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ExternalSoftware Engineering
DEV Community

You Don't Need More Free Model Quota. You Need a Content-Addressed Cache.

Three identical prompts. Three model calls. Same answer. I saw this in a GitLab CI pipeline that runs a free model over release notes. The prompt template did not change, the model route did not change, and the input did not change. The job simply ran again because another branch was merged. Free quota disappeared. Is that a quota problem? Sometimes. More often it's a caching problem. I started asking a different question: can I prove the request is identical before I make another model call? Th

gitlabcicdai
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ExternalSoftware Engineering
DEV Community

Frontend DevOps: mi mapa de recursos

Pasar de Frontend Engineer a DevOps Engineer implica aprender un montón de cosas nuevas: infraestructura, redes, contenedores, CI/CD, y una forma distinta de pensar los sistemas. En este post recopilo los links, cursos y artículos que más me ayudaron durante mi transición, organizados para que no tengas que perder tiempo buscando por tu cuenta como me pasó a mí. 90 Días de DevOps con Roxs Canal de YouTube de Roxs (AWS Hero) TechWorld with Nana Pelado Nerd The Cloud Resume Challenge DevOps Projec

devopsfrontendlearning
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ExternalSoftware Engineering
DEV Community

ContextMemory v0.1.0-beta: what shipped

ContextMemory v0.1.0-beta is out. Agent memory you can open like a wiki — not a vector black box, not classic RAG inject. ## 0.1.0-beta (2026-08-15) add Cursor-style HTTP, vision, browser, PDF, and canvas agent tools. (0d322c2) derive LLM protocol capabilities from prompt profiles. (bd159ad) expand agentic guardrail catalog with enable/disable kinds (4fabaec) expose LLM generation defaults in Admin and apply to chat/generate payloads (e459575) multi-model harness, live-data guardrail, and Ollam

dotnetaiopensource
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ExternalTechnology Trends
HN RSS Best

Software Engineering fundamentals matter more

Article URL: https://rhonabwy.com/2026/08/15/software-engineering-fundamentals-matter-more-than-ever/ Comments URL: https://news.ycombinator.com/item?id=49314902 Points: 291 # Comments: 211

HN RSS BestRead original
ExternalSoftware Engineering
DEV Community

Writing the code is no longer the bottleneck

The industry's currently obsessed with how fast we can generate code. Every morning in our engineering general channel on Microsoft Teams, someone's posting a link to a new agent or a model that can write a thousand lines of perfect frontend or backend code in seconds. We're treating implementation speed like it's still the primary obstacle to shipping software. It isn't. Implementation's basically a solved problem. If I want a new microservice to handle regional tax calculations for our checko

engineeringcultureevaluationai
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ExternalSoftware Engineering
DEV Community

From 30 Tools to 3: Designing a Token-Efficient MCP Tool Surface

Modern agentic applications rarely suffer from a lack of tools. They suffer from too many of them. As an AI agent grows, it is common to connect it to Jira, GitLab, Confluence, Sentry, Elasticsearch, Jaeger, databases, monitoring systems, internal APIs, deployment platforms, and dozens of other services. Each integration can expose many operations: Jira ├── searchIssues ├── getIssue ├── createIssue ├── updateIssue ├── addComment ├── transitionIssue ├── getTransitions ├── assignIssue └── ... Git

aiagentsmcp
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