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ExternalSoftware Engineering
DEV Community

12 Pitfalls I Hit Auto-Logging Claude Code Subagents with a Stop Hook (and How the Numbers Cut My Weekly Cost 15–20%)

I had a gut feeling that my general-purpose subagent was the slow one. Then I measured it: 18 seconds on average, faster than Explore at 22. The real drag was code-reviewer at 37 seconds. Changing one habit based on that number dropped my weekly Claude Code spend by roughly 15–20%. I made a couple hundred thousand yen a month as a student juggling side gigs, got laid off and went back to zero, and spent six months building an autonomous Claude Code setup that now runs at about ¥1.2M in monthly r

claudecodeautomationbash
DEV CommunityRead original
ExternalDatabase
Redis Blog

Put Redis data and engineering guidance to work in ChatGPT Work

Redis has launched a development plugin that brings current Redis engineering guidance into ChatGPT Work and Codex. It helps teams write, review, and troubleshoot Redis code without switching between documentation and development tools. Alongside Ope...

Tech
Redis BlogRead original
ExternalCloud
Cloudflare Changelog

Agents - Inspect Voice Agent turn latency and outcomes

@cloudflare/voice v0.4.0 now lets you inspect where each Voice Agent turn spends time and how it ends. client.addEventListener("turnmetrics", (turn) => { console.log(turn.outcome, turn.turnTotalMs); }); About the Voice package The @cloudflare/voice package lets you build real-time voice agents with Cloudflare Agents. It streams microphone audio to an Agent over WebSocket, transcribes speech, runs your model through onTurn(), converts the response to speech, and streams audio back to the cal

Agents
Cloudflare ChangelogRead original
ExternalCloud
Cloudflare Changelog

AI Search - AI Search supports extensionless R2 objects with Content-Type metadata

AI Search can index R2 objects without filename extensions when they include supported Content-Type metadata. This supports object keys that do not include file extensions while preserving file-type validation during indexing. For supported file types and Content-Type requirements, refer to R2 data sources.

AI Search
Cloudflare ChangelogRead original
ExternalDatabase
PostgreSQL News

CERN PGDay 2027: Announcement and CfP

CERN PGDay 2027 Date: Friday, February 12, 2027 swisspug.org/cern-pgday-2027 About the Event Continuing in the line of work of the past editions, CERN PGDay 2027 returns as the annual gathering for PostgreSQL users, developers, and enthusiasts across Suisse Romande (western Switzerland) and the neighboring French border regions. Co-organized by CERN and SwissPUG, this single-day community conference offers a premier opportunity to network, share practical experiences, and explore the future of

PostgreSQL NewsRead original
ExternalFrontend Development
Vercel Blog

Control who can manage connectors in Vercel Connect

Pro and Enterprise teams can now control who can create and manage connectors. Connectors let applications and agents access external services using credentials managed by your team.Vercel Connect Owners can enable this restriction under in . Once enabled, only people with the Owner role or extended permission can create or manage connectors.Connector PermissionsTeam SettingsConnector Manager Browse , or learn more in the .all connectorsVercel Connect documentation Read more

Vercel BlogRead original
ExternalDatabase
PlanetScale Blog

118 million queries per second on Neki

We released Neki in platform preview yesterday. To celebrate the release, we wanted to test out running 1 million queries per second on Neki. We hit this goal pretty quickly on 5 shards and decided to see how much further we could push it. This next run ended with 512 shards running 118 million queries per second with 1.22 PiB of data. Linear scalability The benchmark was very simple. A single-shard point select, one row fetched per-query by primary key. No writes, joins, or cross-shard queri

PlanetScale BlogRead original
ExternalSoftware Engineering
DEV Community

The Mainframe Modernization Crossroads: Evaluating Proprietary GenAI Abstraction vs. Open DevOps Architecture

Author: Nivedita Mukherjee Abstract The comparative evaluations, cost matrices, and pipeline workflows presented in this paper are the result of structural observations, technical analysis, and hands-on validation of isolated components (specifically, Endevor Web Services integration and Jenkins orchestration). Introduction: The Modernization Dilemma Path A: The Proprietary GenAI Abstraction Paradigm Path B: The Open DevOps Architecture The alternative path bypasses the risks of code muta

genaimainframemodernization
DEV CommunityRead original

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