News, analysis and practical guides.

Fine-tune GPT-OSS-20B for multilingual reasoning on HyperPod

A source-checked guide to AWS's five-language GPT-OSS-20B evaluation: run SFT, inspect language results, test GRPO only where needed, and clean up GPU resources.

Run DeepSeek V4.1 Flash offline with DeepInfer

A documentation-based guide to checking DeepInfer's hardware and software requirements, building its offline sample and interpreting its output and service limits.

Continues DeepSeek updates V4.1 Flash and opens Search and Fetch APIs

Review Gemini Notebook plans before making slides or videos

Use Gemini Notebook's Review flow to inspect slide outline notes or video producer notes, steer the plan and check it before generating the final artifact.

Find and verify 20 businesses with Firecrawl and Claude Code

Connect Firecrawl to Claude Code, check public business contacts and two own-site facts for 20 businesses in your chosen market, then inspect a private interactive HTML list.

Build and check a reusable Claude Design system

Create a reusable Claude Design system from approved brand assets, review its rules, test a new design and verify who can use it.

Create and check a PDF, Excel workbook and document in Gemini

Use one approved source to create a PDF, Excel workbook and Google Doc or Word document in Gemini. Open the saved files, check formulas and reconcile facts before sharing.

Run a local Ollama model and check its chat API

Install Ollama, choose a downloaded model, check its terminal answers and send the same prompt to its localhost chat API. Verify the model and cloud boundary before calling the setup local-only.

Give two agents the same reviewed memory record

Store one source-approved typed memory record, supply its exact reviewed bytes to two authorized agent sessions, then verify a conditional update and resolve conflicts.

Take an approved feature through Jira and a checked Claude Code change

Take an approved feature through a real Jira epic, every story and meaningful subtasks. Check each Claude Code change, verify issue updates and review the project guidance decision.

Turn agent output into a reviewed action register

Build a typed OpenAI Agents SDK result from your own notes, review its source evidence and meaning, then pass the accepted result to a local Markdown action register with hash readback.

Map your own work and choose a first AI task to test

Make a dated map of the tasks you own, their outputs, checks, rights and human approvals. Choose one AI task to test later, or record why none is ready.

Run one checked Claude Code change with a local Ollama model

A documentation-based guide to routing Claude Code to a local Ollama model, verifying the endpoint and context, then reviewing one repository change against its original check.

Run Claude Code Ultrareview on one branch and verify its findings

A documentation-based guide to checking repository upload and credits before one Claude Code cloud review, then verifying its findings against the branch before a human merge decision.

Use Superpowers in Claude Code to plan, test and review one code change

A documentation-based guide to taking one owned code change through an approved Superpowers design and plan, observed red-green tests, task and branch review, and an owner decision.

Delegate one Claude Code coding task from Opus to Haiku and verify the result

A documented Claude Code workflow for sending one bounded coding change from an Opus parent to a project Haiku subagent, checking the actual model and diff, and interpreting usage without assuming a saving.

Export a checked Gamma deck to PDF, PowerPoint or Google Slides

Export every card from an approved Gamma deck, inspect the PDF, PowerPoint file or Google Slides copy in its destination app, and check editability and recipient access before delivery.

Connect Claude Code to Google Workspace with five read checks

A documented setup for checking Claude Code's Google Workspace CLI account, OAuth grants and permission prompts with bounded Drive, Sheets, Docs and Gmail reads.

How to read METR’s AI time-horizon chart for a work decision

METR’s chart estimates agent success on a defined task suite. This guide shows how to record one model’s horizon, threshold and uncertainty before applying the claim to work.