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dev.to > ernestohs > the-prng-draw-tape-eager-versus-lazy-1408

The PRNG draw-tape: eager versus lazy

22+ min ago  (295+ words) Munchausen makes one absolute promise: same seed, same data, forever, on any machine. A persona is "generated once," which raises a question that sounds like an implementation detail and is actually part of the contract: once where in the random…...

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dev.to > pedrocastanha > stop-re-explaining-your-codebase-to-every-ai-agent-cast-skills-3dac

Stop re-explaining your codebase to every AI agent — `cast-skills`

29+ min ago  (295+ words) Every session, the agent forgets: So you re-explain. It rewrites. Context drifts. Tokens burn. Dumping a 40k-token AGENTS.md into every prompt is not a strategy. It’s a tax. I wanted something simpler: write project knowledge once, in a format…...

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dev.to > engineeringjournal > best-railway-alternatives-for-agencies-in-2026-do-not-put-client-production-work-on-a-prototype-mih

Best Railway Alternatives for Agencies in 2026: Do Not Put Client Production Work on a Prototype Platform

18+ min ago  (1667+ words) Railway can be tempting for agencies. It makes demos easy. It gets a client prototype online quickly. It allows a small team to avoid a lengthy infrastructure conversation before anyone knows whether the project will survive discovery. That is a…...

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dev.to > kevincoto > a-polyglot-feedback-platform-django-nextjs-and-elixir-working-together-b9c

A Polyglot Feedback Platform: Django, Next.js, and Elixir Working Together

30+ min ago  (19+ words) The Problem Restaurants collect feedback through QR codes on tables. Customers scan, fill... Tagged with architecture, django, elixir, nextjs....

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dev.to > kevincoto > designing-a-three-reviewer-consensus-platform-for-digital-harm-reporting-573o

Designing a Three Reviewer Consensus Platform for Digital Harm Reporting

30+ min ago  (19+ words) The Problem Real411 is a South African platform where citizens report digital harms:... Tagged with architecture, aws, workflow, postgres....

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dev.to > kevincoto > building-a-reusable-chat-infrastructure-with-dynamodb-single-table-design-2k99

Building a Reusable Chat Infrastructure with DynamoDB Single Table Design

30+ min ago  (18+ words) The Context Most applications need chat at some point. Customer support, collaboration... Tagged with aws, dynamodb, architecture, svelte....

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dev.to > kevincoto > building-a-line-first-fitness-agent-with-ai-cost-gates-8e5

Building a LINE First Fitness Agent with AI Cost Gates

30+ min ago  (20+ words) The Problem Fitness tracking apps have the same engagement problem as budgeting apps. You... Tagged with architecture, django, line, ai....

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dev.to > luiscruzcwb > cspm-cwpp-e-cnapp-o-que-cada-sigla-protege-na-sua-nuvem-e-como-se-relacionam-4jgo

"CSPM, CWPP e CNAPP: o que cada sigla protege na sua nuvem e como se relacionam"

49+ min ago  (368+ words) Este artigo explica o que cada sigla significa, para que serve, como usar na prática e como elas se encaixam quando combinadas. Repare que CSPM e CWPP olham para dois lados diferentes do mesmo ambiente — um olha a configuração ao…...

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dev.to > kevincoto > building-a-multi-platform-ai-budget-coach-1f72

Building a Multi Platform AI Budget Coach

30+ min ago  (20+ words) The Problem Budgeting apps have a discovery problem. You download one, enter your expenses... Tagged with architecture, fastapi, telegram, ai....

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dev.to > kevincoto > migrating-a-production-platform-from-cdk-to-sst-without-downtime-37ec

Migrating a Production Platform from CDK to SST Without Downtime

30+ min ago  (19+ words) The Context Restore Blue is a platform for coastal restoration projects. It helps... Tagged with aws, architecture, sst, cdk....