Trestle DeFi Fixes Polygon RPC Desync Bug Crashing Event Listener Pipeline

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Trestle DeFi, a decentralized finance project built on Polygon, encountered persistent pipeline crashes caused by a race condition between the Bor layer's fast block production and the slower internal indexer database. During high network traffic or post-upgrade periods, asynchronous scripts querying the latest chain tip via eth_getLogs would hit unindexed data, triggering non-deterministic block range errors. The team resolved the issue without modifying node-level code by introducing a programmatic block-buffer delay, targeting query ranges three or more blocks behind the current chain tip. This roughly six-second safety window ensured all queried blocks were fully indexed before being accessed. The fix fully stabilized the off-chain reward data pipeline, eliminating endpoint crashes and preserving data integrity for user claims.

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Alibaba Releases Qwen-Image-3.0 with Enhanced Visual Understanding

Alibaba's Qwen team has launched Qwen-Image-3.0, the latest iteration of its image-focused AI model. The release emphasizes richer content processing, more authentic detail recognition, and deeper knowledge integration. The announcement was shared via the official Qwen blog and drew early attention on Hacker News. The update appears aimed at advancing multimodal AI capabilities within the Qwen model family.

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ProgrammingDEV Community ·

Swift Classes Use Reference Types, Meaning Copies Share the Same Data

In Swift, classes are reference types, so assigning a class instance to a new variable does not create an independent copy of the data. Both variables point to the same memory location, meaning a change made through one variable is reflected in the other. This contrasts with structs, which are value types that produce fully independent copies when assigned. The reference-type behavior is intentional and useful for managing shared state across multiple parts of an app, such as a user profile displayed on several screens. Developers who need a true independent copy of a class instance must manually implement a copy method that initializes a new instance with the same values.

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ProgrammingDEV Community ·

Popular JSON minifiers silently corrupt large integers above JavaScript's safe limit

A flaw in widely used JSON minifiers causes large integers — such as database or Snowflake IDs — to be silently altered when processed through JavaScript's JSON.parse and JSON.stringify methods. Any integer exceeding Number.MAX_SAFE_INTEGER (9007199254740991) can lose precision without triggering an error, producing output that is syntactically valid but numerically incorrect. This can cause hard-to-trace bugs when corrupted IDs are used in database lookups, API calls, or foreign key references downstream. The root cause is the parse-then-stringify round-trip approach most minifiers rely on, which converts JSON numbers into JavaScript floating-point values. The recommended fix is to minify JSON at the character level — stripping only whitespace — so number literals are preserved exactly as written in the original input.

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ProgrammingDEV Community ·

DeepShrink lets users compress video to an exact file size with one command

DeepShrink is an open-source command-line tool written in Rust that compresses video and audio files to a user-specified size limit without uploading files to external servers. The tool works by driving ffmpeg under the hood, automatically calculating the required bitrate and running a two-pass H.264/H.265 encode to guarantee the output meets the target size. Users simply specify a file and a size limit, such as 8 MB for Discord, and DeepShrink handles all technical parameters including codec selection and audio bitrate. It also supports an optional VMAF quality floor to prevent over-compression, and the original file is never modified unless the user explicitly requests it. DeepShrink is available via Homebrew on macOS or through Rust's cargo package manager, with cross-platform ffmpeg installation required for the latter.

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