator.com/item?id=48086190
Points: 2059
# Comments: 695
Article URL: https://nesbitt.io/2026/02/03/incident-report-cve-2024-yikes.html
Comments URL: https://news.ycombinator.com/item?id=48086082
Points: 676
# Comments: 166
What are you working on? Any new ideas that you're thinking about?
Comments URL: https://news.ycombinator.com/item?id=48085993
Points: 258
# Comments: 956
Article URL: https://unix.foo/posts/local-ai-needs-to-be-norm/
Comments URL: https://news.ycombinator.com/item?id=48085821
Points: 1740
# Comments: 689
Article URL: https://www.cocoawithlove.com/blog/matrix-multiplications-swift.html
Comments URL: https://news.ycombinator.com/item?id=48085685
Points: 200
# Comments: 10
And for any mothers here, happy Mother's Day.
Comments URL: https://news.ycombinator.com/item?id=48085384
Points: 369
# Comments: 160
Article URL: https://ycombinator.fyi/
Comments URL: https://news.ycombinator.com/item?id=48085314
Points: 264
# Comments: 92
Article URL: https://dbushell.com/2026/04/29/github-is-sinking/
Comments URL: https://news.ycombinator.com/item?id=48085095
Points: 253
# Comments: 161
Article URL: https://brennan.io/2026/05/09/pinball-and-escrow/
Comments URL: https://news.ycombinator.com/item?id=48082968
Points: 346
# Comments: 124
Article URL: https://allendowney.github.io/ThinkLinearAlgebra/index.html
Comments URL: https://news.ycombinator.com/item?id=48082396
Points: 217
# Comments: 32
Article URL: https://g5t.de/articles/20260510-task-paralysis-and-ai/index.html
Comments URL: https://news.ycombinator.com/item?id=48081469
Points: 253
# Comments: 129
Article URL: https://lists.debian.org/debian-devel-announce/2026/05/msg00001.html
Comments URL: https://news.ycombinator.com/item?id=48081245
Points: 366
# Comments: 163
This is ymawky, a static file web server for MacOS written entirely in ARM64 assembly. It supports GET, PUT, DELETE, HEAD, and OPTIONS requests, and supports Range: bytes=X-Y headers (which allows scrubbing for video streaming). It decodes percent-encoded URLs, strictly enforces docroot, serves custom error pages for any HTTP error response, supports directory listing, and has (some) mitigations against slowloris-like attacks.
I’ve also written a more detailed writeup here: https://imtomt.github.io/ymawky/
Comments URL: https://news.ycombinator.com/item?id=48080587
Points: 415
# Comments: 222
Article URL: https://reclaimthenet.org/france-moves-to-break-encrypted-messaging
Comments URL: https://news.ycombinator.com/item?id=48078811
Points: 279
# Comments: 132
Article URL: https://sundaicity.com/blogs/getting-arrested-in-japan
Comments URL: https://news.ycombinator.com/item?id=48078647
Points: 254
# Comments: 309
Article URL: https://github.com/ThatXliner/rust-but-lisp
Comments URL: https://news.ycombinator.com/item?id=48078575
Points: 201
# Comments: 71