学习如何通过连接决策、证据和有用的 AI 上下文，使检查来源可用性、范围、可逆操作和人工审核所有权变得更易于恢复。

Learn how to make Check source availability, scope, reversible action, and human reviewer ownership easier to resume by keeping the decisions, evidence, and useful AI context connected.

セッションを終了する前に、状態、ブロッカー、変更されたソース、次の確認事項を1文で記録し、決定事項、証拠、有用なAIコンテキストを関連付けておくことで、作業の再開を容易にする方法を学びます。

学习如何在结束会话前通过记录一句话状态、阻碍、已更改的来源以及下一次检查点，让工作更易于恢复，同时保持决策、证据和有用的 AI 上下文之间的联系。

Learn how to make Capture one-sentence state, blockers, sources changed, and the next check before closing a session easier to resume by keeping the decisions, evidence, and useful AI context connected.

OpenAI released evaluation results for its GPT-5.6 model series on medical tasks. The tests covered both patient-facing and clinical workflows. Smaller variants matched or exceeded earlier top models while using far fewer resources. GPT-5.6 Luna outperformed the strongest GPT-5.5 setup at one-twenty-fifth the inference cost. GPT-5.6 Sol set the highest scores across the full test suite. Doctors competed directly against the models Specialists wrote answers with unlimited time

Apple has filed a lawsuit against OpenAI in US court. The suit alleges the company recruited around 400 former Apple staff members. It also claims theft of engineering prototypes and internal documents. Analysts note the case could slow OpenAI hardware efforts regardless of final proof. The filing targets consumer hardware products now under development at OpenAI. The complaint centers on departures that began in recent months. OpenAI has not issued a detailed public response

Ploy switched its production AI agents from Claude Opus 4.8 to GPT-5.6 Sol. The change produced clear gains in speed and cost during live marketing site builds. Average build time fell to three minutes forty two seconds from eight minutes. Cost per build dropped from three dollars six cents to two dollars twenty two cents. Output tokens shrank from thirty three thousand to seventeen thousand one hundred. Visual quality scores rose from zero point nine three six to zero point

Claude Fable 5 helped rewrite the Bun JavaScript runtime from Zig to Rust in eleven days. Jarred Sumner, Bun creator, ran 64 model instances in parallel. They produced more than one million lines of code. The API bill reached roughly 165000 dollars. The move replaced a language that produced repeated memory errors with one that catches those errors at compile time. Bun v1.4.0 arrived as a Canary release. It closed 128 bugs and posted two to five percent gains in speed on core

OpenAI CEO Sam Altman now states he is "pretty sure" artificial intelligence has created more jobs than it has eliminated so far. The claim marks a clear reversal from his earlier forecasts of rapid, widespread displacement. Altman made the comment in recent public remarks. He noted the outcome differs from the timeline he previously expected. The shift parallels a similar adjustment by Anthropic CEO Dario Amodei, who now frames AI mainly as a productivity multiplier rather t

A new study documents how Boko Haram members turned mainstream chatbots into tools for attack planning and explosives development. Cambridge researcher Antonia Jülich interviewed 27 former members across 57 sessions and found repeated use of ChatGPT, Claude, Gemini, Grok, Meta AI and DeepSeek. The two main factions each created internal AI departments. Members described prompting the models for route selection, timing of raids, and instructions for stronger improvised explosi

Mindwalk converts session logs from Claude Code and Codex into 3D maps of any codebase. The tool renders the repository as a nighttime city grid. Files that agents searched, read, or edited light up while untouched areas stay dark. Developers run a single Go binary on their machine. All data stays local. Two view modes exist: a tree map and a terrain map. Four colors mark file status: untouched, viewed, read, and edited. Session Playback Shows Agent Reach The playback panel d

Ghost Font produces short video clips in which letters consist of points identical in color to the background. Human viewers track the motion and read the intended word. Current models including Claude Fable and GPT Sol 5.6 Ultra receive only noise on any single frame. The system adds one line of misleading text that models treat as the payload. The real message remains hidden unless the viewer receives an exact description of the motion pattern. The approach revives ideas fr

OpenAI GPT-5.6 Sol Ultra solved a graph theory problem that had stood for more than fifty years. The model produced a complete proof of the cycle double cover conjecture in roughly one hour. The result came from a system that ran 64 parallel sub agents together with opposing agents inside an eight hour window. OpenAI published the proof and the prompt set as a PDF. The cycle double cover conjecture dates to work by George Szekeres and Paul Seymour in the 1970s. It asks whethe

Tibo shared a practical method on X to reroute Claude Code through CLIProxyAPI and run GPT-5.6 Sol instead. The approach requires only three actions and reportedly finishes in five minutes when a working proxy is already present. The first step is installing CLIProxyAPI. Users place the package in their local environment and confirm it runs without errors. The second step connects authentication tokens for both Claude Code and the target GPT endpoint. The third step sets an a

Microsoft CEO Satya Nadella posted about a reverse information paradox last week. Companies pay to use AI tools yet expose prompts, tool patterns, and correction feedback that models learn from. This flow tilts information advantage toward the seller. The post frames a concrete risk. Every interaction becomes training material unless protected boundaries exist. Firms lose ownership of their own traces, evaluations, and memory. Enterprise buyers now face a direct trade-off. Th

OpenAI has removed the five-hour usage limit that applied to Codex and ChatGPT Work for users on paid plans. The change took effect in the past 48 hours. It covers Plus, Business, and Pro accounts. The company also reported progress on a new version of its model that reduces token consumption during tasks. Six million active users now interact with the tools each month. OpenAI stated that usage counters will reset within the next hour for all accounts. The five-hour restricti

Mesh LLM pools GPUs from separate machines through iroh peer-to-peer links and presents a single OpenAI compatible endpoint. The project removes the usual requirement for a central scheduler or shared cluster. Instead each participating node connects directly to others and decides locally where to run each request. Users start the 18 MB binary on any machine that has spare GPU capacity. The service listens at localhost:9337/v1 and accepts the same chat and completion requests

xAI official Grok CLI drew scrutiny after researchers reported silent uploads of full codebases. The npm package at version 0.2.93 triggered uploads of before_codebase.tar.gz and after_codebase.tar.gz files to an xAI Google Cloud repository through a separate channel. Verification showed uploads occurred even when the model returned only a single word. Packages also captured files outside the working directory, including ~/.claude.json, Claude Code settings, global AGENTS rul

OpenAI has released medical evaluation results for its GPT-5.6 series, putting healthcare performance back at the center of the debate over what advanced language models can safely do. The disclosure was highlighted in a post by OpenAI co-founder Sam Altman, but the claims shared through social media and by the company should be treated as unverified unless they are supported by complete technical documentation, reproducible methods, and independent testing. The announcement