Generate and check one authorized Higgsfield video from Codex
Use Codex and a local script to approve one bounded Seedance 2.0 request, recover its ID, download the resulting video and inspect the actual file and charge.
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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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Rerank a real source shortlist with Jev and check the evidence
Score each passage from your existing retriever with one Jev question, keep candidate and source identities intact, then inspect the top original documents before using the ranking.
Build a Codex skill from work you have already accepted
Trace an accepted artifact back to its real input, write a new Codex skill from the repeatable steps, then check it on a second task and revise an observed defect.
Run Qwen-Image 2.1 locally and inspect your first PNG
Install local ComfyUI, load the pinned base Qwen-Image 2.1 workflow and weights, then generate, reopen and check one saved PNG from your own prompt.
Learn AI basics in seven study sessions and check what you understand
Use seven study sessions to map AI history, understand machine learning and language models, inspect one permitted task, check a real claim and teach it back.
Run Audio8 ASR Infinite locally and check a first transcript
Download the pinned Audio8 checkpoint, start its local adapted-vLLM backend, stream a permitted recording and verify the saved transcript against the audio.
Give an AI agent Redis memory and verify recall across sessions
Save a real authorized user fact in Redis Agent Memory, inspect automatic extraction, then verify a fresh LangGraph agent received and used the scoped memory.
How to make a checked real estate flyer and inquiry form with AI
Turn approved property facts and photos into checked listing copy and a flyer, connect a live inquiry form, test every link, then reply within recorded permission.
How to verify an AI-assisted Oracle-to-PostgreSQL migration
Use AWS's scoped AI schema conversion with separate DMS row migration, matched-checkpoint validation and a tested reverse-CDC cutover plan. A documentation-based guide for authorized DBA teams.
Measure MCP tool context without losing the answer
Build a pinned local MCP server and Claude host, compare five context controls against a broad baseline, and check answers before token totals.
Make a checked infographic, process diagram and visual explainer with AI
Use Canva and Lucid AI to draft three distinct visuals, then check infographic figures, process branches and explainer panels against approved source records before exporting.
How to run and review a GPT-5.5 multi-file change in Codex
GPT-5.5 remains available to eligible API-key Codex projects. Set a real two-file coding task, verify the active model, then inspect tests and the complete patch before acceptance.
Build social carousels, quote cards and a 30-day visual calendar with AI
Use approved brand facts and Adobe Express visuals to make checked Instagram image slides, a distinct LinkedIn PDF document, quote cards and 30 dated account-specific posts. Verify permissions, exports, scheduling and final status.
Build a Claude brand kit, landing page and launch video
Start with real brand facts, review a logo concept and reusable rules, then check an exported Claude landing page on a phone and play the finished Motion MP4.
Run parallel Claude Code research subagents and verify their findings
Set up two read-only Claude Code research subagents, check their actual task and model state, then reconcile cited findings, failures and usage in the main session.
Build an editable investor deck with Claude from approved evidence
Turn approved venture, market and competitor evidence into a sourced Claude Slides deck, then reopen its PowerPoint or Google Slides export for fact, rights and editability checks.
Move a Claude web project through GitHub and checked Vercel deployments
Review a runnable Claude Code project or usable Claude Design export, push approved source to GitHub, then verify Vercel's first production release, branch preview and later production update against their commits and access rules.
Build and check a seven-role local and cloud AI model portfolio
Configure five local and two permission-gated cloud AI task routes, then check exact model identity, hardware fit, output quality, latency, privacy and cost before accepting each route.