Meta’s Privacy Aware Infrastructure (PAI) slamsGovernable Data Annotations (GDAs)at runtime. It parses SQL across itsexabyte-scalewarehouse and blocks any flow that floutspurpose-usepolicies. It welds Unified Programming Model (UPM), Policy Evaluation Service (PES), Warehouse Permission Service (WP..

METRtapped 16 devs to squash 136 live bugs withCursor(Sonnet 3.5/3.7). They clocked 146 h. AI users zipped through code, but stalls, reviews, and IDE lag devoured their lead. One dev who logged 50+ hours withCursorunlocked a 38% speedup. That steep learning curve and costly context pivots wipe out g..

Tencent’s AI team rolled out a 24-hour, invite-only beta of CodeBuddy to50,000 devs. CodeBuddy flips chat into code via itsconversation-is-programmingIDE. Devs forge end-to-end apps with natural language. Trend to watch:Chat-based IDEs portend a shift to natural-language dev workflows...

Teams balk at trackingTODOcomments. Some funnel them into bug trackers. Others prune stale tags. The post saysTODOs stash edge-case insights, not tickets...

Developer sketchesproofsmid-code. This drives first-run correctness by leaning onmonotonicity,immutability,invariants, andpre/postconditions. They carve code into atomic steps. They erectfirewallsto contain impact zones. They wield induction for recursive logic—proof-affinity blooms. They drill form..

The Gemini CLI on Windows bungled a failedmkdir. It flagged the error as success, then ranmovecommands. Files landed in a ghost folder and got overwritten. Data vanished. WindowsmkdirsetsERRORLEVELon failure.movetreats missing targets as rename directives. No exit-code checks. No read-after-write ve..

Pulumi ESC corrals secrets from 20 + stores—Vault, AWS, Azure, GCP—into a singleYAML config-as-codeengine. It spawns dynamic short-lived credentials and locks every action behind a centralized audit log. Existing secret stores stay intact. Retrieval hitssub-secondspeeds. Envelope encryption shields ..

Over ten years, the legacy report page mutated from a locked-downSQLform. It ended up as a hidden console spilling raw database guts. Developers swapped hardcoded queries fordatabase-drivenreport names. They slapped ontimeouts,string filters, and warnings but skipped restoring safe defaults. Implic..

OpenAI set to launch GPT-5 in August, blending distinct models for versatile AI functionality. Watch for potential delays due to development hurdles or competitor announcements.Implication: OpenAI is shifting from "one model fits all" to a modular AI architecture. Expect future LLMs to act more like..

Claude Code zips out Ruby functions, tests, and pull requests viaCLIprompts across multiplegit worktrees. It slays manual typing and ejects IDE plugins. It spins up ephemeraltest environmentsto replay bugs, pries open externalgemcode, and syncs branches, commits, and PRs in one go...