conversations multiplexed over the single websocket connection? Who or what are the entities engaged in these conversations, because there must be someone or something - right? The ability to multiplex multiple conversations influences the internal architecture of your processes. Without matching sophistication in the communicating parties, a multi-lane freeway is a high-volume transport to the same old choke points. Does anyone know a good software entity framework? There are further demands on the capabilities of the messaging facility. Processes such as the HTTP server are a point of access for external processes. Optimal support for a complex, multi-view client would have multiple entry points available providing direct access to the relevant processes. Concerns about security may force the merging of the multiple points into a single point. That point of access would need to make the necessary internal connections and provide the ongoing routing of message streams to their ultimate destinations. Lastly, the adoption of multiple programming languages not only requires the matching linguistic skills but also breaks the homogeneous nature of your system. Consider a simple bubble diagram where each bubble is a process and each arrow represents a connection from one process to the other. The ability to add arrows anywhere assumes the availability of the same messaging system in every process, and therefore, every language. Multiprocessing with a multiplexing communications framework can deliver the systems environment that we might subconsciously lust after. But where is that framework and what would it even look like? Well, the link in the post takes you to the docs for my best attempt. <!-- SC_ON --> submitted by /u/Public_Being3163 (https://www.reddit.com/user/Public_Being3163)
[link] (https://kipjak-manual.s3.ap-southeast-2.amazonaws.com/1.0.0/index.html) [comments] (https://www.reddit.com/r/programming/comments/1ndpv4f/a_rant_about_multiprocessing/)
[link] (https://kipjak-manual.s3.ap-southeast-2.amazonaws.com/1.0.0/index.html) [comments] (https://www.reddit.com/r/programming/comments/1ndpv4f/a_rant_about_multiprocessing/)
Eclipse 4.37 Released
https://www.reddit.com/r/programming/comments/1ne4hb2/eclipse_437_released/
submitted by /u/BlueGoliath (https://www.reddit.com/user/BlueGoliath)
[link] (https://eclipse.dev/eclipse/markdown/?f=news/4.37/index.md) [comments] (https://www.reddit.com/r/programming/comments/1ne4hb2/eclipse_437_released/)
https://www.reddit.com/r/programming/comments/1ne4hb2/eclipse_437_released/
submitted by /u/BlueGoliath (https://www.reddit.com/user/BlueGoliath)
[link] (https://eclipse.dev/eclipse/markdown/?f=news/4.37/index.md) [comments] (https://www.reddit.com/r/programming/comments/1ne4hb2/eclipse_437_released/)
Hashed sorting is typically faster than hash tables1
https://www.reddit.com/r/programming/comments/1ne6jtd/hashed_sorting_is_typically_faster_than_hash/
submitted by /u/JadeLuxe (https://www.reddit.com/user/JadeLuxe)
[link] (https://reiner.org/hashed-sorting) [comments] (https://www.reddit.com/r/programming/comments/1ne6jtd/hashed_sorting_is_typically_faster_than_hash/)
https://www.reddit.com/r/programming/comments/1ne6jtd/hashed_sorting_is_typically_faster_than_hash/
submitted by /u/JadeLuxe (https://www.reddit.com/user/JadeLuxe)
[link] (https://reiner.org/hashed-sorting) [comments] (https://www.reddit.com/r/programming/comments/1ne6jtd/hashed_sorting_is_typically_faster_than_hash/)
Rust compiler performance survey 2025 results
https://www.reddit.com/r/programming/comments/1neepqt/rust_compiler_performance_survey_2025_results/
submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (https://blog.rust-lang.org/2025/09/10/rust-compiler-performance-survey-2025-results/) [comments] (https://www.reddit.com/r/programming/comments/1neepqt/rust_compiler_performance_survey_2025_results/)
https://www.reddit.com/r/programming/comments/1neepqt/rust_compiler_performance_survey_2025_results/
submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (https://blog.rust-lang.org/2025/09/10/rust-compiler-performance-survey-2025-results/) [comments] (https://www.reddit.com/r/programming/comments/1neepqt/rust_compiler_performance_survey_2025_results/)
Unicode 17.0 Release Announcement
https://www.reddit.com/r/programming/comments/1neeq77/unicode_170_release_announcement/
submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (http://blog.unicode.org/2025/09/unicode-170-release-announcement.html) [comments] (https://www.reddit.com/r/programming/comments/1neeq77/unicode_170_release_announcement/)
https://www.reddit.com/r/programming/comments/1neeq77/unicode_170_release_announcement/
submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (http://blog.unicode.org/2025/09/unicode-170-release-announcement.html) [comments] (https://www.reddit.com/r/programming/comments/1neeq77/unicode_170_release_announcement/)
Program verification is not all-or-nothing
https://www.reddit.com/r/programming/comments/1neer12/program_verification_is_not_allornothing/
submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (https://lawrencecpaulson.github.io/2025/09/05/All_or_nothing.html) [comments] (https://www.reddit.com/r/programming/comments/1neer12/program_verification_is_not_allornothing/)
https://www.reddit.com/r/programming/comments/1neer12/program_verification_is_not_allornothing/
submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (https://lawrencecpaulson.github.io/2025/09/05/All_or_nothing.html) [comments] (https://www.reddit.com/r/programming/comments/1neer12/program_verification_is_not_allornothing/)
JEP 401: Value Classes and Objects (Preview)
https://www.reddit.com/r/programming/comments/1neerjh/jep_401_value_classes_and_objects_preview/
submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (https://openjdk.org/jeps/401) [comments] (https://www.reddit.com/r/programming/comments/1neerjh/jep_401_value_classes_and_objects_preview/)
https://www.reddit.com/r/programming/comments/1neerjh/jep_401_value_classes_and_objects_preview/
submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (https://openjdk.org/jeps/401) [comments] (https://www.reddit.com/r/programming/comments/1neerjh/jep_401_value_classes_and_objects_preview/)
Rewriting Dataframes for MicroHaskell
https://www.reddit.com/r/programming/comments/1neeuf0/rewriting_dataframes_for_microhaskell/
submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (https://mchav.github.io/rewriting-dataframes-for-microhs/) [comments] (https://www.reddit.com/r/programming/comments/1neeuf0/rewriting_dataframes_for_microhaskell/)
https://www.reddit.com/r/programming/comments/1neeuf0/rewriting_dataframes_for_microhaskell/
submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (https://mchav.github.io/rewriting-dataframes-for-microhs/) [comments] (https://www.reddit.com/r/programming/comments/1neeuf0/rewriting_dataframes_for_microhaskell/)
Clojure's Solutions to the Expression Problem
https://www.reddit.com/r/programming/comments/1neevq8/clojures_solutions_to_the_expression_problem/
submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (https://www.infoq.com/presentations/Clojure-Expression-Problem/) [comments] (https://www.reddit.com/r/programming/comments/1neevq8/clojures_solutions_to_the_expression_problem/)
https://www.reddit.com/r/programming/comments/1neevq8/clojures_solutions_to_the_expression_problem/
submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (https://www.infoq.com/presentations/Clojure-Expression-Problem/) [comments] (https://www.reddit.com/r/programming/comments/1neevq8/clojures_solutions_to_the_expression_problem/)
Fenwick layout for interval trees
https://www.reddit.com/r/programming/comments/1neexcf/fenwick_layout_for_interval_trees/
submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (https://purplesyringa.moe/blog/fenwick-layout-for-interval-trees/) [comments] (https://www.reddit.com/r/programming/comments/1neexcf/fenwick_layout_for_interval_trees/)
https://www.reddit.com/r/programming/comments/1neexcf/fenwick_layout_for_interval_trees/
submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (https://purplesyringa.moe/blog/fenwick-layout-for-interval-trees/) [comments] (https://www.reddit.com/r/programming/comments/1neexcf/fenwick_layout_for_interval_trees/)
From Unit Tests to Whole Universe Tests (with Will Wilson)
https://www.reddit.com/r/programming/comments/1neexlm/from_unit_tests_to_whole_universe_tests_with_will/
submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (https://youtu.be/_xJ4maWhSNU) [comments] (https://www.reddit.com/r/programming/comments/1neexlm/from_unit_tests_to_whole_universe_tests_with_will/)
https://www.reddit.com/r/programming/comments/1neexlm/from_unit_tests_to_whole_universe_tests_with_will/
submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (https://youtu.be/_xJ4maWhSNU) [comments] (https://www.reddit.com/r/programming/comments/1neexlm/from_unit_tests_to_whole_universe_tests_with_will/)
What's new in Kotlin 2.2.20
https://www.reddit.com/r/programming/comments/1neeyr2/whats_new_in_kotlin_2220/
submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (https://kotlinlang.org/docs/whatsnew2220.html) [comments] (https://www.reddit.com/r/programming/comments/1neeyr2/whats_new_in_kotlin_2220/)
https://www.reddit.com/r/programming/comments/1neeyr2/whats_new_in_kotlin_2220/
submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (https://kotlinlang.org/docs/whatsnew2220.html) [comments] (https://www.reddit.com/r/programming/comments/1neeyr2/whats_new_in_kotlin_2220/)
Effects as Capabilities in Scala
https://www.reddit.com/r/programming/comments/1neeyu5/effects_as_capabilities_in_scala/
submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (https://nrinaudo.github.io/articles/capabilities.html) [comments] (https://www.reddit.com/r/programming/comments/1neeyu5/effects_as_capabilities_in_scala/)
https://www.reddit.com/r/programming/comments/1neeyu5/effects_as_capabilities_in_scala/
submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (https://nrinaudo.github.io/articles/capabilities.html) [comments] (https://www.reddit.com/r/programming/comments/1neeyu5/effects_as_capabilities_in_scala/)
A new experimental Go API for JSON
https://www.reddit.com/r/programming/comments/1neezq6/a_new_experimental_go_api_for_json/
submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (https://go.dev/blog/jsonv2-exp) [comments] (https://www.reddit.com/r/programming/comments/1neezq6/a_new_experimental_go_api_for_json/)
https://www.reddit.com/r/programming/comments/1neezq6/a_new_experimental_go_api_for_json/
submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (https://go.dev/blog/jsonv2-exp) [comments] (https://www.reddit.com/r/programming/comments/1neezq6/a_new_experimental_go_api_for_json/)
The bloat of edge-case first libraries
https://www.reddit.com/r/programming/comments/1neezti/the_bloat_of_edgecase_first_libraries/
submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (https://43081j.com/2025/09/bloat-of-edge-case-libraries) [comments] (https://www.reddit.com/r/programming/comments/1neezti/the_bloat_of_edgecase_first_libraries/)
https://www.reddit.com/r/programming/comments/1neezti/the_bloat_of_edgecase_first_libraries/
submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (https://43081j.com/2025/09/bloat-of-edge-case-libraries) [comments] (https://www.reddit.com/r/programming/comments/1neezti/the_bloat_of_edgecase_first_libraries/)
Memory Integrity Enforcement: A complete vision for memory safety in Apple devices
https://www.reddit.com/r/programming/comments/1nef0lt/memory_integrity_enforcement_a_complete_vision/
submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (https://security.apple.com/blog/memory-integrity-enforcement/) [comments] (https://www.reddit.com/r/programming/comments/1nef0lt/memory_integrity_enforcement_a_complete_vision/)
https://www.reddit.com/r/programming/comments/1nef0lt/memory_integrity_enforcement_a_complete_vision/
submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (https://security.apple.com/blog/memory-integrity-enforcement/) [comments] (https://www.reddit.com/r/programming/comments/1nef0lt/memory_integrity_enforcement_a_complete_vision/)
RSL Open Licensing Protocol: Protecting content from AI scrapers and bringing back RSS? Pinch me if I'm dreaming
https://www.reddit.com/r/programming/comments/1nemhc0/rsl_open_licensing_protocol_protecting_content/
<!-- SC_OFF -->I've not seen discussions of this yet, only passed by it briefly when doomscrolling. This kinda seems like it has potential, anyone around here poked around with it yet? <!-- SC_ON --> submitted by /u/Muhznit (https://www.reddit.com/user/Muhznit)
[link] (https://rslstandard.org/) [comments] (https://www.reddit.com/r/programming/comments/1nemhc0/rsl_open_licensing_protocol_protecting_content/)
https://www.reddit.com/r/programming/comments/1nemhc0/rsl_open_licensing_protocol_protecting_content/
<!-- SC_OFF -->I've not seen discussions of this yet, only passed by it briefly when doomscrolling. This kinda seems like it has potential, anyone around here poked around with it yet? <!-- SC_ON --> submitted by /u/Muhznit (https://www.reddit.com/user/Muhznit)
[link] (https://rslstandard.org/) [comments] (https://www.reddit.com/r/programming/comments/1nemhc0/rsl_open_licensing_protocol_protecting_content/)
An introduction to program synthesis
https://www.reddit.com/r/programming/comments/1nenpd7/an_introduction_to_program_synthesis/
submitted by /u/ChavXO (https://www.reddit.com/user/ChavXO)
[link] (https://mchav.github.io/an-introduction-to-program-synthesis/) [comments] (https://www.reddit.com/r/programming/comments/1nenpd7/an_introduction_to_program_synthesis/)
https://www.reddit.com/r/programming/comments/1nenpd7/an_introduction_to_program_synthesis/
submitted by /u/ChavXO (https://www.reddit.com/user/ChavXO)
[link] (https://mchav.github.io/an-introduction-to-program-synthesis/) [comments] (https://www.reddit.com/r/programming/comments/1nenpd7/an_introduction_to_program_synthesis/)
BSA Launches Quantum Policy Agenda
https://www.reddit.com/r/programming/comments/1neuyaq/bsa_launches_quantum_policy_agenda/
submitted by /u/donutloop (https://www.reddit.com/user/donutloop)
[link] (https://www.bsa.org/news-events/news/bsa-launches-quantum-policy-agenda) [comments] (https://www.reddit.com/r/programming/comments/1neuyaq/bsa_launches_quantum_policy_agenda/)
https://www.reddit.com/r/programming/comments/1neuyaq/bsa_launches_quantum_policy_agenda/
submitted by /u/donutloop (https://www.reddit.com/user/donutloop)
[link] (https://www.bsa.org/news-events/news/bsa-launches-quantum-policy-agenda) [comments] (https://www.reddit.com/r/programming/comments/1neuyaq/bsa_launches_quantum_policy_agenda/)
Shielding High-Demand Systems from Fraud
https://www.reddit.com/r/programming/comments/1ney0wh/shielding_highdemand_systems_from_fraud/
<!-- SC_OFF -->Some strategies to combat bots <!-- SC_ON --> submitted by /u/fR0DDY (https://www.reddit.com/user/fR0DDY)
[link] (https://ipsator.com/blog/shielding-high-demand-systems-from-fraud) [comments] (https://www.reddit.com/r/programming/comments/1ney0wh/shielding_highdemand_systems_from_fraud/)
https://www.reddit.com/r/programming/comments/1ney0wh/shielding_highdemand_systems_from_fraud/
<!-- SC_OFF -->Some strategies to combat bots <!-- SC_ON --> submitted by /u/fR0DDY (https://www.reddit.com/user/fR0DDY)
[link] (https://ipsator.com/blog/shielding-high-demand-systems-from-fraud) [comments] (https://www.reddit.com/r/programming/comments/1ney0wh/shielding_highdemand_systems_from_fraud/)
Graph rag pipeline that runs entirely locally with ollama and has full source attribution
https://www.reddit.com/r/programming/comments/1nf08e5/graph_rag_pipeline_that_runs_entirely_locally/
<!-- SC_OFF -->Hey , I've been deep in the world of local RAG and wanted to share a project I built, VeritasGraph, that's designed from the ground up for private, on-premise use with tools we all love. My setup uses Ollama with llama3.1 for generation and nomic-embed-text for embeddings. The whole thing runs on my machine without hitting any external APIs. The main goal was to solve two big problems: Multi-Hop Reasoning: Standard vector RAG fails when you need to connect facts from different documents. VeritasGraph builds a knowledge graph to traverse these relationships. Trust & Verification: It provides full source attribution for every generated statement, so you can see exactly which part of your source documents was used to construct the answer. One of the key challenges I ran into (and solved) was the default context length in Ollama. I found that the default of 2048 was truncating the context and leading to bad results. The repo includes a Modelfile to build a version of llama3.1 with a 12k context window, which fixed the issue completely. The project includes: The full Graph RAG pipeline. A Gradio UI for an interactive chat experience. A guide for setting everything up, from installing dependencies to running the indexing process. GitHub Repo with all the code and instructions: https://github.com/bibinprathap/VeritasGraph I'd be really interested to hear your thoughts, especially on the local LLM implementation and prompt tuning. I'm sure there are ways to optimize it further. Thanks! <!-- SC_ON --> submitted by /u/BitterHouse8234 (https://www.reddit.com/user/BitterHouse8234)
[link] (https://github.com/bibinprathap/VeritasGraph) [comments] (https://www.reddit.com/r/programming/comments/1nf08e5/graph_rag_pipeline_that_runs_entirely_locally/)
https://www.reddit.com/r/programming/comments/1nf08e5/graph_rag_pipeline_that_runs_entirely_locally/
<!-- SC_OFF -->Hey , I've been deep in the world of local RAG and wanted to share a project I built, VeritasGraph, that's designed from the ground up for private, on-premise use with tools we all love. My setup uses Ollama with llama3.1 for generation and nomic-embed-text for embeddings. The whole thing runs on my machine without hitting any external APIs. The main goal was to solve two big problems: Multi-Hop Reasoning: Standard vector RAG fails when you need to connect facts from different documents. VeritasGraph builds a knowledge graph to traverse these relationships. Trust & Verification: It provides full source attribution for every generated statement, so you can see exactly which part of your source documents was used to construct the answer. One of the key challenges I ran into (and solved) was the default context length in Ollama. I found that the default of 2048 was truncating the context and leading to bad results. The repo includes a Modelfile to build a version of llama3.1 with a 12k context window, which fixed the issue completely. The project includes: The full Graph RAG pipeline. A Gradio UI for an interactive chat experience. A guide for setting everything up, from installing dependencies to running the indexing process. GitHub Repo with all the code and instructions: https://github.com/bibinprathap/VeritasGraph I'd be really interested to hear your thoughts, especially on the local LLM implementation and prompt tuning. I'm sure there are ways to optimize it further. Thanks! <!-- SC_ON --> submitted by /u/BitterHouse8234 (https://www.reddit.com/user/BitterHouse8234)
[link] (https://github.com/bibinprathap/VeritasGraph) [comments] (https://www.reddit.com/r/programming/comments/1nf08e5/graph_rag_pipeline_that_runs_entirely_locally/)