Run Hemmingway-1 locally and check a first response
Load a pinned Hemmingway-1 checkpoint on a suitable Linux GPU, then check a first local response through vLLM or a separate Transformers script.
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AI Models & Tools
Explore BIG CHANGE reporting on AI Models & Tools: what changed, how it works and why it matters.
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Build a private AI content scoring app with a rubric and human review
Build a private team content scoring app with versioned drafts and rubrics, saved model estimates, exact historical inputs, and separate human review.
Finish an existing Replit Agent app and check its first release
Audit an unfinished Replit Agent app against its original requirements, finish one user journey, then verify the whole project's first restricted release.
Add sign-in and protected data to an existing React app
Use a coding agent to add Supabase email authentication to an existing React/Vite app, then check real callbacks, enrollment and per-user data access before release.
Install Claude Code on Mac or Windows and verify your first project read
Install the native Claude Code CLI on Mac or Windows, verify its setup and account, then check one authorized read in your own project.
Build a local AI product copy review app and check every claim
Build a single-user Python app that reviews product copy against approved facts, shows quoted issues, and saves the human-edited version in local SQLite.
Move a retired Claude Sonnet 4 API application to Sonnet 5.5 and check the result
Migrate one owned, nonstreaming Claude Messages API application from retired Sonnet 4 to Sonnet 5.5, then check its real task, tools, effects, usage and release decision.
Verify one OpenAI Agents SDK tool boundary before release
Test one existing Python Agents SDK FunctionTool against approved and denied arguments, then review an authorized staging effect, trace and usage for a bounded accept-or-hold decision.
Run two Claude Code Desktop tickets in separate projects
Set up two local Claude Code Desktop worktree sessions for unrelated Git repositories, then verify each ticket's permissions, diff and tests independently.
Correct Claude Code project memory and check a fresh session
Inspect and correct one owned Claude Code project memory note and its index, then check a fresh local session against the project's authoritative source.
Set and check Vercel spend alerts for an AI-built app
Set a Vercel team spend amount, choose your alert thresholds, and record the AI app project's usage without changing existing pause or webhook actions.
Check README npm scripts with a Claude Code cloud scheduled task
Set up one Claude Code cloud scheduled task to compare README npm run commands with package.json scripts, then verify manual and scheduled reports at their checked commits.
Turn owned HTML, PDF and Word files into checked Markdown context
Convert permitted local HTML, PDF and Word files to Markdown, check material content against originals, assemble a source-mapped AI context packet and count comparable text tokens only when a valid baseline exists.
Move a Claude Opus 4.6 API application to 4.7 and check the result
Migrate one owned Claude Messages API call path from Opus 4.6 to 4.7 by checking request fields, typed responses, client tools, token counts and real task outcomes before release.
Release an owned ADK agent through a checked Agent Runtime revision
Move an existing ADK agent to a reviewed Agent Runtime revision with authenticated MCP access, verified users and sessions, approved traces and a traffic recovery route.
Run and review an AI-assisted Playwright QA loop on your web app
Use your existing Playwright Test suite to establish a web-app baseline, inspect a real flow with Playwright CLI, then review any warranted fix and rerun the tests.
Run two Claude Code coding sessions in separate Django worktrees
Use two Claude Code sessions for approved Django coding tickets in separate Git worktrees. Verify distinct SQLite files and ports, then review and test the combined branch before cleanup.
Make an editable restaurant menu and check its phone and print files
Use an approved item sheet to build an editable Canva restaurant menu, then check the actual phone and print PDFs before the owner accepts either file.