🏡


to read (pdf)

  1. Building a Pipeline for Agentic Malware Analysis | Tim Blazytko
  2. Study of Binaries Created with Rust through Reverse Engineering - JPCERT/CC Eyes | JPCERT Coordination Center official Blog
  3. Letting AI Actively Manage Its Own Context | æ˜Žć€©çš„äčŒäș‘
  4. Garden Offices for Sale UK - Portable Space
  5. Cord: Coordinating Trees of AI Agents | June Kim

  1. March 19, 2026
    1. 🔗 r/york LOST Hearing Aid rss

      I hope it's ok to put this here, but if anyone finds a single hearing aid that's been lost in York today around Gillygate, Minster, Grape Lane area please let me know :( very expensive and missed badly.

      submitted by /u/3pandora8
      [link] [comments]

    2. 🔗 r/reverseengineering A Copy-Paste Bug That Broke PSpice¼ AES-256 Encryption rss
    3. 🔗 r/wiesbaden Suchen gĂŒnstige Hochzeitslocation in und um Wiesbaden rss

      Wir wollen gerne 2027 heiraten und suchen seit einiger Zeit eine Location fĂŒr 60-80 GĂ€ste. Das Catering möchten wir von extern buchen, suchen also hauptsĂ€chlich einen Raum, der gut angebunden liegt. Man sollte von dort gut zu Fuß zu Hotels kommen können, nur mit kurzem Uber, oder mit der Bahn/ Bus nach Wiesbaden. Die meisten RĂ€umlichkeiten haben leider immer ihr eigenes Catering oder wollen sehr hohe Mietpreise haben. Vorspeisen und Nachspeisen wollen wir aber selber organisieren, daher lieber externes Catering. Kennt jemand eine gute Location?

      Wir sind auch offen fĂŒr Grillanlagen etc. Solange feste SanitĂ€ranlagen vorhanden sind. 2 Familienmitglieder brauchen Rollator und können nicht gut Treppen steigen.

      submitted by /u/Coffeeschnaps
      [link] [comments]

    4. 🔗 milankovo/renimp v1.0.0 release
    5. 🔗 r/wiesbaden Scientology missioniert in der Innenstadt rss

      Vor dem Galeria Karstadt steht ein dunkelrotes Standzelt mit lustigen Ballons. Auf den Tischen sind Werke von L . Ron Hubbard, dem GrĂŒnder von Scientology, ohne das explizit die Sekte genannt wird. Das ist keine einfache Science Fiction! Redet bitte bloß nicht mit diesen Menschen!

      submitted by /u/Extension-Cry225
      [link] [comments]

    6. 🔗 r/Harrogate Train station shop rss

      The one inside the station that had a stock level as if it was in North Korea - has it shut down already? Looks that way


      submitted by /u/DoughnutHairy9943
      [link] [comments]

    7. 🔗 r/Leeds Litter on Hyde park rss

      Seriously, to the people leaving their rubbish all over Hyde Park every night, f*ck you!! The groundsmen should be tending to the park in the morning, not picking your shit up.

      submitted by /u/OkEstate4349
      [link] [comments]

    8. 🔗 r/york Odd York Mix article on markets and nights out rss

      Odd York Mix article on markets and nights out | Come on ChatGPT, let’s just have a little rest and you’ll be thinking normally again soon
 submitted by /u/sneck123
      [link] [comments]
      ---|---

    9. 🔗 r/Yorkshire Tan Hill Inn Illustration rss

      Tan Hill Inn Illustration | submitted by /u/richbart1234
      [link] [comments]
      ---|---

    10. 🔗 r/reverseengineering Using LLM and Ghidra to analyze malware (Part 1) rss
    11. 🔗 r/reverseengineering CRITICAL (9.8) - CVE-2026-32746 GNU telnetd Buffer Overflow + PoC rss
    12. 🔗 matklad Consensus Board Game rss

      Consensus Board Game

      Mar 19, 2026

      I have an early adulthood trauma from struggling to understand consensus amidst a myriad of poor explanations. I am overcompensating for that by adding my own attempts to the fray. Today, I want to draw a series of pictures which could be helpful. You can see this post as a set of missing illustrations for Notes on Paxos, or, alternatively, you can view that post as a more formal narrative counter-part for the present one.

      The idea comes from my mathematics of consensus lecture, with versions in English and Russian.

      The Preamble

      I am going to aggressively hand wave the details away, please refer to Notes for filling in the blanks.

      And, before we begin, I want to stress again that here I am focusing strictly on the mathematics behind the algorithm, on the logical structure of the universe that makes some things impossible, and others doable. Consensus is but a small part of the engineering behind real data management systems, and I might do something about pragmatics of consensus at some point, just not today ;)

      The Problem

      There’s a committee of five members that tries to choose a color for a bike shed, but the committee members are not entirely reliable. We want to arrive at a decision even if some members of the committee are absent.

      The Vote

      The fundamental idea underpinning consensus is simple majority vote. If R0, 
 R4 are the five committee members, we can use the following board to record the votes:

      A successful vote looks like this:

      Here, red collected 3 out of 5 votes and wins. Note that R4 hasn’t voted yet. It might, or might not do so eventually, but that won’t affect the outcome.

      The problem with voting is that it can get stuck like this:

      Here, we have two votes for red, two votes for blue, but the potential tie- breaker, R4, voted for green, the rascal!

      To solve split vote, we are going to designate R0 as the committee’s leader, make it choose the color, and allow others only to approve. Note that meaningful voting still takes place, as someone might abstain from voting — you need at least 50% turnout for the vote to be complete:

      Here, R0, the leader (marked with yellow napoleonic bicorne), choose red, R2 and R3 acquiesced, so the red “won”, even as R1 and R4 abstained (x signifies absence of a vote).

      The problem with this is that our designated leader might be unavailable itself:

      The Board

      Which brings us to the central illustration that I wanted to share. What are we going to do now is to multiply our voting. Instead of conducting just one vote with a designated leader, the committee will conduct a series of concurrent votes, where the leaders rotate in round-robin pattern. This gives rise to the following half-infinite 2D board on which the game of consensus is played:

      Each column plays independently. If you are a leader in a column, and your cell is blank, you can choose whatever color. If you are a follower, you need to wait until column’s leader decision, and then you can either fill the same color, or you can abstain. After several rounds the board might end up looking like this:

      The benefit of our 2D setup is that, if any committee member is unavailable, their columns might get stuck, but, as long as the majority is available, some column somewhere might still complete. The drawback is that, while individual column’s decision is clear and unambiguous, the outcome of the board as whole is undefined. In the above example, there’s a column where red wins, and a column where blue wins.

      So what we are going to do is to scrap the above board as invalid, and instead require that any two columns that achieved majorities must agree on the color. In other words, the outcome of the entire board is the outcome of any of its columns, whichever finishes first, and the safety condition is that no two colors can reach majorities in different columns.

      Let’s take a few steps back when the board wasn’t yet hosed, and try to think about the choice of the next move from the perspective of R3:

      As R3 and the leader for your column, you need to pick a color which won’t conflict with any past or future decisions in other columns. Given that there are some greens and blues already, it feels like maybe you shouldn’t pick red
 But it could be the case that the three partially filled columns won’t move anywhere in the future, and the first column gets a solid red line! Though choices! You need to worry about the future and the infinite number of columns to your right!

      Luckily, the problem can be made much easier if we assume that everyone plays by the same rules, in which case it’s enough to only worry about the columns to your left. Suppose that you, and everyone else is carefully choosing their moves to not conflict with the columns to the left. Then, if you chose red, your column wins, and subsequently some buffoon on the right chooses green, it’s their problem, because you are to their left.

      So let’s just focus on the left part of the board. Again, it seems like blue or green might be good bets, as they are already present on the board, but there’s a chance that the first column will eventually vote for red. To prevent that, what we are going to do is to collect a majority of participants (R0, R2, R3) and require them to commit to not voting in the first columns. Actually, for that matter, let’s prevent them from voting in any column to the left:

      Here, you asked R0, R2 and R3 to abstain from casting further votes in the first three columns, signified by black x. With this picture, we can now be sure that red can not win in the first column — no color can win there, because only two out of the five votes are available there!

      Still, we have the choice between green and blue, which one should we pick? The answer is the rightmost. R2, the participant that picked blue in the column to our immediate left, was executing the same algorithm. If they picked blue, they did it because they knew for certain that the second column can’t eventually vote for green. R2 got a different majority of participants to abstain from voting in the second column, and, while we, as R3, don’t know which majority that was, we know that it exists because we know that R2 did pick blue, and we assume fair play.


      That’s all for today, that’s the trick that makes consensus click, in the abstract. In a full distributed system the situation is more complicated. Each participant only sees its own row, the board as a whole remains concealed. Participants can learn something about others’ state by communicating, but the knowledge isn’t strongly anchored at time. By the time a response is received the answer could as well be obsolete. And yet, the above birds-eye view can be implemented in a few exchanges of messages.

      Please see the Notes for further details.

    13. 🔗 Console.dev newsletter Oat rss

      Description: Ultra-lightweight HTML + CSS components.

      What we like: Zero dependencies. No frameworks or build requirements. Uses semantic HTML with all styling done through CSS variables, so can be easily customized. Very small (6KB CSS, 2KB JS).

      What we dislike: Not yet fully 1.0, but already feels quite complete.

    14. 🔗 Console.dev newsletter pgit rss

      Description: Git CLI with Postgres backend.

      What we like: Git compatible CLI, but everything is stored in Postgres rather than on disk. Makes all commits queryable. Everything is delta compressed for efficiency. Makes it easy to query for repo stats like size trends or churn detection. Full text search across the history.

      What we dislike: Requires Postgres, obviously.

  2. March 18, 2026
    1. 🔗 IDA Plugin Updates IDA Plugin Updates on 2026-03-18 rss

      IDA Plugin Updates on 2026-03-18

      New Releases:

      Activity:

      • binlex
      • capa
        • 6579e01d: fix(freeze): use get_base_address in dumps_dynamic
        • 7090aa9c: fix(range): correct unbounded max sentinel precedence
      • CTFStuff
      • DriverBuddy-7.4-plus
        • 3b49793c: Sync auto-gpt5-implementation.yml from .github repo
        • 82418587: Sync auto-sec-scan.yml from .github repo
        • 034e020f: Sync auto-label.yml from .github repo
      • efiXplorer
        • 59cb0dd0: refactor load_file function, add message if we are not able to load a

        • 2f7cc22a: update build.py script (#135)
      • FirmAgent
      • IDA-MCP
        • 703ea34d: Make autonomous an explicit open_in_ida parameter
        • 74e09222: Configure autonomous open_in_ida startup by default
        • 2d3536ec: Refine open_in_ida launch flow and remove redundant tools
      • ida-pro-mcp
        • 5bdafa2f: Merge pull request #302 from mrexodia/version-coverage
        • 09e7ecf5: Restructure approval
        • 1044274c: Add IDA 9.0-9.3 in the matrix
      • ida-sdk
        • 5ba73c16: idapython: Improve build system portability and update for SWIG 4.4/P

        • 7c254836: ci: Add IDAPython build pipeline with per-platform scheduling
        • 25195dc4: build: Update ida-cmake submodule commit
        • ebb1d935: build: Update IDAPython makefile for new lib dir naming
        • 5da373a9: build: Rename lib dirs to remove compiler names and add arm64 linux libs
      • IDAPluginList
        • d63a13b1: chore: Auto update IDA plugins (Updated: 19, Cloned: 0, Failed: 0)
      • idasql
        • f7a0a146: v0.0.13: Improved graph navigation, new convenience views, performance
      • IDAssist
      • ProtoCMiner
      • python-elpida_core.py
        • 68068782: x_bridge: harvest from d15/ broadcasts (LLM-synthesized) instead of D

        • 8288d700: x_bridge: fix regex to stop at Parliament reasoning, skip generic ten

        • e03fd1c0: x_bridge: filter FORK_ emissions, extract D15 synthesis, consonance ≄ 
        • 7ce9a351: Fix _s3_bridge → _get_s3(): wrong attribute name crashed cycle 100
        • a034e421: Add x_approve CLI and read_cloud_runs utility
        • cb0837b1: Add X bridge Phase 1: text-only tweet pipeline with governance gate
        • 9d9da560: Fix P055 drift logging keys, add fork evidence gate (≄3), filter UNDE

      • Rikugan
        • b43e6fa1: fix(settings): restore OAuth consent check for pasted tokens, fix dea

        • 3e241e6c: fix(settings): remove modal-on-modal OAuth consent check from _on_accept
        • d137d82f: fix(auth): remove startup OAuth dialog, fix QDialogButtonBox crash
        • ef5e23cc: fix(auth): enforce OAuth consent and add checkbox in settings
      • Things
        • 4f652ae8: mndb: Remove requests dependency
        • 597e7c3e: ps1: More robust venv display
    2. 🔗 r/reverseengineering Building a Pipeline for Agentic Malware Analysis rss
    3. 🔗 r/Leeds nice places to eat alone in leeds rss

      hello!! i'm visiting leeds soon by myself for a concert and i want to go out somewhere for food beforehand but i'm quite nervous when eating alone so i prefer places that aren't too cramped/have tables too close together, and will not be packed but also won't be empty (i feel too seen either way). i want to avoid getting fast food if i can so i thought i'd ask for suggestions! food- wise i don't generally go for asian food because it typically has ingredients i'm not keen on unfortunately. thanks!!

      submitted by /u/nek-uno
      [link] [comments]

    4. 🔗 r/Harrogate Anyone know of a personal trainer in Harrogate who does home visits? rss

      Looking for a PT who will come to me rather than training at a gym. Ideally someone who brings their own kit. I've got a garage and a garden so space isn't an issue, I just don't want the faff of going somewhere.

      Anyone used anything like this locally or know if it exists?

      submitted by /u/BeachedWhale1307
      [link] [comments]

    5. 🔗 r/Yorkshire Selling 2 tickets for Wutang Clan rss
    6. 🔗 r/Yorkshire The nut
 Hawes rss
    7. 🔗 r/Yorkshire 26 Children paid the price rss

      26 Children paid the price | Barnsley has a rich history in coal mining. This is the tragic story about the forgotten Huskar pit disaster 1838. This short doc is about how 26 children aged as low as 7yrs paid the price. This tragedy ultimatley had a lasting effect on laws in Britain. submitted by /u/9arke1
      [link] [comments]
      ---|---

    8. 🔗 r/LocalLLaMA So nobody's downloading this model huh? rss

      So nobody's downloading this model huh? | Disappointed in the performance myself too :/ The last good Mistral model I can remember was Nemo, which led to a lot of good finetunes. submitted by /u/KvAk_AKPlaysYT
      [link] [comments]
      ---|---

    9. 🔗 HexRaysSA/plugin-repository commits sync repo: +2 plugins, +2 releases rss
      sync repo: +2 plugins, +2 releases
      
      ## New plugins
      - [FridaTools](https://github.com/ys1231/idafridascript) (0.0.3)
      - [Frida_Tools](https://github.com/ys1231/idafridascript) (0.0.2)
      
    10. 🔗 r/york 35/F tryna make friends while traveling in UK rss

      hi! I might be going to York in a few days. I'm looking for friends that I might get along with. Preferably 30+ up years old so our interest maybe align.

      submitted by /u/SimpleMe_98
      [link] [comments]

    11. 🔗 r/Harrogate Brimham Rocks rss

      The website says that parking is pay and display (coins only). I could swear that the last time I went up there a couple of years ago I paid for parking at the machine by card. Am I just mis-remembering? Has anyone been up there recently and remember how they paid? Thanks

      submitted by /u/purte
      [link] [comments]

    12. 🔗 r/reverseengineering Reverse-engineering Claude Code: mapping minified variable names, sandbox-exec SBPL policies, and inconsistent safety behaviors across agent boundaries rss
    13. 🔗 r/Yorkshire Yorkshire-Men. What's the most manly thing you've ever done, that no one saw thi do? rss
    14. 🔗 r/Yorkshire 14 Year old Sheffield Motorcycle Rider old Hudson Cooper talks about his Racing Journey to the Moto4 British Cup at British Superbikes rss

      14 Year old Sheffield Motorcycle Rider old Hudson Cooper talks about his Racing Journey to the Moto4 British Cup at British Superbikes | submitted by /u/RyuOnline
      [link] [comments]
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    15. 🔗 r/LocalLLaMA Omnicoder-Claude-4.6-Opus-Uncensored-GGUF rss

      Hello everyone. My previous post in this thread on reddit recieved a lot of upvotes and warm and great feedback. Thank you very much guys. So I decided to improve and refine my workflow even further via merging more Qwen 3.5 9B models this time.

      Introducing OmniClaw model crafted on real Claude Code / Codex agentic sessions from the DataClaw dataset collection.
      https://huggingface.co/LuffyTheFox/OmniClaw-Claude-4.6-Opus-Uncensored-GGUF

      Omnicoder distilled by Claude Opus:
      https://huggingface.co/LuffyTheFox/Omnicoder-Claude-4.6-Opus-Uncensored-GGUF

      And OmniRP model for creative writing and stories:
      https://huggingface.co/LuffyTheFox/OmniRP-Claude-4.6-Opus-Uncensored-GGUF

      All models are fully uncensored with zero refusals.

      For all models only Q8_0 quants availble. Other quants have very bad quality.

      Merges for models has been made via this Add Difference python script: https://pastebin.com/xEP68vss
      I preserved GGUF header and metadata structure for compability.

      Frankly saying I was surpised how ... stupid Claude Opus 4.6 is. It broke this simple Python script almost 10 times when i asked him to add huggingface upload feature and chat template change feature in GGUF file.

      So for Omnicoder my merge has been made via following models:

      1. Latest update for Jackrong model trained on distilled dataset from Claude Opus: https://huggingface.co/Jackrong/Qwen3.5-9B-Claude-4.6-Opus-Reasoning-Distilled-v2-GGUF
      2. HauhauCS uncensored Qwen 3.5 9B model https://huggingface.co/HauhauCS/Qwen3.5-9B-Uncensored-HauhauCS-Aggressive
      3. Omnicoder made by Tesslate: https://huggingface.co/Tesslate/OmniCoder-9B-GGUF
      4. And i used Bartowski quant as base: https://huggingface.co/bartowski/Qwen_Qwen3.5-9B-GGUF

      For OmniClaw I merged my Omnicoder merge with this model from empero-ai:
      https://huggingface.co/empero-ai/Qwen3.5-9B-Claude-Code-GGUF

      For OmniRP I merged my Omnicoder merge with model from nbeerbower:
      https://huggingface.co/nbeerbower/Qwen3.5-9B-Writing-DPO

      I think it's best thing what we have now in terms of UGI (Uncensored General Intelligence) for small 9B model based on Qwen 3.5 9B architecture.

      Feel free to test it in Open Claw and share your results.

      Currently I am using only OmniClaw Q8_0 quant on my RTX 3060 12 GB. It doesn't sound robotic with good system prompt and has good knowledge for 9B model.

      submitted by /u/EvilEnginer
      [link] [comments]

    16. 🔗 r/reverseengineering WSL, COM Hooking, & RTTI. Introduction rss
    17. 🔗 r/LocalLLaMA My company just handed me a 2x H200 (282GB VRAM) rig. Help me pick the "Intelligence" ceiling. rss

      My workplace just got a server equipped with 2x Nvidia H200 GPUs (141GB HBM3e each). I've been asked to test LLMs on it since they know "I do that at home".

      While I have experience with smaller local setups, 282GB of VRAM is a different beast entirely. I want to suggest something more "interesting" and powerful than just the standard gpt oss or something. Im interested in raw "intelligence" over ultra high speeds. So what models / quants would you suggest for them to put on it?

      EDIT: They were actually a bit more specific about the use case. They want to use the LLM for local coding for the developers IDE (code completion and generation as well as reviews). The person I spoke to was also really interested in OpenClaw and AI agents and that I could set one up for us to evaluate once I found a good model. So its basically a playground for us.

      EDIT2: So sorry, I cannot reply to all of your comments. Thanks so much for your responses. I will evaluate and try different models. Also I understood I need to learn a lot about these high end Inference machines and the models that I can run on them. Guess I will grow into this role.

      submitted by /u/_camera_up
      [link] [comments]

    18. 🔗 r/LocalLLaMA MiniMax-M2.7 Announced! rss
    19. 🔗 r/Leeds Tired of WFH - Looking for places to work from rss

      I work as a product designer and I've been working from home since I moved to Huddersfield last year. I'm looking for places in Leeds where other techy people, software engineers, designers work. Preferably easily accessible via train/ bus but any place with car parking can also work

      submitted by /u/foxtrot092
      [link] [comments]

    20. 🔗 r/Leeds In the latest episode of Leeds/WY Tram Shenanigans: WY needs to explain how our mass transit system can't just be an expanded bus network. rss
    21. 🔗 r/Harrogate New to Harrogate rss

      I'll (35M) be coming to Harrogate 20th-25th April to compete in a sporting event, was just wondering if anybody could recommend any places for a decent night out - after a nice relaxed atmosphere with sensible people ideally 🙂

      submitted by /u/HullLad778
      [link] [comments]

    22. 🔗 r/york Transportation outside central York rss

      Hello. I'll be visiting York in May and one afternoon we need to get from central York to Bishopthorpe for lunch. Is Uber readily available to and from Bishopthorpe? If not, other recommendations? Thank you!

      submitted by /u/NaughtyQueen72
      [link] [comments]

  3. March 17, 2026
    1. 🔗 IDA Plugin Updates IDA Plugin Updates on 2026-03-17 rss

      IDA Plugin Updates on 2026-03-17

      New Releases:

      Activity:

      • binlex
        • 69dece35: Merge pull request #171 from c3rb3ru5d3d53c/codex/config-performance
      • binsync
        • 22f2462e: Feat/summarize improvements (#509)
      • capa
        • 30d99895: fix: resolve mypy type error in dumps_dynamic by using actual field name
      • DeepExtractIDA
        • a61e89e4: Simplify batch extractor README examples. Switch Cursor rules from sy

      • ghidra
        • 2ef20c4f: Merge remote-tracking branch 'origin/Ghidra_12.1'
        • 7afd08a2: GP-0: Updating docs
        • 418242a3: Merge branch 'GP-6577_ryanmkurtz_loadconfig'
        • 7a29be8c: GP-6577: More of the PE LoadConfig data directory has been parsed and
        • d8acc654: Merge remote-tracking branch 'origin/GP-6434_dev747368_rust_elf_binar

        • 48eee230: Merge remote-tracking branch 'origin/Ghidra_12.1'
      • ida-domain
        • 3cb360f8: split CI workflow into lint and tests (#57)
        • 5f69727f: remove unicode characters from examples
        • 9d1641b0: Add microcode api (#54)
      • IDA-MCP
        • 0202a686: Update analysis, memory, stack, and type tool coverage
        • 166fad7a: Refactor proxy tool registration and error handling
        • feabc810: Add CLI control layer and normalize resources
        • 71b13ff5: Add modeling APIs and fix IDA lifecycle behavior
      • ida-pro-mcp
      • ida-sdk
        • 9d418d8a: ci: Split Qt into separate parallel jobs with conditional rebuild (#41)
      • idafridascript
        • b78a82d9: refactor: :speech_balloon: update version
        • 7845c978: refactor: :speech_balloon: NAME
        • 9f6651de: docs(README): :memo: update docs
        • a8e71d69: feat(plugin): Update IDA plugin configuration and implement features
      • IDAPluginList
        • 11bee2f1: chore: Auto update IDA plugins (Updated: 19, Cloned: 0, Failed: 0)
      • python-elpida_core.py
        • 2a923f2f: fix: safe-append D15/feedback merges to MIND S3 (prevents stale-copy 

        • 0e963990: feat(d15): add tabs + pagination to index.html
        • 100b300b: fix(d15): index.html showed oldest broadcasts instead of newest
        • f0a11651: fix(P0+P1+P2): Kaya routing, fork loop, zombie severity — March 17
      • Unicorn-Trace
    2. 🔗 r/Harrogate Exercise/sport groups rss

      Hello I’m M22 wanting to do a bit more sport/exercise with people of a similar age. I’m pretty open to playing any type of sport. I’d like to play padel particularly. If anyone has any info and would share that would be great :)

      submitted by /u/AlgaeAdmirable601
      [link] [comments]

    3. 🔗 HexRaysSA/plugin-repository commits sync repo: -2 plugins, -2 releases rss
      sync repo: -2 plugins, -2 releases
      
      ## Removed plugins
      - idassist
      - idassistmcp
      
    4. 🔗 r/LocalLLaMA I just realised how good GLM 5 is rss

      This is crazy. As a heavy Claude code user, who has used over 12 billion tokens in the last few months, and never tried local coding, I finally decided to try OpenCode with the Zen plan and GLM 5.

      Initially tried Kimi K2.5 but it was not good at all.

      Did a test to see how far 1-2 prompts could get me with GLM 5 versus the same prompt in Claude Code.

      First task, a simple dashboard inventory tracker. About equal although Claude code with opus 4.6 came out ahead.

      Then I ran a harder task. Real time chat application with web socket.

      Much to my surprise, GLM comes out ahead. Claude code first shot doesn’t even have working streaming. Requires a page refresh to see messages.

      GLM scores way higher on my criteria.

      Write detailed feedback to Claude and GLM on what to fix.

      GLM still comes out better after the changes.

      Am I tripping here or what? GLM better than Claude code on any task is crazy.

      Does anyone here have some difficult coding tasks that can showcase the real gap between these two models or is GLM 5 just that good.

      submitted by /u/CrimsonShikabane
      [link] [comments]

    5. 🔗 Simon Willison GPT-5.4 mini and GPT-5.4 nano, which can describe 76,000 photos for $52 rss

      OpenAI today: Introducing GPT‑5.4 mini and nano. These models join GPT-5.4 which was released two weeks ago.

      OpenAI's self-reported benchmarks show the new 5.4-nano out-performing their previous GPT-5 mini model when run at maximum reasoning effort. The new mini is also 2x faster than the previous mini.

      Here's how the pricing looks - all prices are per million tokens. gpt-5.4-nano is notably even cheaper than Google's Gemini 3.1 Flash-Lite:


      Model Input Cached input Output
      gpt-5.4 $2.50 $0.25 $15.00
      gpt-5.4-mini $0.75 $0.075 $4.50
      gpt-5.4-nano $0.20 $0.02 $1.25
      Other models for comparison
      Claude Opus 4.6 $5.00 - $25.00
      Claude Sonnet 4.6 $3.00 - $15.00
      Gemini 3.1 Pro $2.00 - $12.00
      Claude Haiku 4.5 $1.00 - $5.00
      Gemini 3.1 Flash-Lite $0.25 - $1.50

      I used GPT-5.4 nano to generate a description of this photo I took at the John M. Mossman Lock Collection:

      Description below

      llm -m gpt-5.4-nano -a IMG_2324.jpeg 'describe image'
      

      Here's the output:

      The image shows the interior of a museum gallery with a long display wall. White-painted brick walls are covered with many framed portraits arranged in neat rows. Below the portraits, there are multiple glass display cases with dark wooden frames and glass tops/fronts, containing various old historical objects and equipment. The room has a polished wooden floor, hanging ceiling light fixtures/cords, and a few visible pipes near the top of the wall. In the foreground, glass cases run along the length of the room, reflecting items from other sections of the gallery.

      That took 2,751 input tokens and 112 output tokens, at a cost of 0.069 cents (less than a tenth of a cent). That means describing every single photo in my 76,000 photo collection would cost around $52.44.

      I released llm 0.29 with support for the new models.

      Then I had OpenAI Codex loop through all five reasoning effort levels and all three models and produce this combined SVG grid of pelicans riding bicycles (generation transcripts here). I do like the gpt-5.4 xhigh one the best, it has a good bicycle (with nice spokes) and the pelican has a fish in its beak!

      Described by Claude Opus 4.6: A 5x3 comparison grid of AI-generated cartoon illustrations of a pelican riding a bicycle. Columns are labeled "gpt-5.4-nano", "gpt-5.4-mini", and "gpt-5.4" across the top, and rows are labeled "none", "low", "medium", "high", and "xhigh" down the left side, representing quality/detail settings. In the "none" row, gpt-5.4-nano shows a chaotic white bird with misplaced arrows and tangled wheels on grass, gpt-5.4-mini shows a duck-like brown bird awkwardly straddling a motorcycle-like bike, and gpt-5.4 shows a stiff gray-and-white pelican sitting atop a blue tandem bicycle with extra legs. In the "low" row, nano shows a chubby round white bird pedaling with small feet on grass, mini shows a cleaner white bird riding a blue bicycle with motion lines, and gpt-5.4 shows a pelican with a blue cap riding confidently but with slightly awkward proportions. In the "medium" row, nano regresses to a strange bird standing over bowling balls on ice, mini shows two plump white birds merged onto one yellow-wheeled bicycle, and gpt-5.4 shows a more recognizable gray-and-white pelican on a red bicycle but with tangled extra legs. In the "high" row, nano shows multiple small pelicans crowded around a broken green bicycle on grass with a sun overhead, mini shows a tandem bicycle with two white pelicans and clear blue sky, and gpt-5.4 shows two pelicans stacked on a red tandem bike with the most realistic proportions yet. In the "xhigh" row, nano shows the most detailed scene with a pelican on a detailed bicycle with grass and a large sun but still somewhat jumbled anatomy, mini produces the cleanest single pelican on a yellow-accented bicycle with a light blue sky, and gpt-5.4 shows a well-rendered gray pelican on a teal bicycle with the best overall coherence. Generally, quality improves moving right across models and down through quality tiers, though "medium" is inconsistently worse than "low" for some models, and all images maintain a lighthearted cartoon style with pastel skies and simple backgrounds.

      You are only seeing the long-form articles from my blog. Subscribe to /atom/everything/ to get all of my posts, or take a look at my other subscription options.

    6. 🔗 r/Leeds If anyone is missing a cat around the LS12 area (Farnley/Armley/Wortley)... rss

      We found a calico cat near the buzz bingo today that had unfortunately been hit by a car earlier and left to die... We brought her to the vets for pets in Bramley but she wasn't chipped.

      https://preview.redd.it/83x3669znnpg1.png?width=693&format=png&auto=webp&s=4daf4befb4480e19d000c003b0f0cd0d99a2e9b1

      If you are missing your cat and you are in the LS12 area please check in with this vet.

      submitted by /u/Safahri
      [link] [comments]

    7. 🔗 r/LocalLLaMA Hugging Face just released a one-liner that uses 𝚕𝚕𝚖𝚏𝚒𝚝 to detect your hardware and pick the best model and quant, spins up a 𝚕𝚕a𝚖𝚊.𝚌𝚙𝚙 server, and launches Pi (the agent behind OpenClaw 🩞) rss
    8. 🔗 r/york Hoping to make some friends rss

      Hi! I’m an international student (F-22) and I’ve been finding it a bit hard to make friends here. I’m pretty introverted and can be a little awkward at first, but I’m genuinely friendly once I warm up.

      I’d love to meet some new people maybe grab a coffee, explore the city, or just chat and see if we vibe. If anyone else is in a similar situation or just open to making a new friend, feel free to reach out!

      submitted by /u/Embarrassed-Foot9041
      [link] [comments]

    9. 🔗 HexRaysSA/plugin-repository commits Merge pull request #24 from HexRaysSA/copilot/remove-jtang613-plugins rss
      Merge pull request #24 from HexRaysSA/copilot/remove-jtang613-plugins
      
    10. 🔗 r/Leeds Wellington Street tonight rss

      Doesn’t it look lush, summer is coming!

      submitted by /u/BazzaSan
      [link] [comments]

    11. 🔗 HexRaysSA/plugin-repository commits Revert plugin-repository.json changes (let it be regenerated) rss
      Revert plugin-repository.json changes (let it be regenerated)
      
      Co-authored-by: williballenthin <156560+williballenthin@users.noreply.github.com>
      
    12. 🔗 News Minimalist 🐱 Energy crisis forces nations to ration power + 10 more stories rss

      In the last 4 days Gemini read 108299 top news stories. After removing previously covered events, there are 11 articles with a significance score over 5.5.

      [5.6] Countries face energy triage as the Iran war escalates —apnews.com(+6)

      The escalating war with Iran has triggered a global energy crisis, forcing governments to ration dwindling fuel supplies and prioritize critical sectors as the blocked Strait of Hormuz disrupts trade.

      Asian nations are most vulnerable, relying heavily on imports through the vital maritime corridor. Governments are releasing strategic reserves, implementing shorter workweeks, and cutting industrial energy use to preserve power for households while attempting to buffer consumers from surging global fuel prices.

      The Strait of Hormuz carries one-fifth of global oil and gas trade. While countries like Japan utilize vast stockpiles, analysts warn that tapping reserves is a temporary fix for the mounting shortages.

      [6.1] Nvidia’s DLSS 5 uses generative AI to boost photorealism in video games, with ambitions beyond gaming —techcrunch.com(+46)

      Nvidia CEO Jensen Huang introduced DLSS 5, which uses generative AI and structured graphics data to enhance video game photorealism while significantly reducing the computational power required for rendering.

      The system predicts and fills image elements by fusing controllable 3D graphics with probabilistic computing. This allows GPUs to generate lifelike characters and scenes without rendering every detail from scratch, a technique Huang claims ensures both beauty and controllability in digital content.

      Huang anticipates this hybrid approach will expand beyond gaming into enterprise computing. He suggested future AI agents will analyze structured databases like Snowflake and BigQuery to generate faster, more trustworthy insights.

      Highly covered news with significance over 5.5

      [6.3] Universal, ready-to-use immunotherapy detects and destroys endometrial cancer — uclahealth.org (+2)

      [6.2] US sends 2,500 Marines to the Gulf to secure Strait of Hormuz — cbc.ca (+6)

      [6.1] Saudi Arabia's Red Sea oil exports surge 21-fold after Strait of Hormuz closure — valor.globo.com (Portuguese) (+6)

      [5.9] Scientists engineer bacteria to convert plastic bottles into a Parkinson's drug — gjsentinel.com (+4)

      [5.6] Israel's intensified war displaces a million people and devastates Lebanese communities — theguardian.com (+82)

      [5.6] Chinese researchers revive frozen animal organs, potentially transforming global organ transplantation — scmp.com (+2)

      [5.5] Airstrike on Kabul hospital escalates Afghanistan-Pakistan conflict — apnews.com (+111)

      [5.6] India, home to 25% of the world’s cervical cancer victims, launches nationwide HPV vaccination — gavi.org (+4)

      [5.6] EU deploys drones and robots to remove litter from the sea floor — euronews.com (+2)

      Thanks for reading!

      — Vadim


      You can create your own significance-based RSS feed with premium.


      Powered by beehiiv

    13. 🔗 r/reverseengineering Understanding TikTok Web Request Validation and Automation rss
    14. 🔗 HexRaysSA/plugin-repository commits Remove jtang613/IDAssist and jtang613/IDAssistMCP plugins rss
      Remove jtang613/IDAssist and jtang613/IDAssistMCP plugins
      
      Co-authored-by: williballenthin <156560+williballenthin@users.noreply.github.com>
      
    15. 🔗 HexRaysSA/plugin-repository commits Initial plan rss
      Initial plan
      
    16. 🔗 r/Yorkshire Deer Shed Festival camping advice rss

      It's been many years since I've camped at a festival and I'm eying up Deer Shed as it's just up the road and I like the line-up. But I'm slightly hesitant by how child friendly it appears to be on the website. What is the campsite like? Is it full of little kids high on pop screaming their heads off? I'm in my 30s and sober so not looking for a debauched experience or anything, just want to be able to chill, relax and meet some likeminded folk. Cheers!

      submitted by /u/bluetrainlinesss
      [link] [comments]

    17. 🔗 r/Leeds I love Leeds rss

      I really need to shout into the void how much I appreciate this city.

      I’m not from the UK and for most international travellers I know, the only cities they’d think of visiting are London and maybe Manchester.

      But Leeds! Wow. It’s so underrated. You’ve got beautiful architecture, amazing culinary variety, serene parks, gorgeous Yorkshire countryside a stone’s throw away, rich culture and history, and it’s so lively ; there’s no shortage of things to do and see. Even if you’ve done all there is to do, it’s so easy to just hop on a bus to York & Manchester for a nice day trip to enjoy a change of pace. It’s like all the conveniences and fun of a much larger city without the overwhelming hustle & bustle. And the people of Leeds! What a lovely lot you all are.

      I’ve travelled to other non-major European cities comparable to Leeds and none have felt as well-rounded as this old place. My mum came to visit one autumn and she was completely charmed too, especially after visiting and experiencing London before flying home haha.

      I’ll be leaving soon after my studies are done, and granted there are some flaws (imagine if we had a tram system), but Leeds will always have a special place in my heart.

      Thanks for reading. If anything, I hope my rambling reminds you of this city’s charm. Yknow, if you see the same sunset every day, you tend to forget how breathtaking the view really is (or however the saying goes).

      submitted by /u/Holochromatic
      [link] [comments]

    18. 🔗 r/reverseengineering Reverse Engineering a DOS Game with Ghidra and Codex rss
    19. 🔗 r/LocalLLaMA Unsloth announces Unsloth Studio - a competitor to LMStudio? rss

      Unsloth announces Unsloth Studio - a competitor to LMStudio? | Until now, LMStudio has basically been the "go-to" solution for more advanced LLM users in the GGUF ecosystem, but Unsloth releasing an (Apache-licensed) runner compatible with Llama.cpp might actually be a gamechanger. submitted by /u/ilintar
      [link] [comments]
      ---|---

    20. 🔗 r/Leeds Leeds train station back exit departure board this morning. rss
    21. 🔗 r/LocalLLaMA Introducing Unsloth Studio: A new open-source web UI to train and run LLMs rss

      Introducing Unsloth Studio: A new open-source web UI to train and run LLMs | Hey r/LocalLlama, we're super excited to launch Unsloth Studio (Beta), a new open-source web UI to train and run LLMs in one unified local UI interface. GitHub: https://github.com/unslothai/unsloth Here is an overview of Unsloth Studio's key features:

      • Run models locally on Mac, Windows , and Linux
      • Train 500+ models 2x faster with 70% less VRAM
      • Supports GGUF , vision, audio, and embedding models
      • Compare and battle models side-by-side
      • Self-healing tool calling and web search
      • Auto-create datasets from PDF, CSV , and DOCX
      • Code execution lets LLMs test code for more accurate outputs
      • Export models to GGUF, Safetensors, and more
      • Auto inference parameter tuning (temp, top-p, etc.) + edit chat templates

      Blog + everything you need to know: https://unsloth.ai/docs/new/studio Install via:

      pip install unsloth unsloth studio setup unsloth studio -H 0.0.0.0 -p 8888
      

      In the next few days we intend to push out many updates and new features. If you have any questions or encounter any issues, feel free to make a GitHub issue or let us know here. submitted by /u/danielhanchen
      [link] [comments]
      ---|---

    22. 🔗 r/Leeds Mixed social meet up - Brunch on sat 11.4.26 @ 10am - for m&f aged 35-45 who live in Leeds - our 2nd month! rss

      EDIT: FULLY BOOKED

      Hey guys!

      So the first two socials I organised went really well. Had 12 out of 14 at the Trinity Kitchen dinner and 12 out 14 at North Star Coffee Shop brunch & coffees! We all had a great time.

      This is for those of us aged 35-45 living or working in Leeds. The demographic rules are kept strict.

      At these meet ups I keep a fair mixture of men and women (I get asked often why and it's to ensure 10 men 2 women don't turn up lol as not a diverse bunch to make new friends! Also, the reddit demographic is mostly men so if they book up all seats then no women get to attend).

      So I try to keep it 7 male / 7 female for rsvp places on Eventbrite and Discord. NO PLUS ONES ALLOWED.

      We have 2 places left for females (currently fully booked up on seats for male attendees but I can add you to waiting list if someone cancels).

      This social event is mostly of people who attended the first meet ups, as they got first dibs but as there is some space left, happy to open up here again.

      We are going for brunch on Sat 11 April at 10am and I have reserved a great section of a lovely venue in the city centre.

      If you are wanting to join us, just direct message me and if still spaces, I shall send the Eventbrite booking list.

      Please note this meet up is solely to make new friends with people who enjoy good food and coffee and have likeminded hobbies and interests.

      Our Discord group already chat has 30 people and so I will cap it to 40, so people can get to know each other at these meet ups, otherwise it will get chaotic.

      Thanks

      submitted by /u/MasterMembership4506
      [link] [comments]

    23. 🔗 r/wiesbaden Suche einen neuen Fußballverein. Wohne in Idstein. Könnt ihr was empfehlen? rss

      Habe zuletzt B-Klasse gespielt.

      submitted by /u/Sad_Theme_7096
      [link] [comments]

    24. 🔗 sacha chua :: living an awesome life La semaine du 9 au 15 mars rss

      lundi 9 mars

      Il faisait trÚs beau et le soleil brillait. Je me suis assise sur le porche et j'ai réécrit mon journal et mes notes sur l'IA en français.

      AprĂšs l'Ă©cole, ma fille n'a pas voulu aller Ă  son cours de gymnastique parce qu'elle avait mal au ventre. Elle est restĂ©e un petit moment, puis nous sommes allĂ©es au parc avec le rĂ©chaud de camping, des guimauves, et des biscuits au chocolat pour faire des s-mores. J'ai envoyĂ© des messages Ă  ses amies, mais je n'ai pas reçu de rĂ©ponse. NĂ©anmoins, si personne ne peut venir, nous pouvons toujours nous en prĂ©parer. Par coĂŻncidence, personne n'a reçu mon message Ă  temps, mais toutes ses amies nous ont trouvĂ©es. J'ai donnĂ© des guimauves aux filles et au grand-pĂšre d'une amie de ma fille. Nous les avons fait griller sur des brochettes. On s'est rĂ©galĂ©s. C'Ă©tait une fĂȘte d'anniversaire inattendue, parce que ses amies Ă©taient tombĂ©es malades juste avant la fĂȘte planifiĂ©e le mois prĂ©cĂ©dent.

      AprÚs un dßner de burgers et de frites, nous avons cousu ensemble. Ma fille et moi avons travaillé sur la pochette Pokémon et mon mari a réparé un sac d'épicerie.

      La bosse prÚs du piercing de ma fille a commencé à saigner et suppurer. Normalement, elle dormait sur le dos, mais elle n'a pas pu contrÎler sa position pendant son sommeil et de temps en temps, elle dormait probablement sur le cÎté. Je l'ai nettoyée avec une solution saline.

      mardi 10 mars

      Ma fille était de mauvaise humeur parce que l'école avait une remplaçante et qu'elle avait quelques douleurs. Elle n'a pas voulu participer en classe l'aprÚs-midi.

      J'avais un rendez-vous avec mon tuteur, pendant lequel j'ai pratiqué ma prononciation à l'aide de mes notes sur l'IA. J'ai mis les mots que je prononce mal en gras. AprÚs le rendez-vous, j'ai écrit des fonctions pour extraire les mots gras avec leurs contextes et les enregistrer dans mes notes au format Org Mode pour les revoir. Ma prochaine étape est de rendre plus facile l'écoute des mots enregistrés.

      J'ai aussi travaillé sur mon serveur de synthÚse vocale qui est compatible avec speechd. Kokoro TTS est trop lent pour un usage général, mais sa qualité est meilleure que celle d'espeak, donc je veux l'utiliser pour les textes longs pour lesquels une brÚve pause avant le début n'est pas un problÚme. Le serveur Kokoro FastAPI utilise l'interface de synthÚse vocale d'OpenAI, donc si je l'implémente pour Kokoro, les autres services comme OpenAI fonctionnent aussi.

      Ma fille s'est endormie sur le canapĂ©. Elle n'a pas voulu ĂȘtre portĂ©e Ă  l'Ă©tage.

      mercredi 11 mars

      Ma fille s'est plainte de quelques symptĂŽmes, ma pauvre chĂ©rie. Elle a mal Ă  la tĂȘte, au ventre et Ă  un genou. Elle ne dort pas mieux
 Elle ne va pas mieux. Elle semble traverser une pĂ©riode difficile. Je ne m'attends pas Ă  grand-chose aujourd'hui.

      J'ai participé à la réunion virtuelle OrgMeetup. J'ai présenté mes fonctions pour mettre un lien vers le fichier audio et l'écouter, mettre un lien automatique à partir de mes favoris, et télécharger et convertir les éléments de mes notes partagées avec mon tuteur sur Google Docs. J'ai aussi envoyé un correctif pour l'opération « sentence-at-point » dans Org Mode. J'ai travaillé davantage sur mon serveur speechd-ai qui est capable de se connecter aux serveurs compatibles avec le service de synthÚse vocale d'OpenAI, mais ça ne fonctionne pas encore complÚtement.

      Ma fille a ratĂ© la premiĂšre partie de son cours Ă  cause de problĂšmes de santĂ©, mais elle a rejoint le cours Ă  temps pour obtenir un score parfait au test de français. Elle a aussi travaillĂ© le piano pendant le cours de musique. Elle Ă©tait trĂšs fiĂšre de ses accomplissements. Elle s'est amusĂ©e Ă  essayer quelques expressions en français. « Je suis une pomme de terre de canapĂ© » dit-elle. Ce n'est pas l'expression idiomatique. ( Mon tuteur dit qu'il n'utilise ni cette expression ni « une patate de canapĂ©. » Il pense que « pantouflarde » est peut-ĂȘtre mieux. ) Mais c'est bien qu'elle joue et lance des idĂ©es.

      AprÚs le dßner, ma fille et moi avons fait une sortie pour activer le PokéStop dans le coin. TrÚs brÚve, mais au moins, elle a marché.

      J'ai imprimé ses devoirs parce qu'elle préfÚre travailler sur papier plutÎt que sur l'écran. Je l'ai aussi aidée à rassembler quelques informations pour son projet d'affiche.

      J'ai trouvé que la reconnaissance vocale était utile quand ma fille a voulu un cùlin pendant qu'elle faisait autre chose. Elle dit souvent, « Tu es toute chaude. » Mes bras sont trop courts pour taper pendant un cùlin. Eh bien, je peux lui donner un cùlin tandis que je saisis mes pensées, grùce à la reconnaissance vocale. Elle est curieuse de l'IA, donc de temps en temps, j'utilise la reconnaissance pour interroger l'IA ensemble.

      Ma fille a essayé de demander à l'IA de corriger des bugs dans l'histoire interactive sur des farces de Pokémon. Elle était censée suivre le temps pendant l'aventure, mais les totaux étaient erronés. Je suis ravie de voir qu'elle remarque des erreurs et explique à l'IA les changements qu'elle veut.

      jeudi 12 mars

      Ma fille a voulu acheter une nouvelle boßte à lunch qui ne permet pas aux liquides de se mélanger, parce que nos boßtes actuelles ont de petits trous sous les cloisons et ses craquelins étaient tous mous de temps en temps. Malheureusement, je l'ai emmenée à l'ancienne adresse du magasin, qui a déjà fermé. Elle devra attendre une autre promenade.

      Je me suis perdue dans les détails du travail sur le serveur de synthÚse vocale qui est compatible avec speechd.

      J'ai créé des fonctions pour rassembler mes tentatives de virelangues dans plusieurs fichiers.

      vendredi 13 mars

      Elle est venue se blottir contre moi toute la nuit. Elle a accaparé toutes les couvertures. Néanmoins, je l'aime encore.

      Mon tuteur m'a donné de nouveaux virelangues pour travailler sur ma prononciation.

      • Mon oncle peint un grand pont blanc.
        {mɔ̃n ˈɔ̃kl pˈɛ̃ Ć“Ìƒ ÉĄÊËˆÉ‘Ìƒ pˈɔ̃ blˈɑ̃.}
      • Un singe malin prend un bon raisin rond.
        {Ć“Ìƒ sˈɛ̃ʒ malˈɛ̃ pʁˈɑ̃t Ć“Ìƒ bˈɔ̃ ʁɛzˈɛ̃ ʁˈɔ̃.}
      • Dans le vent du matin, mon chien sent un bon parfum.
        {dɑ̃ lə vˈɑ̃ dy matˈɛ̃, mɔ̃ ʃjˈɛ̃ sˈɑ̃ Ć“Ìƒ bˈɔ̃ paʁfËˆĆ“Ìƒ.}
      • Le soin du roi consiste Ă  joindre chaque coin du royaume.
        {lə swˈɛ̃ dy ʁwˈa kɔ̃sˈist a ʒwˈɛ̃dʁ ʃak kwˈɛ̃ dy ʁwajˈom.}
      • Dans un coin du bois, le roi voit trois points noirs.
        {dɑ̃z Ć“Ìƒ kwˈɛ̃ dy bwˈa, lə ʁwˈa vwˈa tʁwˈa pwˌɛ̃ nwˈaʁ.}
      • Le feu de ce vieux four chauffe peu.
        {lə fˈÞ də sə vjˈÞ fˈuʁ ʃˈof pˈÞ.}
      • Deux peureux veulent un peu de feu.
        {dˈÞ pĂžÊËˆĂž vˈƓlt Ć“Ìƒ pĂž də fˈÞ.}
      • Deux vieux bƓufs veulent du beurre.
        {dˈÞ vjˈÞ bˈÞ vˈƓl dy bËˆĆ“Ê.}
      • Elle aimait marcher prĂšs de la riviĂšre.
        {ɛl ɛmˈɛ maʁʃˈe pʁɛ də la ʁivjˈɛʁ.}
      • Je vais essayer de rĂ©parer la fenĂȘtre.
        {ʒə vˈɛz esɛjˈe də ʁepaʁˈe la fənˈɛtʁ.}
      • Le bĂ©bĂ© prĂ©fĂšre le lait frais.
        {lə bebˈe pʁefˈɛʁ lə lˈɛ fʁˈɛ.}
      • Charlotte cherche ses chaussures dans la chambre.
        {ʃaʁlˈɔt ʃˈɛʁʃ se ʃosˈyʁ dɑ̃ la ʃˈɑ̃bʁ.}
      • Un chasseur sachant chasser sans son chien est-il un bon chasseur ?
        {Ć“Ìƒ ʃasËˆĆ“Ê saʃˈɑ̃ ʃasˈe sɑ̃ sɔ̃ ʃjˈɛ̃ ɛtil Ć“Ìƒ bˈɔ̃ ʃasËˆĆ“Ê ?}
      • Le journaliste voyage en janvier au Japon.
        {lə ʒuʁnalˈist vwajˈaʒ ɑ̃ ʒɑ̃vjˈe o ʒapˈɔ̃.}
      • Georges joue du jazz dans un grand bar.
        {ʒˈɔʁʒ ʒˈu dy ʀˈaz dɑ̃z Ć“Ìƒ ÉĄÊËˆÉ‘Ìƒ bˈaʁ.}
      • Un jeune joueur joue dans le grand gymnase.
        {Ć“Ìƒ Ê’ËˆĂžn ʒwËˆĆ“Ê ʒˈu dɑ̃ lə ÉĄÊËˆÉ‘Ìƒ ʒimnˈaz.}
      • Le compagnon du montagnard soigne un agneau.
        {lə kɔ̃panjˈɔ̃ dy mɔ̃tanjˈaʁ swˈaÉČ Ć“Ìƒn anjˈo.}
      • La cigogne soigne l’agneau dans la campagne.
        {la siɡˈɔÉČ swˈaÉČ lanjˈo dɑ̃ la kɑ̃pˈaÉČ.}
      • La grenouille fouille les feuilles dans la broussaille.
        {la ÉĄÊÉ™nˈuj fˈuj le fˈƓj dɑ̃ la bʁusˈaj.}
      • La vieille abeille travaille dans la broussaille.
        {la vjˈɛj abˈɛj tʁavˈaj dɑ̃ la bʁusˈaj.}

      J'ai ajouté une version grasse de la police de caractÚres Open Sans sur mon site, qui aide à remarquer le contraste entre les mots gras et les mots normaux.

      J'ai besoin de corriger un petit bogue dans mon correctif pour Org Mode.

      Ma fille m'a aidée à déneiger le trottoir et la terrasse en bois. La neige était lourde à cause de la pluie verglaçante.

      AprÚs le dßner, ma fille et moi avons cousu ensemble. Elle a voulu fabriquer un petit sac à remplir de riz et de lavande, comme sa peluche d'axolotl chauffante. J'ai aussi continué à coudre le sac Pokémon.

      samedi 14 mars

      Ma fille a voulu m'aider Ă  prĂ©parer des crĂȘpes pour le petit-dĂ©jeuner. Elle a rĂ©ussi Ă  prĂ©parer des crĂȘpes toute seule la fois prĂ©cĂ©dente. Mais les deux premiĂšres crĂȘpes ont collĂ© Ă  la poĂȘle. Je me demande si ce n'Ă©tait pas Ă  cause de l'ajout de lait supplĂ©mentaire pour finir le carton de lait, et s'il vaut mieux que nous suivions un peu plus la recette la prochaine fois. J'ai essayĂ© de gratter les morceaux collĂ©s avec la spatule Ă  crĂȘpes en bois, mais une partie Ă©tait bien collĂ©e. Elle m'a demandĂ© si elle pouvait l'essayer aussi. J'ai dit que non parce que j'ai enlevĂ© tous les morceaux faciles et j'ai voulu ajouter de l'eau pour ramollir le reste. J'Ă©tais stressĂ©e car je devais aussi attendre un appel du mĂ©decin Ă  propos des symptĂŽmes de ma fille. Elle n'a pas voulu Ă©couter « non ». Elle est devenue trĂšs grincheuse parce qu'elle a eu l'impression que je l'avais critiquĂ©e. Elle est partie furieuse et elle Ă©tait fĂąchĂ©e contre moi toute la journĂ©e, sauf quelques brefs moments. Je lui ai Ă©crit un message pour lui prĂ©senter mes excuses. Avec le recul, peut-ĂȘtre que j'aurais mieux fait de la laisser essayer la prochaine fois. Mais c'est aussi important d'apprendre que si nous cuisinons ensemble, de temps en temps, il faut que je dise « non » ou « pas pour le moment. » De toute façon, elle s'est dĂ©ridĂ©e le soir.

      J'ai analysé les enregistrements du rendez-vous d'hier. Mon code pour chercher des correspondances approximatives entre la liste des phrases et la transcription était trÚs utile.

      (subed-record-extract-all-approximately-matching-phrases
         phrases
         "/home/sacha/sync/recordings/2026-03-13-raphael.json"
         "/home/sacha/proj/french/analysis/virelangues/2026-03-13-raphael-script.vtt")
      
      (my-subed-record-analyze-file-with-azure
        (subed-record-filter-skips
         (subed-parse-file
          "/home/sacha/proj/french/analysis/virelangues/2026-03-13-raphael-script.vtt"))
       "~/proj/french/analysis/virelangues-2026-03-13/2026-03-13-all")
      
      File ID Comments All Acc Flu Comp Conf  
      ▶ 1 X: pont 83 94 79 86 86 Mon oncle peint un grand pont blanc. {pont}
      ▶ 2 X: peint 92 94 89 100 87 Mon oncle peint un grand pont blanc. {peint}
      ▶ 3 X: pont 93 99 90 100 86 Mon oncle peint un grand pont blanc. {pont}
      ▶ 4 X: raisin 76 82 70 88 87 Un singe malin prend un bon raisin rond. {raisin}
      ▶ 5 C'est mieux 68 75 80 62 87 Un singe malin prend un bon raisin rond.
      ▶ 6 X: parfum 75 92 62 100 89 Dans le vent du matin, mon chien sent un bon parfum. {parfum}
      ▶ 7 X: parfum 71 99 53 100 89 Dans le vent du matin, mon chien sent un bon parfum. {parfum}
      ▶ 8 Ouais, c'est ça 83 94 78 91 89 Dans le vent du matin, mon chien sent un bon parfum.
      ▶ 9 ok 75 86 63 100 89 Le soin du roi consiste Ă  joindre chaque coin du royaume.
      ▶ 10 Ouais, c'est bien 80 94 72 91 88 Dans un coin du bois, le roi voit trois points noirs.
      ▶ 11 Ouais, c'est ça, parfait 83 94 74 100 88 Dans un coin du bois, le roi voit trois points noirs.
      ▶ 12 Mm hmm 95 94 94 100 84 Le feu de ce vieux four chauffe peu.
      ▶ 13 Ouais, parfait 90 92 87 100 86 Le feu de ce vieux four chauffe peu.
      ▶ 14   82 93 78 86 84 Deux peureux veulent un peu de feu.
      ▶ 15 Ouais 77 85 88 71 86 Deux peureux veulent un peu de feu.
      ▶ 16 X: bƓufs 84 84 91 83 86 Deux vieux bƓufs veulent du beurre. {bƓufs}
      ▶ 17   77 78 75 83 85 Deux vieux bƓufs veulent du beurre.
      ▶ 18 Ouais, parfait 92 94 89 100 89 Elle aimait marcher prĂšs de la riviĂšre.
      ▶ 19 Ok, c'est bien 93 98 89 100 90 Je vais essayer de rĂ©parer la fenĂȘtre.
      ▶ 20 X: le bĂ©bĂ© 75 86 70 83 85 Le bĂ©bĂ© prĂ©fĂšre le lait frais. {le bĂ©bĂ©}
      ▶ 21 Ouais, c'est bien 88 94 82 100 88 Le bĂ©bĂ© prĂ©fĂšre le lait frais.
      ▶ 22 Okay 83 87 76 100 89 Le bĂ©bĂ© prĂ©fĂšre le lait frais.
      ▶ 23 X: cherche 74 77 81 71 88 Charlotte cherche ses chaussures dans la chambre. {cherche}
      ▶ 24   77 92 70 86 90 Charlotte cherche ses chaussures dans la chambre.
      ▶ 25 Voila, c'est ça 88 95 83 100 88 Un chasseur sachant chasser sans son chien est-il un bon chasseur ?
      ▶ 26 Tu est forte 81 77 94 82 88 Un chasseur sachant chasser sans son chien est-il un bon chasseur ?
      ▶ 27 Oui 92 95 93 91 89 Un chasseur sachant chasser sans son chien est-il un bon chasseur ?
      ▶ 28 Okay 91 90 94 91 88 Un chasseur sachant chasser sans son chien est-il un bon chasseur ?
      ▶ 29 X: au Japon 76 85 86 71 87 Le journaliste voyage en janvier au Japon. {au Japon}
      ▶ 30 X: en janvier 92 89 95 100 92 Le journaliste voyage en janvier au Japon. {en janvier}
      ▶ 31 Ouais 91 88 92 100 91 Le journaliste voyage en janvier au Japon.
      ▶ 32 X: jazz 90 93 93 88 88 Georges joue du jazz dans un grand bar. {jazz}
      ▶ 33 X: dans un 84 85 83 88 85 Georges joue du jazz dans un grand bar. {dans un}
      ▶ 34 C'est bien (X: dans un) 91 88 94 100 88 Georges joue du jazz dans un grand bar. {dans un}
      ▶ 35 X: dans le grand gymnase 87 86 92 88 88 Un jeune joueur joue dans le grand gymnase. {dans le grand gymnase}
      ▶ 36 C'est bien 88 87 94 88 85 Un jeune joueur joue dans le grand gymnase.
      ▶ 37   77 84 68 100 89 Le compagnon du montagnard soigne un agneau.
      ▶ 38 Ouais, c'est ça 85 93 78 100 89 Le compagnon du montagnard soigne un agneau.
      ▶ 39   95 94 96 100 91 Le compagnon du montagnard soigne un agneau.
      ▶ 40 X: cigogne 74 81 77 71 89 La cigogne soigne l’agneau dans la campagne. {cigogne}
      ▶ 41   85 88 84 86 89 La cigogne soigne l’agneau dans la campagne.
      ▶ 42   69 76 83 62 87 La grenouille fouille les feuilles dans la broussaille.
      ▶ 43 grenouille 71 80 68 75 86 La grenouille fouille les feuilles dans la broussaille.

      J'ai aussi ajouté les derniÚres tentatives à l'article « Comparing pronunciation recordings across time. »

      Je pense que c'est mieux que de lire mon journal Ă  voix haute pendant le rendez-vous parce que les phrases me permettent de me concentrer sur les sons difficiles, et mon nouveau code m'aide Ă  suivre ma progression au fil des sessions. Ça signifie que mon journal contient peut-ĂȘtre des erreurs, mais ce n'est pas un problĂšme. Selon ce long fil sur les IA sur Hacker News, c'est mieux d'ĂȘtre humain malgrĂ© mes erreurs.

      J'ai modifié « subed-waveform » et « subed-record » pour afficher les étendues audio que je coupe. Si j'ajoute une fonction pour me permettre de faire glisser le curseur sur la forme d'onde pour créer ou ajuster la directive de coupe, je pense que ce sera trÚs pratique.

      J'ai ajoutĂ© des raccourcis clavier Ă  mon tableau d'enregistrements de virelangues en français. Maintenant, je peux naviguer vers l'enregistrement suivant ou vers l'enregistrement prĂ©cĂ©dent dans la mĂȘme phrase ou entre les phrases. Je peux aussi sauter entre les enregistrements de la mĂȘme phrase avec les chiffres 1 Ă  9, ce qui facilite tellement la comparaison entre deux versions.

      Mon mari a retrouvé un peu plus de son énergie, donc il a fabriqué une machine à espresso en jouet que ma fille réclamait depuis longtemps au lieu d'en acheter une sur eBay pour environ 90 dollars. Il a utilisé du carton et du bois pour la construire. La machine en jouet était merveilleuse. Ma fille était trÚs heureuse.

      dimanche 15 mars

      J'ai Ă©crit du code JavaScript pour jouer un enregistrement en boucle avec une pause de deux fois sa longueur dans mes notes sur les virelangues. Ça facilite la pratique sur mon tĂ©lĂ©phone. En plus de mes extraits du rendez-vous prĂ©cĂ©dent avec mon tuteur, j'ai aussi ajoutĂ© des rĂ©fĂ©rences audio qui sont gĂ©nĂ©rĂ©es par les synthĂšses vocales de Google Traduction, de Kokoro, et d'Azure. Je prĂ©fĂšre celles de Google Traduction au dĂ©but parce qu'elles sont plus lentes, mais je pense que je peux configurer les autres services pour parler Ă  la mĂȘme vitesse. Je les ai utilisĂ©es pour travailler sur ma prononciation. Ma prochaine Ă©tape est d'inclure les phonĂšmes pour aider Ă  remarquer les diffĂ©rences entre les voyelles.

      J'ai prĂ©parĂ© des crĂȘpes Ă©paisses pour le petit-dĂ©jeuner. Ma fille m'a aidĂ©e avec certaines Ă©tapes de la prĂ©paration.

      Nous avons travaillé sur la machine à espresso en carton. Ma fille et moi avons utilisé le petit ordinateur micro:bit pour faire fonctionner des boutons, jouer des sons, et afficher les nombres et les animations en utilisant MicroPython. J'ai commencé avec l'interface Web, mais Ampy est mieux pour téléverser le code sur le micro:bit parce que je peux tout faire sans clics.

      Ma fille a choisi cinq boutons et elle a dessiné des animations pour chaque commande :

      • Moudre
      • Eau
      • Lait
      • Vapeur
      • CafĂ©

      Je suis particuliÚrement fiÚre que le bouton pour l'eau simule le chauffage de l'eau en affichant la progression sur un afficheur à quatre chiffres à sept segments ( bien sûr plus rapidement qu'en vrai ), suivi d'une animation. Le logiciel simule aussi le refroidissement de l'eau aprÚs un certain temps. Le micro:bit a un thermomÚtre, donc si ma fille le veut, nous pouvons changer le logiciel pour utiliser la vraie température ambiante.

      J'ai dĂ©coupĂ© des ouvertures dans le tableau de bord en carton et j'ai utilisĂ© de la colle chaude pour coller les Ă©lĂ©ments. Mon mari a utilisĂ© deux aimants pour coller le tableau de bord au chĂąssis de la machine. Ça marche ! Ma fille s'est trĂšs bien amusĂ©e en prĂ©parant du cafĂ© pour nous.

      Voici le code : https://github.com/wjyoung65/toy_espresso_machine

      Je veux essayer d'ajouter un module MP3 et une petite enceinte pour jouer un son de meilleure qualité. Ma fille a enregistré quelques sons de la préparation du café comme le bruit de l'eau qui coule ou qui bouillonne.

      Mon mari a dépoussiéré un vieux petit ordinateur Arduino avec lequel son autre fille et lui avaient commencé un projet il y a plusieurs années. Il a réussi à diffuser des sons dans les écouteurs. Si nous pouvons nous connecter au micro:bit, la machine à espresso en jouet peut diffuser les sons que ma fille a enregistrés. J'ai hùte de l'essayer.

      You can e-mail me at sacha@sachachua.com.

    25. 🔗 r/york Dick Turpin's trial, execution, and burial in York - now an audio drama starring Dónal Finn (Young Sherlock, Wheel of Time) rss

      Dick Turpin's trial, execution, and burial in York - now an audio drama starring DĂłnal Finn (Young Sherlock, Wheel of Time) | https://preview.redd.it/wbssbww2ylpg1.png?width=1000&format=png&auto=webp&s=f3d91c1d175d5a6a8c92d3bfacc079fec79394f4 Full disclosure: I'm one of the writers/directors on this project. We're releasing a full-cast audio drama about Dick Turpin this summer through Big Finish, starring DĂłnal Finn (Young Sherlock, Wheel of Time) as Turpin, with Greg Wise and Jemima Rooper. Thought this sub might be interested because York is where it all ends - the trial at York Assizes in March 1739, the execution at Knavesmire in April, and the burial at St George's Church, Fishergate. We're covering the real history: how he ended up in Yorkshire hiding under the alias "John Palmer," posed as a gentleman horse trader in Brough-on-Humber, got caught over shooting a rooster, and then faced trial with no defence and no witnesses. The execution scene is... well, let's just say we didn't hold back. He hired five professional mourners, bought himself a new frock coat, chatted with the hangman for half an hour, then jumped off the ladder himself. Going for "Peaky Blinders meets Taboo" - dark, fast, visceral. Proper 18th-century thieves' cant and period-accurate sound design. Website: https://turpinhq.co.uk Anyone in York interested in local history brought to life? submitted by /u/Araziel-
      [link] [comments]
      ---|---

    26. 🔗 HexRaysSA/plugin-repository commits sync repo: +2 releases rss
      sync repo: +2 releases
      
      ## New releases
      - [DeepExtract](https://github.com/marcosd4h/DeepExtractIDA): 0.9.11
      - [unicorn-tracer-arm64](https://github.com/chenxvb/Unicorn-Trace): 0.3
      
    27. 🔗 r/Yorkshire New business scheme launched to help York and North Yorkshire businesses grow rss

      New business scheme launched to help York and North Yorkshire businesses grow | submitted by /u/willfiresoon
      [link] [comments]
      ---|---

    28. 🔗 r/Harrogate 'Roadworks around Harrogate. WTAF?! rss

      Everywhere you turn, Starbeck, 2 massive holes in the road & no workers. Penny Pot roundabout, 4 way lights thanks to Harrogate Water. Curious Cow roundabout, 4 way lights. Kingsley drive, perpetual lights. The list is bloody endless. Anyone else brassed off with it all?

      submitted by /u/E5evo
      [link] [comments]

    29. 🔗 r/Harrogate Moving to Harrogate as young person rss

      I (24F) have just accepted an amazing job opportunity in Harrogate. I'm currently based in Leeds, close to the city centre but if I were to stay in Leeds my commute would be over an hour to the office. Since my lease ends in July, I was wondering if it would be worth it to move to Harrogate.

      Do you think that Harrogate is a good place to move to as a young person just starting their career? I love Leeds so much so I would definitely be sad to leave but a 1hr+ commute one way every day is grueling.

      submitted by /u/matilza
      [link] [comments]

    30. 🔗 r/Yorkshire There’s Always That One Person Who Refuses To Admit It’s Cold rss

      You’ll be stood there with a jacket on, hands freezing, and there’s always someone walking around like it’s nothing. No it’s not that bad while everyone else is clearly feeling it. Don’t know if it’s stubbornness or just being used to it, but you see it every winter without fail. Have you also met such person?

      submitted by /u/Additional_Fly_6603
      [link] [comments]

    31. 🔗 r/Harrogate Casual Monday 8pm 5/6/7-a-side in Harrogate (Rossett 3G) – players needed rss

      We’ve got a friendly weekly 5/6/7-a-side game on the 3G pitch at Rossett (Harrogate) every Monday at 8pm, and we’re looking for a few more players to keep it going consistently.

      It’s a decent standard but nothing too serious — mix of abilities, no egos, just a good run about and a competitive game.

      We’ve got a core group but have been just short on numbers recently, so keen to get a few more involved. No pressure to commit every week — even if you can play semi-regularly that helps a lot.

      Details:

      • Rossett, Harrogate (3G pitch)
      • Mondays, 8pm
      • ÂŁ7.50
      • 5/6/7-a-side depending on numbers

      If you fancy a game or want to get involved, drop a comment or a message 👍

      Cheers!

      submitted by /u/Ill-Western-6408
      [link] [comments]

    32. 🔗 r/wiesbaden Ich wohne in Idstein & möchte mit Gym anfangen. Welches könnt ihr empfehlen? rss
    33. 🔗 r/wiesbaden Sammlerobjekte mit Bezug zu Wiesbaden gesucht rss

      Ich möchte anfangen, Sachen zu sammeln, die einen Bezug zu Wiesbaden haben und suche nach Ideen, um meine Sammlung zu erweitern.

      Bis jetzt besteht diese nur aus Pokerchips aus der Spielbank sowie ein paar alten Bildern, auf denen das ein oder andere GebÀude vor ca. 100 Jahren abgebildet ist.

      Meine Ideen wĂ€ren noch Eintrittskarten (aber fĂŒr was?) und Postkarten oder Souvenirs aus der Touristeninformation.

      FĂ€llt euch sonst noch etwas ein?

      submitted by /u/Unconsci0us_Mind
      [link] [comments]

  4. March 16, 2026
    1. 🔗 IDA Plugin Updates IDA Plugin Updates on 2026-03-16 rss

      IDA Plugin Updates on 2026-03-16

      New Releases:

      Activity:

    2. 🔗 r/Yorkshire David Byrne Halifax - accommodation rss

      Me and my friend are considering going to see David Byrne in Halifax! Does anyone have any recommendations for places to stay, near to some night life with easy enough access to trains!

      Thank you!

      submitted by /u/CantaloupeHot5387
      [link] [comments]

    3. 🔗 r/Yorkshire Camping in the Dales? rss

      Is it acceptable or even possible to find a nice spot with good views that I could just camp alone for a night?

      submitted by /u/Deep_Relationship960
      [link] [comments]

    4. 🔗 r/Yorkshire Animal rescue horse charity in North Yorkshire needs support rss
    5. 🔗 r/LocalLLaMA Mistral Small 4:119B-2603 rss

      Mistral Small 4:119B-2603 | submitted by /u/seamonn
      [link] [comments]
      ---|---

    6. 🔗 r/Leeds Seafood restaurant recommendations in town please. rss

      Nothing too highbrow, my son (10) wants to try lots of different seafood and we're off in to town on Saturday.

      submitted by /u/ErcolTable
      [link] [comments]

    7. 🔗 r/wiesbaden Auf der Suche nach Orten fĂŒr Brettspiele rss

      Hallo zusammen,

      ich suche nach Tipps fĂŒr Bars, CafĂ©s oder Lokale, die sich gut eignen, um mit Freunden Brettspiele zu spielen.

      Am liebsten mit großen Tischen und nicht zu eng oder ĂŒberfĂŒllt. Gutes Essen und GetrĂ€nke wĂ€ren ein Pluspunkt.

      Vielen Dank!

      submitted by /u/LankyRaspberry8110
      [link] [comments]

    8. 🔗 r/LocalLLaMA Mistral 4 Family Spotted rss
    9. 🔗 r/Yorkshire Quite the statement! rss

      Quite the statement! | Anyone been here? Looks quite cool submitted by /u/Terrible_Passion6178
      [link] [comments]
      ---|---

    10. 🔗 sacha chua :: living an awesome life 2026-03-16 Emacs news rss

      Security reminder: If you use kubernetes-el, don't update for now, and you might want to check your installation if you updated it recently. The repo was compromised. (Analysis, Reddit discussion, lobste.rs) If you use Emacs 31, please consider enabling package-review-policy.

      There were a number of lively conversations around Emacs Solo (142 comments on HN), Emacs and Vim in the age of AI (52 comments on Reddit, 138 on HN), and agent-shell 0.47 (62 on Reddit). Also, Prot has posted the video and text of his talk Computing in freedom with GNU Emacs (YouTube 42:40, Video with Q&A, more links in the community section).

      Links from reddit.com/r/emacs, r/orgmode, r/spacemacs, Mastodon #emacs, Bluesky #emacs, Hacker News, lobste.rs, programming.dev, lemmy.world, lemmy.ml, planet.emacslife.com, YouTube, the Emacs NEWS file, Emacs Calendar, and emacs-devel. Thanks to Andrés Ramírez for emacs-devel links. Do you have an Emacs-related link or announcement? Please e-mail me at sacha@sachachua.com. Thank you!

      You can comment on Mastodon or e-mail me at sacha@sachachua.com.

    11. 🔗 r/wiesbaden English Speaking Friend Group rss

      Hi all,

      I made a post about a week ago looking to form a group chat for English speakers to do activities in Wiesbaden together! The chat is active and we have done one meetup already to play some pool. We will plan further meetups and just wanted to make a second post to see if anyone else is interested in joining the group.

      DM me or comment for more info!

      submitted by /u/LankyRaspberry8110
      [link] [comments]

    12. 🔗 r/wiesbaden Gute Kneipen in Wiesbaden rss

      Hallo zusammen,

      ich möchte gerne mein Wiesbadener Kneipennetzwerk erweitern.

      Könnt ihr Empfehlungen aussprechen?

      Das Ambiente und Klientel ist fast egal. Bin da recht anspruchslos.

      Was gut wĂ€re, wenn es eine vernĂŒnftige Bierauswahl gibt. Am besten frisch gezapftes, aber damit meine ich nicht, dass dort das Stangenpils Bitburger aus dem Hahn lĂ€uft.

      Freue mich ĂŒber Tipps und Anregungen.

      submitted by /u/Goldhaenchen
      [link] [comments]

    13. 🔗 r/LocalLLaMA Qwen3.5-9B on document benchmarks: where it beats frontier models and where it doesn't. rss

      Qwen3.5-9B on document benchmarks: where it beats frontier models and where it doesn't. | We run an open document AI benchmark. 20 models, 9,000+ real documents. Just added all four Qwen3.5 sizes (0.8B to 9B). Now we have per-task breakdowns for every model. You can see the results here : idp-leaderboard.org Where all Qwen wins or matches: OlmOCR (text extraction from messy scans, dense PDFs, multi-column layouts): Qwen3.5-9B: 78.1
      Qwen3.5-4B: 77.2
      Gemini 3.1 Pro: 74.6
      Claude Sonnet 4.6: 74.4
      Qwen3.5-2B: 73.7
      GPT-5.4: 73.4 9B and 4B are ahead of every frontier model on raw text extraction. The 2B matches GPT-5.4. VQA (answering questions about document content, charts, tables): Gemini 3.1 Pro: 85.0
      Qwen3.5-9B: 79.5
      GPT-5.4: 78.2
      Qwen3.5-4B: 72.4
      Claude Sonnet 4.6: 65.2
      GPT-5.2: 63.5
      Gemini 3 Flash: 63.5 This one surprised us the most. The 9B is second only to Gemini 3.1 Pro on VQA. It edges past GPT-5.4. It is 14 points ahead of Claude Sonnet and 16 points ahead of Gemini Flash. For a 9B open model, that VQA score is hard to explain. KIE (extracting invoice numbers, dates, amounts): Gemini 3 Flash: 91.1
      Claude Opus 4.6: 89.8
      Claude Sonnet 4.6: 89.5
      GPT-5.2: 87.5
      Gemini 3.1 Pro: 86.8
      Qwen3.5-9B: 86.5
      Qwen3.5-4B: 86.0
      GPT-5.4: 85.7 Qwen-9B matches Gemini 3.1 Pro. Qwen-4B matches GPT-5.4. Both ahead of GPT-5-Mini (85.7), Claude Haiku (85.6), and Ministral-8B (85.7). A 4B model doing production-grade field extraction. Where frontier models are clearly better. Table extraction (GrITS): Gemini 3.1 Pro: 96.4
      Claude Sonnet: 96.3
      GPT-5.4: 94.8
      Gemini 3 Pro: 95.8
      GPT-5.2: 86.0
      Gemini 3 Flash: 85.6
      Qwen3.5-4B: 76.7
      Qwen3.5-9B: 76.6 Frontier models are 85 to 96 on tables. Qwen is stuck at 76 to 77 regardless of size. The 4B and 9B are essentially identical. This looks like an architecture limit, not a scale limit. Handwriting OCR: Gemini 3.1 Pro: 82.8
      Gemini 3 Flash: 81.7
      GPT-4.1: 75.6
      Claude Opus: 74.0
      Claude Sonnet: 73.7
      GPT-5.4: 69.1
      Ministral-8B: 67.8
      Qwen3.5-9B: 65.5
      Qwen3.5-4B: 64.7 Gemini dominates handwriting. Qwen is behind but not drastically behind GPT-5.4 (69.1 vs 65.5). Scaling within the Qwen family: Overall: 0.8B 58.0, 2B 63.2, 4B 73.1, 9B 77.0 Summary: OCR extraction: Qwen 4B/9B ahead of all frontier models
      VQA reasoning: Qwen-9B is #2 behind only Gemini 3.1 Pro. Beats GPT-5.4.
      KIE field extraction: Qwen 4B/9B match frontier models
      Table extraction: Frontier models lead by 10 to 20 points Every prediction is visible. Compare Qwen outputs against any model on the same documents. idp- leaderboard.org/explore submitted by /u/shhdwi
      [link] [comments]
      ---|---

    14. 🔗 r/york York in spring always looks great rss

      York in spring always looks great | submitted by /u/OneItchy396
      [link] [comments]
      ---|---

    15. 🔗 r/Yorkshire Right! rss

      Right! | Can’t wait for warmer weather to happen. submitted by /u/bungaynet
      [link] [comments]
      ---|---

    16. 🔗 r/LocalLLaMA OpenCode concerns (not truely local) rss

      I know we all love using opencode, I just recently found out about it and my experience is generally positive so far.

      Working on customizing my prompts and tools I eventually had to modify the inner tool code to make it suit my need. This has lead me to find out that by default, when you run opencode serve and use the web UI

      -- > opencode will proxy all requests internally to https://app.opencode.ai!

      (relevant code part)

      There is currently no option to change this behavior, no startup flag, nothing. You do not have the option to serve the web app locally, using opencode web just automatically opens the browser with the proxied web app, not a true locally served UI.

      There are a lot of open PRs and issues regarding this problem in their github (incomplete list):

      I think this is kind of a major concern as this behavior is not documented very well and it causes all sorts of problems when running behind firewalls or when you want to work truely local and are a bit paranoid like me.

      I apologize should this have been discussed before but haven't found anything in this sub in a quick search.

      submitted by /u/Ueberlord
      [link] [comments]

    17. 🔗 r/Yorkshire Civil War damage still visible at Ripon Cathedral – Cromwell’s soldiers smashed medieval monuments (NO AI) rss

      Civil War damage still visible at Ripon Cathedral – Cromwell’s soldiers smashed medieval monuments (NO AI) | I visited Ripon Cathedral last week and noticed something I hadn’t paid much attention to before — the damage to several medieval tomb monuments inside the cathedral. During the English Civil War, soldiers of Oliver Cromwell’s New Model Army entered many churches across England and destroyed what they considered “idolatrous” imagery. Tomb effigies, stained glass, statues and carved monuments were often deliberately smashed. At Ripon, the Markenfield tombs still show clear signs of that destruction — faces and details chiselled away centuries ago. I made a short documentary-style video about the history behind this and the evidence that remains today. One thing I find fascinating is that these scars in the stone have survived Vikings, the Reformation, and centuries of change , yet the damage from the Civil War is still clearly visible. Video here if anyone is interested:
      https://www.youtube.com/watch?v=Z5cZR4MvsF4 Would be interested to know if anyone has come across similar Civil War damage in other English churches or cathedrals. submitted by /u/The_Black_Banner_UK
      [link] [comments]
      ---|---

    18. 🔗 r/york Best food on uni [UoY] campus? And how do you rate UoY campus food overall? rss
    19. 🔗 r/wiesbaden Die vorlĂ€ufigen Ergebnisse in Wiesbaden rss
    20. 🔗 r/reverseengineering /r/ReverseEngineering's Weekly Questions Thread rss

      To reduce the amount of noise from questions, we have disabled self-posts in favor of a unified questions thread every week. Feel free to ask any question about reverse engineering here. If your question is about how to use a specific tool, or is specific to some particular target, you will have better luck on the Reverse Engineering StackExchange. See also /r/AskReverseEngineering.

      submitted by /u/AutoModerator
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    21. 🔗 HexRaysSA/plugin-repository commits sync repo: +1 release rss
      sync repo: +1 release
      
      ## New releases
      - [IDASQL](https://github.com/allthingsida/idasql): 0.0.12
      
    22. 🔗 r/LocalLLaMA Qwen 3.5 122b - a10b is kind of shocking rss

      I’m building an app with this model locally, and I’ve been genuinely surprised by how naturally it reasons through tasks.

      At one point it said:
      “Now that both services are created, I need to create the API routes - let me first look at how existing routes are structured to follow the same pattern.”

      That kind of self guided planning feels unusually intuitive for a local model.

      Models like this are a reminder of how powerful open and locally runnable systems can be.

      submitted by /u/gamblingapocalypse
      [link] [comments]

    23. 🔗 r/Leeds Pregnant sheep dies after being mauled by dog in Leeds town rss
    24. 🔗 Andrew Healey's Blog Building a Shell rss

      I built a tiny shell in C to learn what fork, execvp, and dup2 are doing under the hood.