In Shinsuke Kagawa’s account, a short coding-agent session exposed three defects in his repository’s instructions: mandatory steps that were no longer part of the workflow, a nonexistent tool name, and competing rules for deciding what should run first. The example is a useful reminder that a failed run can reveal problems in the setup itself—not just in the prompt.
What the session revealed
Kagawa says he used Session Doctor to examine a small, two-turn session in one of his repositories. The file at the center of the case was a legacy CLAUDE.md, despite the broader topic being agent instruction files such as AGENTS.md. His account identifies three distinct problems.
As an Amazon Associate I earn from qualifying purchases.
Mandatory steps that had gone stale
The file required a task breakdown, a date check, and a call to rule-advisor before any work, using the wording “required for all work, no exceptions.” Kagawa says date retrieval had been removed from his workflow in July and rule-advisor in September, but the file still required both. In the session he examined, none of the specified steps ran, and the task nevertheless completed correctly.
Crashes, No Sound, or Screen Glitches?
Random freezes, missing sound and display glitches usually trace back to one bad driver. Find and replace yours safely.Free scan · under a minutePC Slower Than It Used to Be?
A free scan shows the junk files, broken settings and background clutter dragging Windows down - then fixes them in one click.Free scan · Windows 10 & 11This is not evidence that skipping the steps is always safe. It shows the mismatch in this particular account: the instruction file described a workflow that the repository no longer used.
#1 Best Overall
- DUAL-SCREEN ADVANTAGE - Enjoy a spacious workflow with a two 16-inch touch screen, 3K OLED ROG Nebula Display HDR that keeps games, chats, streams, tools, calendars in view—giving you more room to game, create, and multitask.
- 5 MODES THAT MATCH WHATEVER YOU DO - Switch between laptop, dual-screen, book, and sharing so you can game, work, stream, code, read, or present in any environment, whether you’re at home or on the go. Enjoy tent mode for a new take on two person gaming.
- POWER TO GAME AND CREATE - An Intel Core Ultra 9 386H processor with 16 cores, an NPU of 50+ TOPs, and NVIDIA GeForce RTX 5070 Ti Laptop GPU deliver immersive graphics, smooth gameplay, and the performance needed for demanding high-level creative work and intensive gaming sessions. Experience the power and creativity of AI in a Copilot + PC.
- BUILT FOR MULTI-WORKFLOW - With 32GB LPDDR5X 8533 Mhz memory and a 1TB PCIe 4.0 SSD, the Zephyrus Duo handles multiple windows, software, and applications at once—making multitasking smooth whether you're gaming, creating, coding, or presenting.
- REFINED CRAFTSMANSHIP - The CNC-milled aluminum chassis is carved from a single solid piece of metal, giving the Duo a stronger build with a premium finish. Paired with the new Stellar Grey color and iconic slash lighting across the lid, it delivers both durability and standout style.
A tool name that could not work as written
The same file named mcp__local-rag__query_documents. Kagawa says the actual tool identifier was mcp__mcp-local-rag__query_documents. An agent following the written name literally would call a nonexistent tool rather than the configured one.
Two rules competing to control startup
The file said its startup gate ran first, without exceptions. But its routing rule directed the trigger to a skill that did not contain that gate. Kagawa reports that the skill won in the session and that the decision was not recorded. The issue was not simply a missing step: two sources disagreed about which instructions governed the start of the task, leaving the outcome difficult to inspect afterward.
Rank #2
- SLIM. LIGHTWEIGHT. READY TO GO: The all-new slim design is perfect for busy lives on the go.
- SKILLFULLY DESIGNED. MILITARY TOUGH: Built with premium craftsmanship to withstand the occasional drop or ding.
- ALL-DAY, ALL-IN-ONE CHARGING: Power through your school day – and beyond – with a long-lasting 12-hour battery.¹
- 3X FASTER THAN THE PREVIOUS GENERATION OF WIFI: Crush your schoolwork in record time with Wi-Fi that’s three times faster than the previous generation of Wi-Fi.
- YOUR PHONE AND CHROMEBOOK WORK BETTER TOGETHER: Easily transfer files between devices, and control your phone right from your Chromebook.
Why Kagawa says better instruction following raises the stakes
Kagawa’s explanation is that earlier models often failed to follow instructions, and those failures could conceal contradictions in the surrounding setup. As instruction following improves, he argues, agents may be more likely to act on conflicting directions or carry out obsolete mandatory steps. In that view, stronger compliance makes the quality and consistency of workflow instructions more consequential.
What’s actually slowing this PC down?
Pick the symptom - the matching free tool is one click away.
That is Kagawa’s interpretation of his experience, not a general finding established by a controlled study. The case shows how these defects appeared in one repository and one session; it does not establish how often they occur elsewhere.
Rank #3
- Exceptional Performance and Productivity: Experience smooth and responsive performance powered by an AMD Ryzen 7 7730U processor and 16GB memory and 512GB SSD. Enjoy extended productivity thanks to exceptional battery life and the support of Copilot, your everyday AI companion.
- Copilot in Windows - your AI Assistant: Do more, quicker than ever across multiple applications with the centralized generative AI assistance of Copilot in Windows Accessible with a single touch of the Copilot Key
- Immersive Visuals: With its narrow bezel design the 15.6" 1080p Full HD IPS display is perfect for casual web browsing and watching movies or streaming, allowing for a sharp, detailed view of what's in front of you. And with Acer BluelightShield, lower the levels of blue light to lessen the negative effects of blue light exposure.
- User-Friendly by Design: Seamlessly connect or charge your devices through a full-function USB Type-C port, while Wi-Fi 6 and HDMI 2.1 connectivity enhance your digital experiences to be faster, smoother, and more enjoyable.
- Unlock More with AcerSense: Intuitive device control is available at the touch of a button with AcerSense, which manages battery life, storage, and apps for optimal performance. Acer TNR solution and Acer PurifiedVoice enhance your video calling experience to a new level of clarity and quality.
How the workflow changed over time
Kagawa describes building scaffolding when models needed it, then removing some of it as model behavior changed. He reports removing date retrieval from six agents in v0.23.0, deleting the rule-advisor agent and task-analyzer skill in v0.26.0, and removing a recipe while reducing planning templates in v0.24.0.
He also reports 133 releases since October 2025. That is a project-history figure attributed to Kagawa in 2026, not an independently checked release count or a measure of effectiveness. The three defects in the session are consistent with a maintenance risk in that kind of evolving setup: workflow behavior can change while older instructions remain in place.
Rank #4
- AN AMAZING MAC AT A SURPRISING PRICE — With an incredibly portable and durable aluminum design, up to 16 hours of battery life,* and the A18 Pro chip, MacBook Neo is ready to go wherever school takes you.
- FOUR STUNNING COLORS. ONE DURABLE DESIGN — Choose from four beautiful colors — Silver, Blush, Citrus, or Indigo — each with a color-coordinated keyboard. And MacBook Neo is made with a durable recycled aluminum enclosure that helps it reach 60 percent recycled content by weight — the most ever in any Apple product.*
- FLY THROUGH EVERYDAY ASSIGNMENTS — Whether you’re cramming for finals, using Apple Intelligence* to summarize class notes, creating presentations, or even playing the latest Apple Arcade game,* MacBook Neo delivers the performance and AI capabilities you need to get things done.
- UP TO 16 HOURS OF BATTERY LIFE — MacBook Neo delivers all day battery life, so you can power through from early morning classes to late night study sessions without worrying about plugging in.
- A VIBRANT 13-INCH DISPLAY* — The gorgeous Liquid Retina display on MacBook Neo supports 1 billion colors, so photos and videos pop and text is crisp for easy reading.
Diagnose the bad run, not a replacement prompt
Kagawa’s advice is to keep the failed session and trace what happened back to the artifact or mechanism that produced it. In his words, “The session worth diagnosing is the one that went badly, and the instinct is to close the tab and start over with a better prompt.” He adds: “That throws away the best record you have of how the thing actually failed.”
A useful diagnosis should connect an observed event to the instruction or routing behavior behind it, then recommend a small change to that mechanism. For this case, that means checking the current instruction file against the steps actually used, verifying tool identifiers against the configured names, and resolving which rule controls task startup. Rewriting the prompt alone would not correct a stale file or an ambiguous routing rule.
Best Value
- High-Performance DUO Take your productivity further in Windows 11 with the 16-core Intel Core Ultra 9 Processor 386H, delivering responsive multitasking and enhanced graphics performance. Paired with 32 GB RAM and 1 TB storage, demanding workloads stay smooth and efficient.
- AI That Works Supercharge your productivity with 50 TOPS on Copilot, giving you instant file retrieval, quick summaries, faster searches, and more without the waits that break your flow.
- Transforms in Seconds Switch modes fast with a magnetic keyboard and integrated kickstand. Move from dual-screen productivity to laptop or sharing mode in just a few seconds, keeping your workflow fluid wherever you are.
- Immerse Your Senses Dual 3K 144 Hz ASUS Lumina OLED touchscreens with 100% DCI-P3 color deliver vivid clarity and up to 1000 nits HDR brightness, while the anti reflection coating and E Reading mode help reduce eye strain during extended use. Six speakers with Dolby Atmos support add rich, spacious sound.
- All-Day Power A 99Wh battery setup keeps you moving through busy days, and fast-charge technology brings you to 60% in just 49 minutes.
Using Session Doctor on a saved session
Kagawa describes Session Doctor as a tool for reading a saved Claude Code or Codex session and reporting potential changes across three separate passes. He says each finding identifies where it occurred, how it changed the run, and a small change that might prevent a repeat. These are the maintainer’s descriptions; the account does not provide independent performance testing or comparisons with other diagnostic tools.
Install it
The commands below are the installation instructions reported in Kagawa’s article. Plugin commands and availability can change, so check the project’s current documentation before using them.
Claude Code
/plugin marketplace add shinpr/agent-clinic
/plugin install session-doctor@agent-clinic
Codex
codex plugin marketplace add shinpr/agent-clinic
codex plugin add session-doctor@agent-clinic
Run the diagnosis
Use /recipe-diagnose in Claude Code or $recipe-diagnose in Codex. Without an argument, Kagawa says the tool selects the most recent session in the repository and asks for confirmation before starting. If that is not the failed run you want to inspect, select the intended saved session using the tool’s current instructions rather than diagnosing a fresh replacement session.
Do these 3 things before closing this tab:
1Repair Windows errors before they cause bigger problems2Scan for outdated or missing drivers - takes under a minute3Clear out junk files and repair common Windows errorsWhat this case can—and cannot—tell you
- It can show how stale mandatory steps, a mistyped tool identifier, and conflicting startup rules appeared together in one author-reported repository session.
- It cannot establish that the same defects are common across coding-agent workflows, that Session Doctor reliably prevents recurrence, or that one diagnostic tool performs better than another.
- The practical lesson is to preserve the original run and use it to identify which instruction, routing rule, or workflow artifact needs correction.
Source for Kagawa’s account and project details: Shinsuke Kagawa’s article.
Quick Recap
Product prices and availability are accurate as of the date/time indicated and are subject to change. Any price and availability information displayed on Amazon at the time of purchase will apply.




