downloading and interacting with huge files, but only pulling little chunks as necessary. Improved model context performance Large Language Models (LLM) are being widely used to perform analysis over document sets. This can be very useful, but also incredibly expensive, energy inefficient, and not altogether reliable. Models are limited by their compute capacity on how much data they can ingest at any one time. Analyzing a document that is structurally the same doesn't inherently mean the model will be more effective or accurate in its performance the next time. The model will still need to ingest the entirety of the document into its current context to perform analysis. A contract or document leveraging OCI, however, could be indexed more time/space efficiently as part of a RAG or context fine-tuning lifecycle. The model would not need to ingest the entire document, and instead can focus on only the changes between layers, reducing the context size by that 90%. Ready for smart legal contract integration The most impactful scenario is that once the contract has been packaged as OCI; it can be shipped right alongside software. This enables scenarios at the cutting edge of innovation where software can be shaped by the contract itself, or vice versa. This can improve user experience, reduce regulatory burdens, and drastically change the quality of service that can be delivered out of the box. If these scenarios seem interesting to you, Decombine is looking for the innovators and early adopters across industries to lead their peers in delivering higher quality and reliability to their users. <!-- SC_ON --> submitted by /u/TheFilterJustLeaves (https://www.reddit.com/user/TheFilterJustLeaves)
[link] (https://decombine.com/blog/oci-for-contracts) [comments] (https://www.reddit.com/r/programming/comments/1kf8i24/shipping_business_the_same_way_we_ship_software/)

Rate Limiting in 1 diagram and 252 words
https://www.reddit.com/r/programming/comments/1kf93kn/rate_limiting_in_1_diagram_and_252_words/

submitted by /u/stmoreau (https://www.reddit.com/user/stmoreau)
[link] (https://www.systemdesignbutsimple.com/p/rate-limiting-in-1-diagram-and-252-words) [comments] (https://www.reddit.com/r/programming/comments/1kf93kn/rate_limiting_in_1_diagram_and_252_words/)

No AI Mondays
https://www.reddit.com/r/programming/comments/1kf9uu5/no_ai_mondays/

submitted by /u/galher (https://www.reddit.com/user/galher)
[link] (https://fadamakis.com/no-ai-mondays-c4c341a51956) [comments] (https://www.reddit.com/r/programming/comments/1kf9uu5/no_ai_mondays/)

I made a simple web-based task tracker - hoping it helps you stay organized!
https://www.reddit.com/r/programming/comments/1kfb1fv/i_made_a_simple_webbased_task_tracker_hoping_it/

submitted by /u/kikimora47 (https://www.reddit.com/user/kikimora47)
[link] (https://gourabdg47.github.io/assets/code/simple-task-tracker.html) [comments] (https://www.reddit.com/r/programming/comments/1kfb1fv/i_made_a_simple_webbased_task_tracker_hoping_it/)

Graceful Shutdown in Go: Practical Patterns
https://www.reddit.com/r/programming/comments/1kfbtib/graceful_shutdown_in_go_practical_patterns/

submitted by /u/iamkeyur (https://www.reddit.com/user/iamkeyur)
[link] (https://victoriametrics.com/blog/go-graceful-shutdown/index.html) [comments] (https://www.reddit.com/r/programming/comments/1kfbtib/graceful_shutdown_in_go_practical_patterns/)

Why We Should Learn Multiple Programming Languages
https://www.reddit.com/r/programming/comments/1kfgptl/why_we_should_learn_multiple_programming_languages/

submitted by /u/Adventurous-Salt8514 (https://www.reddit.com/user/Adventurous-Salt8514)
[link] (https://www.architecture-weekly.com/p/why-we-should-learn-multiple-programming) [comments] (https://www.reddit.com/r/programming/comments/1kfgptl/why_we_should_learn_multiple_programming_languages/)

Tool for dynamically managing Cookies and URL Parameters
https://www.reddit.com/r/programming/comments/1kfkg78/tool_for_dynamically_managing_cookies_and_url/

<!-- SC_OFF -->I made this script that adds dynamic functionality to managing URL parameters and cookies in HTML and JavaScript. <!-- SC_ON --> submitted by /u/philtrondaboss (https://www.reddit.com/user/philtrondaboss)
[link] (https://github.com/MineFartS/JS-Data-Manager/) [comments] (https://www.reddit.com/r/programming/comments/1kfkg78/tool_for_dynamically_managing_cookies_and_url/)

Writing OS from scratch for Cortex-M using Zig + C + Assembly
https://www.reddit.com/r/programming/comments/1kflgq5/writing_os_from_scratch_for_cortexm_using_zig_c/

submitted by /u/PearEducational8903 (https://www.reddit.com/user/PearEducational8903)
[link] (https://youtu.be/KMgUgPFHL7Y) [comments] (https://www.reddit.com/r/programming/comments/1kflgq5/writing_os_from_scratch_for_cortexm_using_zig_c/)

Driving Compilers (2023)
https://www.reddit.com/r/programming/comments/1kfllxm/driving_compilers_2023/

submitted by /u/namanyayg (https://www.reddit.com/user/namanyayg)
[link] (https://fabiensanglard.net/dc/index.php) [comments] (https://www.reddit.com/r/programming/comments/1kfllxm/driving_compilers_2023/)

Modern Latex
https://www.reddit.com/r/programming/comments/1kflm67/modern_latex/

submitted by /u/namanyayg (https://www.reddit.com/user/namanyayg)
[link] (https://github.com/mrkline/modern-latex) [comments] (https://www.reddit.com/r/programming/comments/1kflm67/modern_latex/)

Typed Lisp, a Primer
https://www.reddit.com/r/programming/comments/1kflmbh/typed_lisp_a_primer/

submitted by /u/namanyayg (https://www.reddit.com/user/namanyayg)
[link] (https://alhassy.com/TypedLisp.html) [comments] (https://www.reddit.com/r/programming/comments/1kflmbh/typed_lisp_a_primer/)

What does this mean by memory-safe language? | namvdo's technical blog
https://www.reddit.com/r/programming/comments/1kfyq46/what_does_this_mean_by_memorysafe_language/

<!-- SC_OFF -->- 90% of Android vulnerabilities are memory safety issues. - 70% of all vulnerabilities in Microsoft products over the last decade were memory safety issues. - What does this mean that a programming language is memory-safe? Let's find out in this blog post! <!-- SC_ON --> submitted by /u/vannam0511 (https://www.reddit.com/user/vannam0511)
[link] (https://learntocodetogether.com/programming-language-memory-safety/) [comments] (https://www.reddit.com/r/programming/comments/1kfyq46/what_does_this_mean_by_memorysafe_language/)

Starting on seamless C++ interop in jank
https://www.reddit.com/r/programming/comments/1kfzgwe/starting_on_seamless_c_interop_in_jank/

submitted by /u/Xadartt (https://www.reddit.com/user/Xadartt)
[link] (https://jank-lang.org/blog/2025-05-02-starting-seamless-interop/) [comments] (https://www.reddit.com/r/programming/comments/1kfzgwe/starting_on_seamless_c_interop_in_jank/)

Mastering Kafka in .NET: Schema Registry, Error Handling & Multi-Message Topics
https://www.reddit.com/r/programming/comments/1kfzmkp/mastering_kafka_in_net_schema_registry_error/

<!-- SC_OFF -->Hi everyone! Curious how to improve the reliability and scalability of your Kafka setup in .NET? How do you handle evolving message schemas, multiple event types, and failures without bringing down your consumers?
And most importantly — how do you keep things running smoothly when things go wrong? I just published a blog post where I dig into some advanced Kafka techniques in .NET, including: Using Confluent Schema Registry for schema management Handling multiple message types in a single topic Building resilient error handling with retries, backoff, and Dead Letter Queues (DLQ) Best practices for production-ready Kafka consumers and producers Fun fact: This post was inspired by a comment from u/Finickyflame (https://www.reddit.com/u/Finickyflame) on my previous Kafka blog — thanks for the nudge! Would love for you to check it out — happy to hear your thoughts or experiences! You can read it here:
https://hamedsalameh.com/mastering-kafka-in-net-schema-registry-amp-error-handling/ <!-- SC_ON --> submitted by /u/DotDeveloper (https://www.reddit.com/user/DotDeveloper)
[link] (https://hamedsalameh.com/mastering-kafka-in-net-schema-registry-amp-error-handling/) [comments] (https://www.reddit.com/r/programming/comments/1kfzmkp/mastering_kafka_in_net_schema_registry_error/)

Smaller, faster serialization for Ruby apps and beyond!
https://www.reddit.com/r/programming/comments/1kfzrp9/smaller_faster_serialization_for_ruby_apps_and/

submitted by /u/Kabra___kiiiiiiiid (https://www.reddit.com/user/Kabra___kiiiiiiiid)
[link] (https://oldmoe.blog/2025/05/05/smaller-faster-serialization-for-ruby-apps-and-beyond/) [comments] (https://www.reddit.com/r/programming/comments/1kfzrp9/smaller_faster_serialization_for_ruby_apps_and/)

The Hidden Challenges of AI Agents
https://www.reddit.com/r/programming/comments/1kg0ab5/the_hidden_challenges_of_ai_agents/

submitted by /u/paul_nameless (https://www.reddit.com/user/paul_nameless)
[link] (https://paul-nameless.com/ai-agent.html) [comments] (https://www.reddit.com/r/programming/comments/1kg0ab5/the_hidden_challenges_of_ai_agents/)

Exploring Apache Kafka Internals and Codebase
https://www.reddit.com/r/programming/comments/1kg27y1/exploring_apache_kafka_internals_and_codebase/

submitted by /u/Active-Fuel-49 (https://www.reddit.com/user/Active-Fuel-49)
[link] (https://cefboud.com/posts/exploring-kafka-internals) [comments] (https://www.reddit.com/r/programming/comments/1kg27y1/exploring_apache_kafka_internals_and_codebase/)

Introducing HTML Helpers for Elm (my first official public package!)
https://www.reddit.com/r/programming/comments/1kg2h9n/introducing_html_helpers_for_elm_my_first/

submitted by /u/cekrem (https://www.reddit.com/user/cekrem)
[link] (https://cekrem.github.io/posts/introducing-html-helpers-for-elm/) [comments] (https://www.reddit.com/r/programming/comments/1kg2h9n/introducing_html_helpers_for_elm_my_first/)

Beyond the Cloud: The Local-First Software Revolution • Brooklyn Zelenka & Julian Wood
https://www.reddit.com/r/programming/comments/1kg32zc/beyond_the_cloud_the_localfirst_software/

submitted by /u/goto-con (https://www.reddit.com/user/goto-con)
[link] (https://youtu.be/9gZMnJ2XPkM) [comments] (https://www.reddit.com/r/programming/comments/1kg32zc/beyond_the_cloud_the_localfirst_software/)

git stash driven refactoring
https://www.reddit.com/r/programming/comments/1kg37vm/git_stash_driven_refactoring/

submitted by /u/Kobzol (https://www.reddit.com/user/Kobzol)
[link] (https://kobzol.github.io/programming/2025/05/06/git-stash-driven-refactoring.html) [comments] (https://www.reddit.com/r/programming/comments/1kg37vm/git_stash_driven_refactoring/)