source&pool
A daily wire of long-form journalism, video, and discourse — filed, tagged, and laid out flat.
VOL. I·NO. 01
THURSDAY, OCTOBER 8, 2026
  1. 021Hacker NewsOCT · 01English

    Postgres 19: Are we reverting patches because of bugs found by AI?

    PostgreSQL 19's delayed release involved several major feature reverts, with some attributing this to AI-discovered bugs. However, the author argues this narrative misrepresents reality, examining specific reverts to show most issues were found through human review rather than AI tools, though AI may play an increasing role in PostgreSQL's quality assurance pipeline.

    By adastral
  2. 022Hacker NewsOCT · 01English

    Do you guys also still use Claude Code's plan mode?

    A user asks whether others still use Claude Code's plan mode feature, noting it has limitations for storing information about features. They share their personal workflow using Claude Code desktop with issues and wiki pages for architectural decisions, while using Linear for work project management.

    By cpeaustriajc
  3. 023Hacker NewsOCT · 01English

    Rust 1.99.0

    Rust 1.99.0 introduces language stabilizations including C-variadic functions and naked function attributes, expands linting capabilities for safety and correctness, optimizes RangeInclusive iteration, stabilizes new APIs for Box and Vec operations, and adds a new debug profile in Cargo for improved development workflows.

    By Rust-Lang
  4. 024Hacker NewsOCT · 01English

    How to speed up the Rust compiler in September 2026

    The Rust compiler achieved a 4.57% mean wall-time reduction over two months (July-September 2026), with 555 of 629 benchmarks improving. Major improvements came from rustdoc optimizations, PGO enablement for Clippy (up to 18% faster), an LLVM upgrade (1.2% reduction), and ongoing work on new features like the Polonius borrow checker and Penelope trait solver, with contributors like Jack Huey and xmakro making significant performance gains.

    By Nicholas Nethercote
  5. 025Hacker NewsOCT · 01English

    Series and Parallel Calculator for resistor, battery banks and solar Arrays

    A technical guide explaining series and parallel configurations for electrical components. Covers how resistors, batteries, and solar panels behave when wired in series (voltages/currents add) versus parallel (capacity/current combines while voltage remains constant).

    By levario
  6. 026Hacker NewsOCT · 01English

    Rust 1.99.0

    Rust 1.99.0 has been released, introducing support for C-ABI variadic functions defined in Rust, layout information retrieval from raw pointers, and numerous stabilized APIs. The release also updates documentation guidance on Box::leak to recommend against round-trip unleaking patterns.

    By Oct 1
  7. 027Hacker NewsOCT · 01English

    Micron CEO Says Memory Supply Will Be Much Tighter in 2027 and 2028 Than in 2026

    Micron's CEO indicates that memory chip supply will become significantly constrained in 2027 and 2028 compared to 2026, suggesting tightening market conditions ahead for the semiconductor industry.

    By speckx
  8. 028Hacker NewsOCT · 01English

    Measure Distant Asteroids with a DIY Rig

    Amateur astronomers can measure distant asteroids by detecting asteroid occultations—when asteroids block starlight—using modest telescopes and DIY equipment. A 5.1-inch telescope, inexpensive camera, motorized mount, and GPS-synchronized flasher enable precise shadow measurements that reveal asteroid shapes, with timing calibrated to millisecond accuracy using free software from the International Occultation Timing Association.

    By David Schneider
  9. 029Hacker NewsOCT · 01English

    BigQuery to ClickHouse at 15M Call Minutes a Day

    Bolna migrated from BigQuery to ClickHouse Cloud to handle analytics for 15 million daily call minutes, reducing latency from 5-15 minutes to real-time and cutting costs by approximately 6x. The company used ClickPipes to replicate PostgreSQL data, optimized the pipeline by writing only final call states instead of every status change, and moved dashboard queries to materialized views.

    By skadamat
  10. 030Hacker NewsOCT · 01English

    Show HN: A Curated Awesome List of Salestools

    A curated directory of B2B sales tools organized by function, including CRM platforms, prospecting databases, email and calling solutions, and revenue operations software. The list covers the full sales workflow from lead generation through customer success and forecasting.

    By Ilyaspiridonov
  11. 031Hacker NewsOCT · 01English

    Agent session transcripts are precious, keep them

    Agent session transcripts from coding tools like Claude Code are valuable data that most companies discard, but they provide proof of work, learning opportunities, and competitive insights. Anthropic and other AI companies analyze these transcripts to improve models and understand user workflows, while threat actors actively steal them for model training through industrial-scale distillation.

    By Jacek Migdal
  12. 032Hacker NewsOCT · 01English

    UAI: AI-agent identity, authorization and BGP-inspired federation

    UAI is an open protocol that establishes identity, authorization, and accountability for autonomous AI agents through cryptographic attestation and independent verification. Rather than declaring agents trustworthy, it creates a verifiable audit trail of agent identity, owner responsibility, authorized capabilities, and actual actions, with support for federated registries that can exchange and verify signed statements without requiring a single central authority.

    By Rodmontiel
  13. 033Hacker NewsOCT · 01English

    Comby · Structural code search and replace for ~every language

    Comby is a structural code search and replace tool that simplifies refactoring across multiple programming languages by overcoming regex limitations. It enables developers to find and modify code patterns more easily than traditional regex approaches, supporting use cases like Python 2 to 3 migrations and custom project fixes.

    By quincepie
  14. 034Hacker NewsOCT · 01English

    Omarchy in your Browser

    Omarchy Linux desktop environment runs directly in a web browser via Cloudflare's edge infrastructure, streaming video output and accepting user input without requiring installation or dual-booting. The service provides a clean virtual machine that is discarded after use, with limitations including no GPU acceleration, no audio support, and optimization for desktop browsers.

    By tosh
  15. 035Hacker NewsOCT · 01English

    David Wheeler: pg_ClickHouse and chdb updates: Encoding, nesting, and types

    pg_clickhouse v0.11.0 and chdb v0.1.2 enhance cross-database compatibility with improved character encoding validation, new error handling options (fail, remove, replace, truncate), and support for ClickHouse interval types mapped to Postgres intervals. The updates address encoding issues in foreign tables and enable pushdown queries for interval-based operations.

    By David Wheeler
  16. 036Hacker NewsOCT · 01English

    Show HN: I want to use Apache Tika from Python, but I don't want to install Java

    tika-ape bundles Apache Tika 4 with a portable Java runtime, enabling document extraction from Python and Node.js without requiring a system Java installation. The project provides CLI tools and language-native bindings for text extraction, metadata emission, and MIME type detection across multiple document formats.

    By Bear
  17. 037Hacker NewsOCT · 01English

    Show HN: The Kio Programming Language

    Kio is a statically typed, embeddable programming language that compiles to eight host languages including JavaScript, Python, and Rust. Packages declare typed contracts with their host, enabling portable code that emits idiomatic output without requiring a separate runtime. The language features a small composable core, library-defined control structures, and tooling including a fast typechecker, LSP, and browser-based REPL.

    By jdevuyst
  18. 038Hacker NewsOCT · 01English

    Show HN: Sensii – LeagueOfLegends live AI coach

    Sensii is an AI voice coach for League of Legends that provides real-time in-game guidance by analyzing your champion, items, and match state via Riot's Live Client API. It offers adaptive build recommendations, combo explanations, and maintains conversation context across multiple queries during gameplay.

    By Sorena AI
  19. 039Hacker NewsOCT · 01English

    Sweden.gov – Swedish Version of America.gov

    Sweden.gov is an experimental proof-of-concept AI-powered search tool that helps users find public services by answering questions in plain language, searching across Swedish government websites and summarizing results with links to original sources. Created by Matzielab, it is not an official government service and users should verify important information directly with authorities.

    By matzie
  20. 040Hacker NewsOCT · 01English

    Show HN: Silta: family assistant on Matrix with continuity across context limits

    Silta is a family AI assistant built on Claude Code that runs on Matrix, maintaining conversation continuity across context limits through persistent memory and state management. Each family member uses their own Claude account, with security isolation via sandboxing, separate Linux users, and a dedicated VM.

    By Dmitry-Markin