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Continue

Open-source autopilot for VS Code and JetBrains. Brings agent workflows, custom commands, and context providers into the editor.

Official site ↗

Stories on this topic · 37

Overview

Continue is a tool that runs engineering standards as markdown in your repository, automatically checking them against every pull request. It functions as native GitHub status checks, providing suggested fixes when code misses the mark, allowing teams to enforce specific standards and maintain quality control throughout the factory-like development process.

Overview based on established industry knowledge; specific figures are published only after source verification.

FAQ

Is Continue compatible with all LLMs?+

The official documentation does not list compatibility with all LLMs but emphasizes its role in running engineering checks defined in your repository.

Does Continue collect my code data?+

The official documentation focuses on its function as a tool to check code against engineering standards defined in your repo.

Latest stories

Tools & releasesTechCrunch · May 31, 2026 2 min read

Google Gemini Spark enables non-stop automated task execution for developers

Google Gemini Spark introduces twenty-four-seven background task execution for developers. Utilizing Gemini's large context window, it runs continuous code monitoring and automation. Build autonomous developer setups.

Why it matters

Google Gemini Spark introduces twenty-four-seven background task execution for developers. Utilizing Gemini's large context window, it runs continuous code monitoring and automation. Build autonomous developer setups.

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Token & cost optimizationX (Twitter) · Aug 28, 2026 2 min read

OpenAI Codex Sol Reasoning Model Burns 5-Hour Limit in Minutes

Developers report that using the reasoning-heavy Sol model on OpenAI's $20 tier consumes over half of the 5-hour rate limit in just 11 minutes of thinking time. This rapid token drain makes continuous development on the entry-tier plan impractical without switching models or tools.

Why it matters

Developers report that using the reasoning-heavy Sol model on OpenAI's $20 tier consumes over half of the 5-hour rate limit in just 11 minutes of thinking time. This rapid token drain makes continuous development on the entry-tier plan impractical without switching models or tools.

Open full story
Token & cost optimizationReddit · Aug 4, 2026 2 min read

Optimizing Claude Token Consumption to Prevent Hitting Anthropic 90% Rate Limits

Developers using heavy reasoning models like Opus in Claude are rapidly hitting the 90 percent usage warning threshold during lengthy coding sessions. Optimizing prompt context and enabling context pruning prevents sudden session lockouts.

Why it matters

Developers using heavy reasoning models like Opus in Claude are rapidly hitting the 90 percent usage warning threshold during lengthy coding sessions. Optimizing prompt context and enabling context pruning prevents sudden session lockouts.

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Vibe coding workflowMastodon · Aug 22, 2026 2 min read

Developer Survey Uncovers Agentic Coding Dependency and Mounting Verification Debt

A new survey reveals 80% of developers feel dependent on AI coding tools rather than benefited by them, with 45% frustrated by 'almost right' code. While 74% report career advancement, 51% face increased burnout from endless verification loops.

Why it matters

A new survey reveals 80% of developers feel dependent on AI coding tools rather than benefited by them, with 45% frustrated by 'almost right' code. While 74% report career advancement, 51% face increased burnout from endless verification loops.

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Tools & releasesSimon Willison · Aug 31, 2026 2 min read

Deep Dive Into ChatGPT Work: Persistent Filesystem, Web Browser, and Cloud Deployments

ChatGPT Work offers advanced features missing from the standard chat interface. Key highlights include an internet-connected Python sandbox, a persistent cross-session filesystem, and headless Chrome browser control.

Why it matters

ChatGPT Work offers advanced features missing from the standard chat interface. Key highlights include an internet-connected Python sandbox, a persistent cross-session filesystem, and headless Chrome browser control.

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Career & monetisationX (Twitter) · Aug 29, 2026 2 min read

Replit Offers Free OpenAI Models and Funding to Lure Businesses from Cursor

Replit CEO Amjad Masad announced an aggressive initiative offering free OpenAI model tiers and business funding to incentivize engineering teams to switch from Cursor. The move targets startup development stacks looking to cut IDE inference overhead.

Why it matters

Replit CEO Amjad Masad announced an aggressive initiative offering free OpenAI model tiers and business funding to incentivize engineering teams to switch from Cursor. The move targets startup development stacks looking to cut IDE inference overhead.

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