June 23, 2026

# Nightly Librarian — Newsletter draft

Run: 2a1fe7e6-0df5-487c-9912-3d5a0aa81d83
Started: 2026-06-23T11:02:15.611Z
Completed: 2026-06-23T11:07:04.752Z

## Worth attention

- **Codex logging bug may write TBs to local SSDs**
  https://github.com/openai/codex/issues/28224
  A Codex CLI issue documented heavy local SQLite feedback logging, and a Jun 23 update says three merged PRs cut most of the noise and closed the report.
- **n8n@1.123.60**
  https://github.com/n8n-io/n8n/releases/tag/n8n%401.123.60
  n8n 1.123.60 says it excludes failed workflows from billable counts and fixes 26 dependency security issues across packages like tmp, protobufjs, ws, and axios.
- **Deno Desktop apps**
  https://docs.deno.com/runtime/desktop/
  Deno docs now document `deno desktop`, a canary-only Deno 2.9 feature for packaging web or TypeScript projects into desktop binaries with built-in webview options and auto-update support.
- **I was looking for a side business to build and looked into the AI resume builder market, here are the gaps.**
  https://www.reddit.com/r/SaaS/comments/1ucf12d/i_was_looking_for_a_side_business_to_build_and/
  A Reddit founder post argues AI resume builders look saturated for generic ATS use, while freelancer, international, career-change, and recruiter-side workflows remain less served.
- **I forked ik_llama.cpp and added a "--numa mirror" mode to maximize performance on multi-socket CPU systems. Just sharing and looking for testers!**
  https://www.reddit.com/r/LocalLLaMA/comments/1ubw3mo/i_forked_ik_llamacpp_and_added_a_numa_mirror_mode/
  A LocalLLaMA post claims a forked `ik_llama.cpp` adds `--numa mirror`, duplicating weights and KV cache per socket to avoid remote-memory penalties and posted 1.3x-1.6x gains on several models.

## Full digest

- [R] [reddit-saas] Building a qual research analysis tool, flying to Ahmedabad (June 25-30) & Delhi (July 1-4) - want to meet researchers in person — https://www.reddit.com/r/SaaS/comments/1ucf6b0/building_a_qual_research_analysis_tool_flying_to/ — Hey all, I'm a cofounder of a qualitative research analysis tool. Interviews, transcripts, turning a pile of conversations into something y…
- [P] [reddit-saas] I was looking for a side business to build and looked into the AI resume builder market, here are the gaps. — https://www.reddit.com/r/SaaS/comments/1ucf12d/i_was_looking_for_a_side_business_to_build_and/ — A Reddit founder post argues AI resume builders look saturated for generic ATS use, while freelancer, international, career-change, and recruiter-side workflows remain less served.
- [R] [reddit-saas] Here are features I'm planning to build. What do you think? — https://www.reddit.com/r/SaaS/comments/1ucee67/here_are_features_im_planning_to_build_what_do/ — After working with hundreds of ecommerce merchants, I've noticed something interesting: Most store owners don't actually want more dashboar…
- [P] [gh-n8n] n8n@1.123.60 — https://github.com/n8n-io/n8n/releases/tag/n8n%401.123.60 — n8n 1.123.60 says it excludes failed workflows from billable counts and fixes 26 dependency security issues across packages like tmp, protobufjs, ws, and axios.
- [R] [stratechery] Apple Price Increases, Apple Intelligence and the E.U. — https://stratechery.com/2026/apple-price-increases-apple-intelligence-and-the-e-u/ — Apple is (finally) raising prices, but they're not shipping Siri AI to the E.U.
- [R] [reddit-localllama] GLM-5.2 is on DeepSWE — https://www.reddit.com/r/LocalLLaMA/comments/1uc79ho/glm52_is_on_deepswe/ — TOP-RIGHT corner is the best, price gets CHEAPER as you go towards the RIGHT. https://deepswe.datacurve.ai/ Alternate scores by ArtificialA…
- [R] [reddit-localllama] Local LLM Inference Optimization: The Complete Guide — https://www.reddit.com/r/LocalLLaMA/comments/1uc3wg9/local_llm_inference_optimization_the_complete/ — I compiled a year of local LLM experiments into a practical llama.cpp optimization guide, covering VRAM fitting, KV cache, MoE placement, M…
- [R] [reddit-localllama] Gemma 4 QAT 31B responds better to KV cache quantization too — https://www.reddit.com/r/LocalLLaMA/comments/1ucgrxh/gemma_4_qat_31b_responds_better_to_kv_cache/ — I've run benchmark from this post and got even better results on Gemma 4 31B   submitted by   /u/justicecurcian [link]   [comme…
- [R] [reddit-localllama] Tokenomics — https://www.reddit.com/r/LocalLLaMA/comments/1ubrcwj/tokenomics/ —   submitted by   /u/HOLUPREDICTIONS [link]   [comments]
- [R] [reddit-localllama] Do you think dedicated hardware for running local LLMs will become affordable anytime soon? — https://www.reddit.com/r/LocalLLaMA/comments/1uce2pz/do_you_think_dedicated_hardware_for_running_local/ — Models like qwen 27b dense have already proved to be useful coding/general purpose assistants, but issue is still with hardware even the en…
- [R] [reddit-localllama] Support Step3.5/3.7 flash mtp3 by forforever73 · Pull Request #24340 · ggml-org/llama.cpp — https://www.reddit.com/r/LocalLLaMA/comments/1ucevoo/support_step3537_flash_mtp3_by_forforever73_pull/ — follow-up to #23274 Multi-layer MTP support! Try with latest llama.cpp version.   submitted by   /u/pmttyji [link]   [comments]
- [R] [reddit-localllama] Not a new model, just a Happy Father's Day and a thank you. — https://www.reddit.com/r/LocalLLaMA/comments/1ubzzib/not_a_new_model_just_a_happy_fathers_day_and_a/ — I know this isn't our usual discussion about context windows, quantization, or the latest model drop, but I just wanted to take a quick mom…
- [R] [reddit-localllama] Gemma 4 31B Q6 on Dual 9060 XT — https://www.reddit.com/r/LocalLLaMA/comments/1ucenk7/gemma_4_31b_q6_on_dual_9060_xt/ — Running Gemma 4 31B Q6 on two 9060 XT 16GB cards, runs consistently around 8-9 t/s. From reading through other threads on here, people seem…
- [R] [reddit-localllama] Vercel CEO: "Almost shocked" by how good GLM-5.2 is at coding — https://www.reddit.com/r/LocalLLaMA/comments/1ubk57k/vercel_ceo_almost_shocked_by_how_good_glm52_is_at/ — Guillermo Rauch (Vercel CEO) says he is "genuinely impressed, almost shocked" by GLM-5.2's coding performance. What has your experience wit…
- [R] [reddit-localllama] I want to love hermes agent, but it looks so ugly, and ux is not nice — https://www.reddit.com/r/LocalLLaMA/comments/1ucanbv/i_want_to_love_hermes_agent_but_it_looks_so_ugly/ — I am rechecking on hermes agent currently, also because many report great experiences, but oh my, does it look ugly. The web-UI uses such u…
- [R] [reddit-localllama] I pretrained and post trained a 500M parameter LLM and 330M parameter Image generator from scratch — https://www.reddit.com/r/LocalLLaMA/comments/1ubuy8w/i_pretrained_and_post_trained_a_500m_parameter/ — Hey folks Hope you are doing well I started HobbyLM as an side project last month Initially I wrote an Agent harness using Claude SDK which…
- [R] [reddit-localllama] Qwen is never going to open source Qwen 3.7, aren't they? — https://www.reddit.com/r/LocalLLaMA/comments/1ubjnh5/qwen_is_never_going_to_open_source_qwen_37_arent/ — Well, this was predictable. After Qwen fired Junyang Lin, the next models are no longer open source. Ignoring the small models for a minute…
- [R] [reddit-localllama] Leaderboard for quantized models, similar to artificial analysis? — https://www.reddit.com/r/LocalLLaMA/comments/1uc9aw3/leaderboard_for_quantized_models_similar_to/ — Artificial analysis’ leaderboard for models is somewhat useful for comparing model intelligence, but does not take into account quantizatio…
- [R] [reddit-localllama] Best local model for vision - 2nd benchmark update - 21 Jun 2026 — https://www.reddit.com/r/LocalLLaMA/comments/1ubx4rw/best_local_model_for_vision_2nd_benchmark_update/ — I previously posted the first results of my VLM benchmark . There were a few useful comments and observations I took into account, to revis…
- [R] [reddit-localllama] Finally seeing benefits of MTP after removing GGML_CUDA_ALLREDUCE — https://www.reddit.com/r/LocalLLaMA/comments/1uc4yyx/finally_seeing_benefits_of_mtp_after_removing/ — Been fighting this a while, mtp seeing lows at 17 to sometimes 30's and today I went and dug deep and tried so many different configuartion…
- [R] [reddit-localllama] 8-16 MI50s Minimax M3 @19 tps TG (peak) — https://www.reddit.com/r/LocalLLaMA/comments/1ubnj2l/816_mi50s_minimax_m3_19_tps_tg_peak/ — TL;DR Speeds are not too ugly for this old 2018 hardware but imo, not very usable for agentic coding (if you compare with qwen3.6 27B on 8…
- [R] [reddit-localllama] Gemma 4 QAT seems to respond significantly better to KV cache quantization — https://www.reddit.com/r/LocalLLaMA/comments/1ubl0df/gemma_4_qat_seems_to_respond_significantly_better/ — Results from KL Divergence on wikitext with 16k context I know some users, including myself, were disappointed with Gemma 4's sensitivity t…
- [R] [reddit-localllama] Qwen 3.6 27b Abliterated (apostate) — https://www.reddit.com/r/LocalLLaMA/comments/1ubwo03/qwen_36_27b_abliterated_apostate/ — I've been working on a project called Apostate and have finally released my first large model with it on Hugging Face. Qwen 3.6 27B with sa…
- [R] [reddit-localllama] 2× Radeon R9700 — Qwen 3.6 27B Q8 MTP on llama.cpp — https://www.reddit.com/r/LocalLLaMA/comments/1ubrn1a/2_radeon_r9700_qwen_36_27b_q8_mtp_on_llamacpp/ — There isn't much information around about multi-GPU setups with the R9700, so I'm writing this up in case it helps anyone in the same situa…
- [P] [reddit-localllama] I forked ik_llama.cpp and added a "--numa mirror" mode to maximize performance on multi-socket CPU systems. Just sharing and looking for testers! — https://www.reddit.com/r/LocalLLaMA/comments/1ubw3mo/i_forked_ik_llamacpp_and_added_a_numa_mirror_mode/ — A LocalLLaMA post claims a forked `ik_llama.cpp` adds `--numa mirror`, duplicating weights and KV cache per socket to avoid remote-memory penalties and posted 1.3x-1.6x gains on several models.
- [R] [reddit-localllama] For programmers with slow local LLM setup, what's your workflow? — https://www.reddit.com/r/LocalLLaMA/comments/1uc6ihb/for_programmers_with_slow_local_llm_setup_whats/ — What's your workflow and what's the best way you have found to code with local LLM when your token generation is < 10 tk/sec? &#32; submitt…
- [R] [reddit-localllama] Agent recommendations — https://www.reddit.com/r/LocalLLaMA/comments/1uc86pz/agent_recommendations/ — Hi, I have a Strix Halo with 128GB setup that runs a couple of models (GPT-OSS 120b, Qwen3.5-122b, Gemma-4-31b) on llama-swap. GPT and Qwen…
- [R] [reddit-localllama] Your Favorite Workflow to Convert PDF with Complex Structure to Markdown? — https://www.reddit.com/r/LocalLLaMA/comments/1uc6mp1/your_favorite_workflow_to_convert_pdf_with/ — I've tried markitdown, Docling, and Mineru. Are there better tools I should try? I need to process tables, floating box, etc. Thanks! &#32;…
- [R] [reddit-localllama] I got a Jetson Orin Nano, can it code? — https://www.reddit.com/r/LocalLLaMA/comments/1uchgyr/i_got_a_jetson_orin_nano_can_it_code/ — Has anyone tried running a coding model (maybe a Qwen) on a Orin Nano? I was looking at a Qwen 35B (MOE 3B) but that seems too large. ps. I…
- [R] [hn-top] Munich 1991: The Roots of the Current AI Boom — https://people.idsia.ch/~juergen/ai-boom-roots-munich-1991.html — Munich 1991: The Roots of the Current AI Boom
- [P] [hn-top] Codex logging bug may write TBs to local SSDs — https://github.com/openai/codex/issues/28224 — A Codex CLI issue documented heavy local SQLite feedback logging, and a Jun 23 update says three merged PRs cut most of the noise and closed the report.
- [R] [hn-top] GLM 5.2 vs. Opus — https://techstackups.com/comparisons/glm-5.2-vs-opus/ — GLM 5.2 vs. Opus
- [R] [hn-top] Lisp in the Rust Type System — https://github.com/playX18/lisp-in-types/ — Lisp in the Rust Type System
- [R] [hn-top] Efficient C++ Programming for Modern C++ CPUs, Chapter 4/part 2 — https://6it.dev/blog/infographics-operation-costs-in-cpu-clock-cycles-take-2-80736 — Efficient C++ Programming for Modern C++ CPUs, Chapter 4/part 2
- [R] [hn-top] 1983 Northern Telecom Commodore Phone — https://www.oldtelephoneroom.ca/1983-northern-telecom-commodore-phone/ — 1983 Northern Telecom Commodore Phone
- [P] [lobsters] Deno Desktop apps — https://docs.deno.com/runtime/desktop/ — Deno docs now document `deno desktop`, a canary-only Deno 2.9 feature for packaging web or TypeScript projects into desktop binaries with built-in webview options and auto-update support.
- [R] [lobsters] Chesterton's middle finger — https://www.arp242.net/chestersons-finger.html — Comments
- [R] [lobsters] Computing Camera Rays — https://momentsingraphics.de/CameraRays.html — Comments
- [R] [lobsters] How a Computer Should Work — https://pkgdemon.github.io/how-a-computer-should-work.html — Comments
- [R] [lobsters] OpenMW 0.51.0 Released — https://openmw.org/2026/openmw-0-51-0-released/ — Comments