Supercharge AI Coding: New Tool Centralizes Chat Logs for Efficient Development!
Analysis
Key Takeaways
“"AIとの有益なやり取り" that’s been built up, being lost is a waste – now we can keep it all!"”
“"AIとの有益なやり取り" that’s been built up, being lost is a waste – now we can keep it all!"”
“"Fixed message rendering bug"”
“The latency is getting low enough that it actually feels like a (very stiff) coworker.”
“Now there's a planner → checker → revise loop. Plans don't execute until they pass verification.”
“Amp Free leverages advertising to make AI coding assistance accessible.”
“The author realized the problem wasn't with the AI, but with the assumption that writing rules would solve the problem.”
“The first coding question relates parsing data, data transformations, getting statistics about the data. The second (ML) coding involves ML concepts, LLMs, and debugging.”
“Claude Code is a CLI tool that runs on the terminal and allows you to ask questions, debug code, and request code reviews while writing code.”
“Chrome DevTools MCP is a Model Context Protocol (MCP) server that allows AI assistants to access the functionality of Chrome DevTools.”
“I switched to Codex 5.2 (High Thinking). It fixed all three bugs in one shot.”
“A quick guide to the best code sandboxes for AI agents, so your LLM can build, test, and debug safely without touching your production infrastructure.”
“Focusing on tools that reduce 'thinking noise'.”
“Details of the discussion are not included, therefore a specific quote cannot be produced.”
“The article mentions utilizing Gemini 2.5 Flash's '1 million token' context window.”
“I once paid $200 for ChatGPT Pro, but this real-world debugging story proves Codex 5.2 on the Plus plan does the job just fine.”
“The article's key takeaway is the warning about engineers potentially losing understanding of their own code's mechanics, generated by AI.”
“I am very much a 'hands-on' AI user. I use AI in my daily work for code, docs creation, and debug.”
““This, the bottleneck is completely 'human (myself)'.””
“調べてみたところ、~/.gemini/antigravity/browser_recordings以下に「会話ごとに作られたフォルダ」があり、その中に大量の画像ファイル(スクリーンショット)がありました。これが犯人でした。”
“Cursor などの AI Agent が使える IDE だけで、MagicPod の失敗テストについて 原因調査を行うシンプルな方法 を紹介します。”
“"Rust panic: byte index not char boundary with Japanese text"”
“"Claude is genuinely impressive, but the gap between 'looks right' and 'actually right' is bigger than I expected."”
“"Gemini in chrome has been gone for while for me and I've tried alot to get it back"”
“Gemini 3 Pro is consistently breaking after long conversations. Anyone else?”
“ただ、AIが生成したコードを理解しなければ、その成果物に対し...”
“「AIエージェント元年」と呼ばれ、多くの企業がその導入に期待を寄せています。”
“生成AIで実装スピードは上がりました。(自分は入社時からAIを使っているので前時代のことはよくわかりませんが...)”
“カビゴン(Gemini 3 Pro)に「ひでんマシン」でコードを丸呑みさせて爆速デバッグする戦略”
“About 3/4 of the way down the json transcript https://pastebin.com/DnkLtq9g , you will find some code GPT 5.2 wrote and Gemini refined that is a far better way to get them the information they need to fix and improve the code.”
““But for the last few hours, any time I ask a question where it makes sense for cloud to search, it just says it's going to search and then doesn't.””
“When using the Gemini CLI, it constantly edits the code to the extent that it duplicates code within modules. My modules are at most 600 LOC, is this a Gemini CLI/Antigravity issue or a model issue? For this reason, it is pretty much unusable, as you then have to manually clean up the mess it creates”
“NextToken is a dedicated AI agent that understands the context of machine learning projects, and helps you with the tedious parts of these workflows.”
“The author states, "This is my first time using Claude to write an entire app from scratch, and honestly I'm very impressed with Opus 4.5. It is excellent at planning, coding, debugging, and testing."”
“The goal isn’t to replace programmatic workflows, but to make exploratory analysis and debugging faster when working on retrieval or RAG systems.”
“MATUS has spotted 31 unknown bugs in the Linux kernel. All of them have been confirmed by the kernel developers, and 11 have been assigned CVEs.”
“Full-stack libraries and compilers are the most defect-prone categories due to circuit, gate, and transpilation-related issues, while simulators are mainly affected by measurement and noise modeling errors.”
“DynaFix repairs 186 single-function bugs, a 10% improvement over state-of-the-art baselines, including 38 bugs previously unrepaired.”
“ROAD achieved a 5.6 percent increase in success rate and a 3.8 percent increase in search accuracy within just three automated iterations.”
“By working through the backward pass manually, we gain a deeper intuition for how each operation influences the final output.”
“"This is collectively a far more effective way to be seen than hundreds of random reports on the feed."”
“Until I asked Gemini (a 3 Pro Gem) to summarize our conversation so far, and they only remembered the last 14k tokens. Out of our entire 117k chat.”
“I noticed that nearly all well known search engines, including the alternative ones, tend to be run by companies of various sizes with the goal to make money, so they either fill your results with ads or charge you money, and I dislike this because search is the backbone of the internet and should not be commercial.”
“最初にそのログを見たとき、私は「これはまさにインターンに教えていることと同じだ」と感じました。”
“"The struggle was the fun part. Figuring it out. That moment when it finally works after 4 hours of pain."”
“The instruction 'detailed thinking off' doesn't work...this template has a bugfix which makes thinking on by default, but it can be toggled off by typing /nothink at the system prompt (like you do with Qwen).”
“"But on my main account, the AI suddenly started blocking almost all my prompts, saying 'try another topic,' and disabled image/video generation."”
“No visibility into why an LLM picked a tool”
“A simple dynamic Graph Neural Network (GNN) is representative enough to outperform LLMs in debugging tabular log.”
“"when it is trained on higher epochs it just makes pants, I am not getting how to make it give multiple things and not just pants."”
“"My free Gemini account has the new Temporary Chat icon... but when I switch over to my paid account... the button is completely missing."”
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