Here's the translation:
ERC-8004 opportunities ideas - Google Search 3-3 minutes
ERC-8004 is a new standard that functions as a trust layer for AI agents on the blockchain. It enables autonomous agents to have a verifiable identity, a portable reputation, and independent validation of their work.
Here are the most promising opportunities and ideas related to ERC-8004:
| Running an OAuth-based CLI app in GitHub Actions is tricky because OAuth flows (device flow or browser-based) require interactive user input, which isn't available in a headless CI environment. Here are several strategies to work around this. | |
| ## Bypass OAuth with a Token Environment Variable | |
| Most well-designed CLI tools that use OAuth also support reading a pre-existing token from an environment variable or config file. For example, GitHub's own `gh` CLI checks for `GH_TOKEN` or `GITHUB_TOKEN` before triggering the OAuth flow. If your CLI app supports this pattern, the simplest approach is: [cli.github](https://cli.github.com/manual/gh_auth_login) | |
| ```yaml | |
| jobs: | |
| my-job: | |
| runs-on: ubuntu-latest |
Your idea is genuinely creative, but unfortunately, keystrokes and mouse movements can be faked. AI can now learn and generate synthetic behavioral patterns that mimic human typing rhythms and mouse movements well enough to fool authentication systems. cybersecurityinstitute
Machine learning models, particularly Generative Adversarial Networks (GANs), can be trained on behavioral data to inject continuous streams of synthetic, human-like keystrokes or mouse movements. While behavioral biometrics like keystroke dynamics were once considered "virtually impossible to spoof", the landscape has shifted dramatically. Hackers in 2025 began using AI to defeat continuous authentication systems that rely on these patterns. aratek
Some detection systems do look for "synthetic mouse-move signatures" si
Here is the translation of the Norwegian text to English:
No, you currently cannot add a "Log in with Claude" button to your app the same way you would with Google or GitHub OAuth. Claude Code is a tool aimed at developer workflows, not an identity platform for third-party apps. claudelog
OpenAI recently introduced OAuth authentication for ChatGPT subscriptions, allowing tools like Cline to use your existing subscription instead of managing API keys. Here are the key restrictions: cline
The main restriction is rate limiting tied to your ChatGPT subscription tier: reddit
It works just like a prebuilt agent but we'll call it skills. What the skill approach allows on top is that you can as a technical person download the skill and run them locally, and we can also easily publish other open source skills that agento can execute.
So Agento will then be a simple to use, consumer agent that can have many skills for whatever the user wants to do. Thoughts? André Jørgensen - OSL1 (sentry.co) [5:30 PM]
isnt claude. calling smth skills as well?
Atlassian Intelligence in Bitbucket does not automatically enrich commits and PRs with data from Jira, Confluence, or other Atlassian products. Its current capabilities focus on analyzing code changes and commit messages within Bitbucket itself. However, cross-product data integration is available through Rovo, a separate Atlassian AI product.
Atlassian Intelligence in Bitbucket analyzes your code changes and commit messages to generate pull request descriptions. Key features include: atlassian
The commit splitting logic uses a fixed batch size of 3 files when autoSplit is enabled. In src/stores/commit/commitStore.ts, line ~340:
const batchSize = autoSplit ? 3 : Math.max(1, selected.length);
const totalCommits = Math.max(1, Math.ceil(selected.length / batchSize));The actual grouping happens in the Rust backend via three Tauri commands:
This paper, authored by Siavash Alamouti, investigates how Hybrid Edge Cloud (HEC) can address workload distribution challenges in centralized cloud systems .
Cloud workloads often follow a Pareto distribution, meaning a small percentage of tasks consume the majority of resources . This creates bottlenecks and energy inefficiencies in traditional centralized cloud architectures .
Now I have comprehensive information to provide a helpful answer.
The fastest and cheapest way to achieve SOC 2 compliance is to use an automated compliance platform combined with starting with a Type 1 certification first. This approach can get you certified in as little as 30 days for $5,000–$10,000, compared to $25,000–$50,000+ for traditional consulting methods.[^1_1]
Traditional SOC 2 costs are driven by manual labor—consultants charge $150–$300/hour to document policies and collect evidence. Automated platforms replace 70–80% of this work:[^1_1]