GitHub Actions Reviews

Temporal Reviews

GitHub Actions mentions (330)

• Building an agentic PR reviewer with Antigravity SDK

  With this transition timeline in place, development teams relying on Gemini CLI for repository management and automated tasks must establish a migration path. In this post, I will show you how to transition seamlessly by building an automated "first-pass" pull request reviewer using the Google Antigravity SDK and the run-agy-sdk composite GitHub Action. - Source: dev.to / 17 days ago

• How to Build a CI/CD Pipeline from Scratch

  Choose a Git platform. GitHub, GitLab, or Bitbucket. All three provide CI/CD capabilities. GitHub Actions and GitLab CI are the most popular and best-documented. - Source: dev.to / 24 days ago

• How I built pairwise AI model compare pages with Claude Haiku and a budget cap

  Drive pair selection from search query logs. Right now I pick pairs by download rank. A better signal would be which pairs users actually search for. Pagefind runs client-side and doesn't log queries to any server, so I'd need a thin logging endpoint — something like a POST to a GitHub Actions-triggered function that appends to a JSONL file. Then the ETL reads the top-N ungenerated pairs from the log. This is a... - Source: dev.to / about 2 months ago

• The top 15 developer productivity tools in 2026

  GitHub Actions lets developers automate workflows directly within GitHub. You write YAML workflow files that trigger on repository events to build, test, and deploy code. Actions provides hosted runners and supports matrix builds, so you can test across multiple OS versions in parallel. - Source: dev.to / about 2 months ago

• Jenkins as a Code, or how I stopped clicking around in the UI

  On merge, GitHub Actions applies infra changes via Terraform, and the Jenkins seeder picks up new DSL files on its next poll. - Source: dev.to / about 2 months ago

Temporal mentions (15)

• Compiler as Custodian

  Two specific moves stand out in Duncan's account. The first is durable execution, via Temporal — Mercury replaced fragile cron-and-database state machines with workflow code whose failure semantics are platform-handled (replay, retry, timeout, cancellation). Mercury open-sourced its hs-temporal-sdk, which wraps Temporal's official Rust Core SDK via FFI and provides a Haskell-native API. The dovetail with Haskell's... - Source: dev.to / 14 days ago

• How we turned our workflow editor into a real SDK

  We picked Temporal as the first reference engine on purpose. Temporal has the strictest execution model we know of – a V8 sandbox, determinism constraints, replay-driven recovery. If our port contract holds up against that, easier engines – an in-memory test double, a BullMQ queue, or JSON-first platforms like Inngest or Restate – plug in through the same two interfaces. We're shipping Temporal first; the rest is... - Source: dev.to / about 1 month ago

• Three days debugging a missing trace

  The trick is to find whatever metadata channel the queue already gives you and use that and thankfully, almost every mature queue has one (probably because of this scenario). SQS has message attributes, Temporal has context propagators built into the SDK, and Hatchet (which we use to run our workflows) has a metadata field called additionalMetadata. - Source: dev.to / 3 months ago

• Best ChatGPT Alternatives in 2026: Evaluated on Automation, Persistence, and Data Ownership

  A typical production stack for teams using Claude or Gemini as the reasoning layer includes an LLM provider API, an orchestration layer (n8n, Temporal, or a custom Python service), application infrastructure (a server running the orchestration code), and a data layer (a database for storing results). Each boundary introduces a failure point. When the LLM provider changes its rate limits, as OpenAI did repeatedly... - Source: dev.to / 3 months ago

• 50 Lines of TypeScript to Automate Any Website with AI

  The core is a browserclaw agent loop wrapped in a Temporal workflow. The AI navigates to your provider's payment page, identifies form fields from the snapshot, fills in your payment details, and submits. Every successful payment generates a "biller skill" — a playbook that makes subsequent payments to the same provider faster and more reliable. - Source: dev.to / 4 months ago