# signadot

Published articles for signadot.

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## The AI-native SDLC won't be one process

DevFeed: [The AI-native SDLC won't be one process](<https://devfeed.tech/articles/the-ai-native-sdlc-won-t-be-one-process-8862.md>)

Original publisher: [Read original article](<https://thenewstack.io/spec-driven-sdlc-gates/>)

Author: Anirudh Ramanathan

Published: 2026-09-12T14:00:00Z

Content type: opinion

Language: en

Sources: [The New Stack](<https://devfeed.tech/sources/the-new-stack.md>)

Topics: [AI Bots](<https://devfeed.tech/topics/ai-bots.md>)

Tags: [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-engineering](<https://devfeed.tech/tags/ai-engineering.md>), [anthropic](<https://devfeed.tech/tags/anthropic.md>), [compliance](<https://devfeed.tech/tags/compliance.md>), [devops](<https://devfeed.tech/tags/devops.md>), [dynatrace](<https://devfeed.tech/tags/dynatrace.md>), [github](<https://devfeed.tech/tags/github.md>), [kiro](<https://devfeed.tech/tags/kiro.md>), [platform-engineering](<https://devfeed.tech/tags/platform-engineering.md>), [post-contributed](<https://devfeed.tech/tags/post-contributed.md>), [sdlc](<https://devfeed.tech/tags/sdlc.md>), [signadot](<https://devfeed.tech/tags/signadot.md>), [spec-driven-development](<https://devfeed.tech/tags/spec-driven-development.md>), [sponsor-dynatrace](<https://devfeed.tech/tags/sponsor-dynatrace.md>), [sponsor-signadot](<https://devfeed.tech/tags/sponsor-signadot.md>), [sponsored](<https://devfeed.tech/tags/sponsored.md>), [sponsored-post-contributed](<https://devfeed.tech/tags/sponsored-post-contributed.md>)

### AI overview

The article argues that AI-native software development needs risk- and accountability-based process variants rather than one fixed, spec-driven workflow. It emphasizes deterministic policy enforcement, agent self-checks, human approvals, and auditable records.

### Source excerpt

Anthropic recently published its AI-Native SDLC Playbook. Its central claim is that "code is no longer the bottleneck." When agents The post The AI-native SDLC won't be one process appeared first on The New Stack.

## You don't have a deployment problem. You have a validation problem.

DevFeed: [You don't have a deployment problem. You have a validation problem.](<https://devfeed.tech/articles/you-don-t-have-a-deployment-problem-you-have-a-validation-problem-17640.md>)

Original publisher: [Read original article](<https://thenewstack.io/solving-the-validation-problem/>)

Author: Arjun Iyer

Published: 2026-07-16T17:00:00Z

Content type: opinion

Language: en

Sources: [Kubernetes Overview, News and Trends | The New Stack](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md>)

Topics: [Deployment](<https://devfeed.tech/topics/deployment.md>), [Microservice](<https://devfeed.tech/topics/microservice.md>), [Architecture & Design](<https://devfeed.tech/topics/architecture-design.md>), [feature flags](<https://devfeed.tech/topics/feature-flags.md>)

Tags: [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [coding-agents](<https://devfeed.tech/tags/coding-agents.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [feature-flags](<https://devfeed.tech/tags/feature-flags.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [microservices](<https://devfeed.tech/tags/microservices.md>), [pipelines](<https://devfeed.tech/tags/pipelines.md>), [platform-engineering](<https://devfeed.tech/tags/platform-engineering.md>), [post-contributed](<https://devfeed.tech/tags/post-contributed.md>), [production](<https://devfeed.tech/tags/production.md>), [signadot](<https://devfeed.tech/tags/signadot.md>), [sponsor-signadot](<https://devfeed.tech/tags/sponsor-signadot.md>), [sponsored-post-contributed](<https://devfeed.tech/tags/sponsored-post-contributed.md>), [strategy](<https://devfeed.tech/tags/strategy.md>)

### AI overview

The article argues that organizations often have mature deployment tooling but still release changes in batches because they lack confidence in validating individual service changes against the live versions of their dependencies. It presents validation, rather than deployment mechanics, as the main constraint on independent releases and says coding agents are increasing the volume and opacity of batch changes.

### Source excerpt

Ask a platform team about their deployment capabilities, and you will usually hear a genuinely impressive story. Progressive rollouts that The post You don't have a deployment problem. You have a validation problem. appeared first on The New Stack.

## Agentic Development Loops Shift the Unit of Work and Increase the Need for Verification

DevFeed: [Agentic Development Loops Shift the Unit of Work and Increase the Need for Verification](<https://devfeed.tech/articles/loops-are-replacing-prompts-verification-is-about-to-be-your-biggest-problem-17616.md>)

Original publisher: [Read original article](<https://thenewstack.io/agent-loops-cloud-native-verification/>)

Author: Arjun Iyer

Published: 2026-06-13T16:00:00Z

Content type: opinion

Language: en

Sources: [Kubernetes Overview, News and Trends | The New Stack](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md>)

Topics: [ai-coding](<https://devfeed.tech/topics/ai-coding.md>), [Development](<https://devfeed.tech/topics/development.md>), [coding](<https://devfeed.tech/topics/coding.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>)

Tags: [agentic-development](<https://devfeed.tech/tags/agentic-development.md>), [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-coding](<https://devfeed.tech/tags/ai-coding.md>), [ai-engineering](<https://devfeed.tech/tags/ai-engineering.md>), [cloud-native](<https://devfeed.tech/tags/cloud-native.md>), [coding](<https://devfeed.tech/tags/coding.md>), [development](<https://devfeed.tech/tags/development.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [loops](<https://devfeed.tech/tags/loops.md>), [platform-engineering](<https://devfeed.tech/tags/platform-engineering.md>), [post-contributed](<https://devfeed.tech/tags/post-contributed.md>), [signadot](<https://devfeed.tech/tags/signadot.md>), [sponsor-signadot](<https://devfeed.tech/tags/sponsor-signadot.md>), [sponsored-post-contributed](<https://devfeed.tech/tags/sponsored-post-contributed.md>), [verification](<https://devfeed.tech/tags/verification.md>)

### AI overview

The article argues that agentic development is moving from prompt-driven and specification-driven workflows toward loops that generate, evaluate, and retry work. For cloud-native teams, this shift increases the importance of verification and the surrounding infrastructure needed to help agent-driven work converge on correct results.

### Source excerpt

Something shifted in the AI coding discourse this month. The argument is no longer about whether agents can write production The post Loops are replacing prompts. Verification is about to be your biggest problem. appeared first on The New Stack.

## Inside Bitso's Branch-Based Workflow

DevFeed: [Inside Bitso's Branch-Based Workflow](<https://devfeed.tech/articles/inside-bitso-s-branch-based-workflow-5033.md>)

Original publisher: [Read original article](<https://neon.com/blog/bitso-branching-workflow>)

Author: Carlota Soto

Published: 2026-01-07T17:01:55Z

Content type: article

Language: en

Sources: [Blog -- Neon Docs](<https://devfeed.tech/sources/blog-neon-docs.md>)

Topics: [data](<https://devfeed.tech/topics/data.md>), [Kafka](<https://devfeed.tech/topics/kafka.md>)

Tags: [case-studies](<https://devfeed.tech/tags/case-studies.md>), [database](<https://devfeed.tech/tags/database.md>), [java](<https://devfeed.tech/tags/java.md>), [kafka](<https://devfeed.tech/tags/kafka.md>), [microservices](<https://devfeed.tech/tags/microservices.md>), [postgres](<https://devfeed.tech/tags/postgres.md>), [pull-requests](<https://devfeed.tech/tags/pull-requests.md>), [sandbox](<https://devfeed.tech/tags/sandbox.md>), [signadot](<https://devfeed.tech/tags/signadot.md>), [testing](<https://devfeed.tech/tags/testing.md>), [workflow](<https://devfeed.tech/tags/workflow.md>)

### AI overview

Bitso describes using branch-based isolated Postgres databases to complete sandboxed testing for services that need schema changes, write-heavy testing, destructive migrations, or production-like data validation.

### Source excerpt

"Neon's branching gave us the last missing piece in our RISE (Robust Isolated Staging Environment): true database isolation. The services that touched schema changes or write-heavy paths could never share a database safely. Now every sandbox gets its own isolated Postgres DB when...