Habitat H3 · 282 sightings
AI products you use: apps, assistants, CLIs, and creative tools. Every sighting here, newest first, with its specimen number and wildness rating.
Browse pairs an MIT-licensed MCP server with a Chromium extension so agents use your own tabs and logins, and hand 2FA and payments back to you.
Apiiro found typed passwords and keys saved in .claude/settings.local.json in public repos. How the file works, and the cleanup steps it recommends.
Linum's P-JiT 21K is a 2.18B pixel-space image model trained on 8,415 H100-hours. Apache-2.0 weights and code; it cannot render text.
Five fal-served video models roll into Microsoft Foundry as a first-party Azure service in public preview, priced per generated second.
AWS sample: Claude Code tasks on Bedrock AgentCore microVMs, Guardrails on prompts, short-lived GitHub tokens; the agent opens PRs and never merges.
The 26th tutorial: route one desktop, or install your networking client on every hosted computer so Bots reach private services.
Antigravity Remote Agents (v2.29.0): Google-managed cloud VMs for Pro/Ultra personal accounts; attach GitHub, Drive, uploads; CLI agy --remote-agent.
Paid Cursor plans with cloud agents: scaffold a web app, optional Postgres, Cursor SSO, security checks, then publish a shareable URL.
Recraft V4.1 family against Krea 2 Large and Krea 3 editing: resolution, refs, API prices, AA ranks, ownership and who fits which workflow.
Perplexity Teammates are always-on work agents on Computer for Max subscribers on the web, each in an isolated env.
Claude Personal Finance is a US beta on Pro, Max and Ultra: read-only bank links via Plaid, up to 24 months of transactions.
Google's video model is generally available with 3-15s clips, reference conditioning, draft-then-upscale, and a 30% price cut at 720p.
The 25th tutorial: widen your Cursor SSO app, let the Bot's Linux computer pass device-trust rules, and recreate or clean up computers in bulk.
Viggle's Remake adds two LoRAs to MiniMax H3 to swap people, objects, weather or style in existing video. The weights carry H3's licence, which bars US use.
Kimi Hosted Agents runs the agent loop, sandboxes and session state for you on Moonshot's China platform, with 140+ skills, MCP and an enterprise input hook.
Check Point calls it prompt adware: a Codex jailbreak bundle that rewrites agent instructions so a greeting returns an ad for its author's LLM gateway.
A Personal Assistants category in Security Analytics, per-account agent views in early access, and per-agent Allow or Block in the renamed access policies.
Two open-weight video models: MiniMax H3 adds stereo sound, 2K and up to 12 references; HunyuanVideo 1.5 runs on a 14 GB GPU. Prices, ranks, licences.
OpenAI is acquiring Pierre Computer Company, maker of Code Storage and the Trees and Diffs libraries already in the Codex app. The deal still needs approvals.
Conductor, which runs teams of coding agents from Anthropic and OpenAI, is joining Meta. Export cloud workspaces before 20 November, when deletion begins.
Images 2.6 is in ChatGPT, Codex and the API as GPT Image 2.6 Flare and Sunburst. Token prices match GPT Image 2.5; the speed claims are OpenAI's.
The 24th tutorial is for IT: push the desktop app, open the two network paths it needs, and send each model request to your own policy check first.
fal confirms a Bessemer-led Series F and a Sequoia-led Series E. Bloomberg reports $1.3B at $16B; CEO Burkay Gur says fal rate-limited users in summer.
OpenAI says Pando, built in Rust with Codex in 10 weeks, cut median push latency by nearly 80%. It runs only inside OpenAI; you can't use it yet.
Anthropic's message threads beta keeps a conversation server-side for 5 minutes, so agent loops send only new messages. Prices unchanged; not ZDR eligible.
The 23rd tutorial covers shared Bots: how to share one with your team, Collaborator or Manager, whose apps it uses, and who pays for each reply.
GitHub-verified MCP servers are in public preview for all Copilot plans: 26 services, no local install. Business and Enterprise admins must opt in.
Pick Claude Agent, Codex, Antigravity or 40+ ACP agents inside Android Studio. Android skills, AppFunctions beta and A2UI for Compose round it out.
OpenAI says Plus, Pro and Business usage will be shared across ChatGPT and Codex and measured in tokens. Instant chat is excluded. No start date yet.
Midjourney V8.2 against Ideogram 4.5 and 4.0: resolution, references, prices, ranks, open weights and who owns the output, on our 14-point checklist.
dsh-superagent runs on DeepSeek Harness, takes work from allowed people on GitHub and answers with a PR. MIT, research code. What its docs say.
Prospero is a Dear ImGui coding harness that brings no model of its own: point it at llama.cpp or an API. Unlicense on GitHub, $25 Pro build. What it does.
OpenAI's FAQ says custom GPTs retire on all plans on 11 December 2026. Instructions and files migrate; custom actions and model choice do not.
Ramen VR's Autopilot plays your game from a prompt, writes its own test harnesses and remembers your levels. Apache-2.0, Windows and macOS.
Runway's Gen-4.5 is a 720p text and image to video model; Luma's Ray3.2 adds 16 keyframes, 1080p, HDR and EXR but no audio. Prices, ranks, rights.
Krea's first Krea 3 Expert builds a brand kit from a URL, imports products and makes up to 12 static ads per batch for feeds, Stories and landscape.
OpenAI's Prism LaTeX workspace closes on 1 January 2027 and project data is deleted afterwards. How to export, and what Codex does not replace.
OpenCode's Claude Agent provider runs your local Claude Code login inside OpenCode. Your CLAUDE.md, hooks, MCP servers and skills do not come along.
A bare --force-with-lease checks your remote-tracking branch, which a background fetch of that remote can move. Add --force-if-includes or name the expected commit.
Grok Bot tutorial · Part 22 of 22
The 22nd tutorial is the phone: Siri shortcuts, and how a Bot uses your calendar, contacts, alarms, reminders, and Home, with your permission.
Jules goes read-only after 11 November and shuts on 31 December as Google folds it into Antigravity. How to export settings, memories and sessions.
Anthropic renamed Max 5x to Max and Max 20x to Ultra at the same prices. Verified Ultra accounts drop the 5-hour cap; weekly limits stay.
Canva's Brush now edits designs for Pro users, and Figma detailed an edit model trained on 250,000+ synthetic edits. Both start from open weights.
Droid 1.0 turns programmatic tool calling on by default: the model writes a sandboxed Script that runs many tool calls in one request.
Symantec found a relay service that rewrites Codex and Claude Code config files to route traffic through its servers with sandboxing disabled.
OpenAI canceled the Pro 200 cut and doubled Work and Codex allowances on Pro 100 and Pro 500. Pro 200 keeps or regains its higher allowance.
Grok Bot tutorial · Part 21 of 22
The 21st tutorial covers Grok Bot in X Chat: who can use it, why your Bot may not show up, and what reading your X messages takes.
Local Code ships its own 2-bit DeepSeek V4.1 Flash, a sandboxed shell, Python and Node, and image tools. The GPL-3.0 source is on GitHub.
Grok Imagine Image 2.0: up to 2K, 15 aspect ratios, 5 references and $0.04 to $0.08 an image. Ranks, rights, watermark and the 2 November API change.
Smart reports sample a team's Claude transcripts to show workstreams, spend and friction. Surveys and shared team budgets are also now generally available.
In a 50-analyst trial, a coin flip set Claude's preference on each judgment call. Analysts matched it 86% of the time and rarely credited the agent.
Amazon's memo to engineers says token counts and AI adoption are flawed targets but useful measures. It asks for outcomes, and judgement on where AI helps.
Grok Bot tutorial · Part 20 of 22
The twentieth tutorial is images and video: how to ask, what sizes and lengths a clip can take, where results land, and why a Bot sometimes says no.
Grok Imagine Video 1.5 takes 14 reference images, 1 to 15 second clips at up to 1080p and nine aspect ratios. Prices, ranks, rights and user reports.
Copilot Fusion now routes models for you, Agentic Workflows turns Markdown into Actions, and GitHub Enterprise users get Copilot billed by usage.
Firefox's opt-in AI window adds 'Fill from sources' for long forms and a /watch command that checks pages for changes. Beta, desktop, US and Canada.
Grok Bot tutorial · Part 19 of 22
The nineteenth tutorial is sign-ins: what Vault keeps, how 1Password fills a login, the order a Bot tries, saved cards, and the steps left to you.
Opera One's preview downloads a local model, such as Gemma, that sites and extensions can use for text, classification and embeddings, per-site permission.
Apple's November Creator Studio update brings a beta assistant to iWork and Logic Pro, and MCP support so external AI agents can read and edit documents.
Since 26 October, new paid Gemini API projects log requests and responses for up to 55 days unless you set store=false. Existing projects keep their setting.
Runway App Studio turns a described workflow into a reusable app on Runway's models, billed from existing credits. Sharing rules and what it replaces.
Prompts in Markdown, tools in TypeScript, evals and replay built in, deploy to Cursor or self-host on Node. What the docs say, and the fine print.
In Copilot CLI, the Copilot app and VS Code, a model reviews permission requests and auto-approves clearly safe ones. How to turn it on, and its limits.
Grok Bot tutorial · Part 18 of 22
The eighteenth tutorial covers Grok Bot pages: asking for a report or dashboard, changing it in chat, finding it again, and picking who can open it.
Thomas Dohmke's Entire launches a Git-compatible forge with Trails, review agents, merge Gates, GitHub mirroring and two MIT-licensed memory CLI plugins.
YC startup Pomerado mints deterministic MCP tools for sites with no API, including ones behind a login. MIT core runs locally with an OpenAI key.
Google's Nano Banana 2.1 against OpenAI's GPT Image 2.5: sizes, references, per-image prices, leaderboard ranks, licences and what users say.
Google's EGM plugin splits agent work into a long design session and stateless reviewers that vet the spec. Installs in Antigravity, Claude Code, Codex.
Grok Bot tutorial · Part 17 of 22
The seventeenth tutorial covers tagging @bot on X: what your Bot receives, what @bot's reply means, where it stays silent, and how to keep a tag safe.
The open-source Rust CAD app now writes an MCP entry into Claude, Cursor, Codex, VS Code and six more AI clients when it starts. One setting turns it off.
Google's Gemini Omni replaced Veo; Utopai X debuted near the top of the video arena. Formats, references, prices, Veo retirement dates and Sora's exit.
Anthropic made unified chat and Cowork GA for Enterprise with an Efficient mode and spend controls. Existing orgs flip on 16 November unless admins opt out.
Grok Bot tutorial · Part 16 of 22
The sixteenth tutorial is input and output: attachments and their limits, the phone share sheet, a reviewable result, dictation, voice chat, and memos.
DetectorScope turns a neural AI-text detector into a sum of named, validated features with highlights. Open code; the authors warn against judging people.
GitHub Notifications in Teams becomes the GitHub app, with Copilot cloud agent built in. The legacy app retires 16 November; admins need RSC consent.
MCP tasks are in public beta in the Claude Code CLI from v2.1.304. A server runs the job, Claude carries on, and the task can ask you questions while it runs.
Grok Bot tutorial · Part 15 of 22
The fifteenth tutorial is the bad day: an unreachable computer, the least destructive fix first, and what Update, Recover, and Reset keep.
After five years at 0.x, Dagger 1.0 is in beta with official modules, per-test results, dev shells and GitHub checks. Expect CLI and config breaking changes.
Black Forest Labs' FLUX 3 Image and its open-weights sibling Klein: 4K output, 10 references, box-level edits, per-image prices and what users say.
Version 2.0 replaces DeepSWE with Cognition's FrontierCode. Claude Code with Opus 5.5 scores 61.7; Codex with GPT-6.1 Sol posts 54.1 at about $1.51 a task.
Google's experimental gemini-api CLI is a single Go binary that writes images, audio and video to disk and returns only the path. Apache 2.0, in beta.
Canva trained Craft from scratch for layouts and lettering in 55 languages. It is live in Canva and in a preview Connect API endpoint that spends AI credits.
The rollout on iOS and Android asks for six permissions, from Calendar to Home and Messages. The docs do not describe the feature yet, and early reports vary.
Grok Bot tutorial · Part 14 of 22
The fourteenth tutorial sorts what a Bot remembers, what a saved skill holds, and which facts stay in the source instead of memory.
An agent asks, you approve in 1Password, and 1Password fills the login itself. Free on Individual and Family plans; most agent integrations are still coming.
Anthropic, OpenAI, Hugging Face and Alibaba gave four agent projects to the Linux Foundation's agent group, which now hosts 10 projects including MCP.
Claude Duet is a waitlist preview for US Pro and Max users. Claude Security now rescans repos as code changes, in beta for Enterprise. What each does.
Walmart's Agent Gateway lets approved AI agents shop over MCP in a beta. Per-agent spending caps follow next month, and rule-breaking agents get blocked.
Kling 4.0 makes 3 to 30 second clips in one pass with up to 15 references. What is live, what is still coming soon, API prices and user views.
Grok Bot tutorial · Part 13 of 22
The thirteenth tutorial is the first sitting: install, one job, one stopped task, and the index of episodes 01 through 12.
At Cloudflare Connect, Mastercard showed an agent paying two merchants nine times on one budget with signed x402 vouchers, and opened developer early access.
Kling 4.0 opened to all kling.ai users on 15 October. Today Kling said the 4.0 API is rolling out and listed $0.157 a second at 720p. HDR and 4K wait.
Commerce.com stores now expose search and cart tools to in-browser agents via Cloudflare's edge WebMCP bridge, with a per-merchant opt-out rule.
Grok Bot tutorial · Part 12 of 22
The twelfth tutorial is the boundary: what leaves the computer, where a credential belongs, and which rules a chat cannot skip.
Scope, an MIT-licensed research preview, gives Copilot and Claude Code one task, scores runs on a criteria graph with an LLM Judge, and keeps the evidence.
fal and Black Forest Labs post-trained FLUX 3 into FLUX 3 Max. fal says a 10-second clip takes 10.95 s, 22x faster than Seedance 2.5 at a similar arena score.
Six older models left Copilot on 19 October. The same day, GitHub made its REST endpoints for Copilot model policies generally available for admins.
Grok Bot tutorial · Part 11 of 22
The eleventh tutorial is the send: which card you press, which mailbox the message leaves from, and the inbox at mail.grokbot.com.
GitHub may require sign-in for some anonymous HTTPS clones and fetches of public repos during unusual traffic. SSH, pushes and authenticated Git still work.
Since April 24, 2026, GitHub may train AI models on Copilot Free, Pro, Pro+ and Max interaction data unless you opt out. Here is the switch and what it covers.
Editing Copilot Studio agents inside Teams ends in January 2027 and the app leaves Teams in February. Agent management moves to the Copilot Studio web app.
Harness², a Google Research paper and Apache-2.0 repo from 9 October, refines an agent's harness per task with model weights fixed. Gains are the authors'.
NVIDIA App 11.0.9.565 runs a local MCP server so AI agents can launch games and change settings. VideoCardz found it on by default. One toggle disables it.
The Information says Cognition divides estimated human hours by a Devin session's cost. Docs raise limits when the score is Healthy or Satisfactory.
On 15 October the OpenBMB README announced PilotDeck 2.0, an AGPL agent OS with per-project memory. Its task scores are the project's own.
Grok Bot tutorial · Part 10 of 22
The tenth tutorial reads the use-case list and Marketplace: what a template copies, what stays behind, and how to file the Bot under a project.
StepFun priced the STEPX Neo early-access phone at 3,999 yuan, with Step AOS 1.0 and agent Amoo. Reports set the first sale on 16 October.
OpenAI says its team merged more than 1,400 cleanup pull requests with GPT-6 Astra in Codex. The cost and CI figures are OpenAI's own.
Yelp, Delta, JPMorgan Chase, and Charles Schwab are on record limiting consumer AI agents. Other blocks in the same reports are user anecdotes.
Microsoft says Copilot for legal is generally available for Microsoft 365 Copilot commercial licenses. Word desktop turns the plugin on by default.
Grok Bot tutorial · Part 9 of 22
The ninth tutorial is the team rollout: who already has Grok Bot, which admin switches change a member's day, and a role that stops at a draft.
Thesys published OpenUI Lang 1.0 on 12 October for React. Vue, Svelte and Angular packages stay on 0.x. The LICENSE file is MIT.
Google stopped new Gemini Code Assist Standard and Enterprise sales on 9 October. Annual renewal runs through 31 January 2027; monthly, 31 December 2027.
Claude Code 2.1.301 fixes a model switch that could bill a summary without asking. The notes name no amount, rate, or model.
A September screenshot of an OpenRouter email says Google-authored models lose ZDR routing on 18 October. OpenRouter's live list still includes Vertex Gemini.
Brave says Leo encrypts GLM 5.3 Flash prompts with Oblivious HTTP so only an attested NEAR AI enclave can read them. In-browser checks are still a plan.
Codex CLI 0.163.0 checks permission before a DNS lookup and removes a macOS Seatbelt allowance for outbound port 53. Three merged pull requests describe it.
Anthropic's 15 October note says the Compliance API can return members' Instructions for Claude and Cowork global instructions, in beta for Enterprise.
Black Forest Labs' 15 October post releases FLUX 3 Image Klein, a 5.6B open-weights image model under the FLUX Kommunity License.
Anthropic's 15 October article makes Code Review generally available for Team and Enterprise. Eligible Enterprise orgs can claim credits by 15 January 2027.
OpenAI's docs say ChatGPT can use a tab you mention, and Work can act in five browsers after a site prompt. Treat page content as untrusted.
Patane posted an Amazon screen calling a Grok Bot an unauthorized agent. Musk said to buy elsewhere, then wrote maybe they should start a competitor.
Google's 15 October post says Universal Cart is rolling out in the US on Search and in the Gemini app, with price alerts and merchant checkout.
Krea's 15 October changelog puts the Krea 3 API in early access for beta workspaces. Speed and the $0.03 and $0.06 prices are Krea's.
Grok Bot tutorial · Part 8 of 22
The eighth tutorial keeps personal work on the shared computer: one mailbox, a calendar with two limits, and a morning check that does not send.
Musk wrote that if Grok Bot mishandles a purchase or leaks a card, SpaceX will make the user whole. The written terms leave that risk with the customer.
Amazon prices Bee Frontier at $74.99, on sale now, and Bee Eclipse from $99.99 with no ship date. Battery life and privacy lines are Amazon's.
Google made Deep Review public on 14 October, with two free reviews a week. The blog and the portal disagree on several terms.
Nous published Hermes Agent v0.22.0, the Threshold Release: a signed desktop app, a keyless first run, and local models. The line counts are Nous's.
Claude Code 2.1.299 stops some Anthropic requests from carrying a third-party gateway API key. The npm stable tag was still 2.1.292 on 15 October.
Grok Bot tutorial · Part 7 of 22
How Grok Bot hands a repository job to a Cursor cloud agent, what returns as a branch or PR, and the review before anything ships.
Since Codex CLI 0.157.0, an interactive session starts a background daemon by default. The flag is still on in 0.162.1.
If your agent logs one JSON object per line, five short jq filters turn that log into answers: which tool calls failed, which tools fail most, which steps were slowest, and how much time the logged calls span.
Grok Bot tutorial · Part 6 of 22
The sixth tutorial prices The X Subscription, then older Grok Bot grants: which tiers include the Bot, and where weekly usage goes.
DigitalOcean previewed agent learning in public and a data catalog in private. Automatic improvement today is model routing; workflow automation is next.
NVIDIA Labs' Sol-Engine page describes StreamRender-H3: a code game engine paints semantic maps, and a two-step MiniMax-H3 model renders video. The timings are the page's own.
Tibo says GPT-6.1 Sol's default context in Codex and Work is now 500k, up from 272k, to cut auto-compactions. On the API, prompts past 272K input tokens still cost more.
Tencent will shut the Yuanqi agent platform on 9 November 2026. New agents stop on 29 October, export runs until 9 January 2027, and Tencent's own guide points builders to its cloud ADP.
Dragon Quest creator Yuji Horii says AI let him make a mystery game alone in about 30 minutes, without drawing or programming, and he shared it as a Claude artifact.
Microsoft is putting Word, Excel and PowerPoint inside the Copilot app for Frontier customers. A prompt can open a real Office file beside the chat. The post gives no price or general release date.
OpenCode 2.0 is now the official upgrade from the 1.x CLI: one shared background server, a new client, and Code Mode. The 1.19.0 release adds the major upgrade and stops silent updates.
Grok Bot tutorial · Part 5 of 22
The fifth Grok Bot tutorial covers staffing: when a specialist Bot earns a name, how a group of two to six shares one outcome, what stays private per Bot, and a ship-note desk to paste in.
Use npm ci in CI so builds install the committed dependency tree, and learn why it errors when package.json and package-lock.json disagree.
Record stack samples with perf record -g, fold them with stackcollapse-perf.pl, render an SVG with flamegraph.pl, and read the width of each box as time spent.
Use py-spy dump, top and record to see what a stuck or slow Python process is doing without restarting it, and grant the ptrace access it needs on Linux, Docker and Kubernetes.
Send breakpoint() calls to pdb, another debugger, a custom hook, or nowhere, by setting one environment variable instead of editing code.
Errexit skips failures in conditions, && and || lists, negated commands and early pipeline stages. Learn the rules from the Bash manual and POSIX, and how pipefail closes the pipeline gap.
Grok Bot tutorial · Part 4 of 22
The fourth Grok Bot tutorial connects plugins: where the OAuth token lives, what Slack, Gmail and Calendar can do, the new mail.grokbot.com address, and how to cut access off again.
Grok Bot tutorial · Part 3 of 22
The third Grok Bot tutorial turns a checked task into a routine: plain-language schedules, Slack, email and webhook triggers, the five-minute floor, Test runs, and what runs while you are away.
Claude Code 2.1.295 adds onFailure block, so a hook that crashes or times out stops the action. The hooks reference still says a timed-out hook does not block. The release also adds OSC 7501 status.
NVIDIA's open-source Boro is a Rust CLI for AI-assisted Linux kernel review, backports and build-boot-test runs before a series goes public. Its LPC 2026 talk asks what could fold into Sashiko.
The local Qwen engine Strata force-replaced all 845 commits on main on 6 October. File trees match, but Claude Code co-author trailers are gone. The maintainer shipped a migration fix and has not said why.
OpenAI says Codex on Windows has a new sandbox mode on Microsoft Execution Containers, for faster setup, stronger network enforcement and granular file access. It needs a compatible Windows 11 device.
Ryan Dahl says the whole Deno team is joining Cloudflare to merge celld into workerd. The Deno runtime gets one more year of fixes, Deno Deploy shuts down in six months, and JSR keeps running.
Infisical says Agent Vault is in preview on its cloud and as a self-hosted proxy. Agents hold placeholders, and the proxy swaps in real HTTP credentials. The open-source repo was created in March 2026.
SpaceXAI's grok-imagine-video-1.5-lite turns text or a still into a short clip with speech, from $0.02 a second at 480p. Artificial Analysis ranks it; Google's Veo 3.1 rates are a separate sheet.
Microsoft's support page moves Family and Premium cloud storage to a shared 2 TB pool. An email The Verge quotes says Copilot use will be shared too, while the credits page still limits AI to the owner.
Magnific launched Magnific One on 8 October, an image model it says decides art direction from a simple prompt, plus Brand Kit, an agent that extracts brand rules. It is on paid plans and the Magnific MCP.
Anthropic launched Claude Dashboards, live charts over BigQuery, Snowflake and other data platforms, and Claude Motion, code-built animations, in beta. Docs, Slides and Design are now on every plan, including Free.
WSL 3.0.1 shipped on 29 September with WSL containers out of preview: a wslc.exe CLI (alias container.exe) and a containers API on NuGet. Here is what to run, how to update, and what 3.0.2 adds.
tiny corp's new tinybox starts at $7,000 on tinygrad.org. Buyers pick the platform, memory, storage, and up to four GPUs. Each box is made to order and ships in 1 to 8 weeks.
Roman Gushchin's Linux Plumbers 2026 slides say Sashiko, an agent that reviews kernel patches, has finished 191,000 reviews. The same deck cites 1,277 upstream commits and 463 CVEs whose fixes name the tool.
Google Cloud announced the Gemini agent on 8 October 2026 and says it can route jobs to Gemini or Claude. Coworker agents get their own email and storage. 9to5Google reports a private preview. No price is stated.
Flathub's requirements now say app authors must disclose AI-generated material in a submission. Manifests still may not contain AI-generated content, and reviewers can reject a disclosed submission.
Cisco says Claude Managed Agents will soon be able to join Webex spaces, meetings and calls. Computerworld reports the new app and collaborative agents for the first quarter of 2027, with add-on pricing unstated.
The @bot account said on 7 October that Grok Bot can search, read, and monitor X. Official @grok replies say that read path needs no X connector and uses no X API credits.
Anthropic's Python and TypeScript SDKs, tagged 7 October, add beta classes that run a browser or computer-use loop. You still supply the driver, the URL or file policy, and the approval callback.
AWS open-sourced Strands Box on 7 October as a developer preview. The repo license is Apache-2.0, and the README limits local runs to macOS on Apple silicon, with Dogwood policies on top of OS isolation.
Microsoft says Execution Containers are generally available, with a JSON policy for files and network destinations enforced at runtime. Entra agent identity and Agent 365 controls are still described as coming soon.
Microsoft opened pre-orders on 7 October for Surface Laptop Ultra at $2,599.99 and the RTX Spark Dev Box from $5,999.99. Laptop Ultra availability starts 16 October.
Microsoft says GitHub Copilot will, by the end of October, choose local or cloud models per task, and let developers pick a local model. On-device MAI Code 1.1 Flash figures are Microsoft's own tests.
OpenAI's 7 October post says paid ChatGPT plans get GPT-6 Sol that day and Free and Go get GPT-6 Luna the next day. Intelligent UI adds interactive visuals in Chat.
A model checkpoint's file format affects what happens when you load it. Learn why pickle deserves caution and how to choose safer weights.
An offline AI app can lose a downloaded model when browser storage is cleared. Here is how quotas and eviction work, and how an app should recover.
A Deployment manifest and an autoscaler can both set the replica count. Kubernetes field ownership explains the conflict and how to hand over scaling safely.
Page structure changes. A locator based on a control’s role and name can keep a browser test focused on the action a person takes.
MCP elicitation lets a server ask for missing input during a request. Ordinary answers use a form; credentials require a separate URL flow.
Gemini file uploads expire after 48 hours. Products that promise later access need their own source and request records.
A resource update names what changed. The client still needs to read it again before relying on its contents.
A displaced Git commit may still be in your local reflog. Here is how to find it, inspect it, and give it a branch before the recovery window closes.
A concurrency group can cancel a waiting GitHub Actions run when a newer one arrives. Here is how to keep a queue when each run matters.
GitHub Copilot can exclude files from some features, but its content exclusion setting does not cover editor Agent mode. Here is where the boundary ends and what to check.
A source crawler can ask whether a page has changed before downloading it again. HTTP conditional requests provide the signal.
A partial download is useful only when the remaining bytes belong to the same file. HTTP range requests and validators let you check before appending.
A sparse checkout can leave tracked files out of your working directory. Check Git's index and the current commit before treating an absent file as a deletion.
Use curl --fail-with-body when a script needs to detect an HTTP error and keep the response text that explains it.
Linked worktrees give parallel coding tasks separate branch checkouts in one Git repository. Here is how to create, inspect, and retire them safely.
Conway Research opened an invite-only beta of Underdog. TechCrunch says it runs on Mac and Windows now, with Linux and phones still coming. It is free of ads at the start, and revenue is a cut of Stripe purchases.
When a conflict returns during a rebase, Git can reuse the resolution you made earlier. You still need to inspect the result before continuing.
Elon Musk posted that SpaceX will use the best back-end model for a task, including Claude Opus 5.5, Midjourney, and Suno. He did not describe routing rules, an opt-out, data handling, or a price.
Attach review context to an existing commit while leaving the commit object unchanged. Share the notes ref when collaborators need to see it.
Google says Playground, an experimental browser tool, lets people in the U.S. aged 18 and older create, play, and share games from prompts. Unity Spark is in testing, with a closed beta still ahead.
Google says anyone can now check images, video, and audio for SynthID watermarks from Google and partners including OpenAI, NVIDIA, and Kakao, with Apple listed as coming soon.
Commit graphs speed up history walks. Incremental repacking keeps object lookup manageable as pack files accumulate.
A committed .gitattributes file can keep tracked patch files on consistent line endings across operating systems. Here is how to set and check the rules.
Turn a repeatable refactor failure into a search across commits. Use Git to narrow the range, then inspect the first failing change.
A visible button can still leave a Playwright click waiting. Learn how stability, enabled state, and pointer events affect the action, and how to diagnose a stalled click.
A Language Server Protocol code action can coordinate text edits with file operations. The order, document versions, and client failure policy shape what happens when it runs.
Grok Bot tutorial · Part 2 of 22
Every Grok Bot on your account works on one cloud computer: a desktop, a browser, and /workspace. This tutorial shows what stays on your laptop, how to watch that computer, and where a file belongs.
The 6 October changelog releases the Decisions API in beta on gpt-6-luna. The guide calls it a public beta, prices input at $0.10 per million tokens, and lists no output charge.
A field note for the Grok Bot series. Long research starts as a Cursor cloud agent with no news-site repository. Grok Bot keeps judgment, the stamped hero, and the Habitat pull request.
The 2020 SIGGRAPH Asia rasterizer from Li, Lukáč, Gharbi, and Ragan-Kelley turns vector paths into one image plus gradients. Apache-2.0 code is on GitHub; animation papers call it per frame.
A May 2026 pipeline from Levy and colleagues fits a static SVG to a previewable video and exports one animated SVG. Preference and timing figures are the authors' own, and their tables disagree.
OpenAI lists Pro 100, Pro 200, and Pro 500 at $100, $200, and $500. Ultrafast is Pro 500 only. Update: the planned Pro 200 allowance cut is canceled.
Brett Adcock's Hark wide-released Hark Pro, a privacy-framed assistant with the Handoff computer-use agent, free on web, iOS, and Android, with paid usage tiers and a device dated 2027.
Atlassian and OpenAI say newer OpenAI models are in Rovo's mix, and that ChatGPT and Codex can read Atlassian context. VentureBeat reports a rebuilt MCP server and an undisclosed spend deal.
Tibo says Auto-review is free for people signed in with ChatGPT, under settings, permissions, auto-review. The community thread says it does not count against plan usage. The changelog has no 6 October entry for it.
Updated 10 October: Google's Gemini help page now puts accounts without an AI plan on Auto, sending most prompts to Flash-Lite and harder ones to Flash or Pro. AI Plus loses Pro. The Ultra Deep Think line is gone.
GitHub's 5 October 2026 post introduces ReviewBench: 219 public pull requests shaped against 103.9 million GitHub PRs, with multi-source labels and a leaderboard that includes Copilot code review.
Together AI's 5 October 2026 post says one install command connects Claude Code, Claude Desktop, Codex, OpenCode, and Pi to Together models, with an Auto route and a per-session cost compared with Opus 5.5.
Changelog heading 1.0.31 documents run.steer() for local TypeScript runs and background-subagent results that return to the parent. Cloud runs resolve revert_to_followup. npm latest was 1.0.36 on 6 October 2026.
Tibo says GPT-6 Astra and GPT-6.1 Sol are ~50% faster by default on a subscription, including Sign in with ChatGPT partners. The figure is approximate and vendor-reported, and this is day 1 of a stated 28-day cadence.
Anthropic's help page says that on 6 October 2026, new Cowork tasks on Pro and Max run in the cloud, and Only on your computer will be removed. Tasks already started on a computer keep running.
Grok Bot tutorial · Part 1 of 22
Grok Bot is a Cursor-signed-in desktop app. Its Bots share one hosted computer, keep separate chats, and offer configurable approval rules for consequential actions.
GitHub's 30 September 2026 changelog puts the HydraFusion research preview in VS Code 1.140 and the Copilot app. It picks a Single, Cascade, or Critique workflow instead of acting as one model.
On 2 October 2026 GitHub deprecated Gemini 3.5 Flash, Gemini 3.6 Flash, Kimi K2.7 Code, and Claude Opus 4.7 across Copilot, pointing users to Gemini 3.8 Flash, Kimi K3, and Claude Opus 5.5.
GitHub's 2 October 2026 changelog says Copilot code review is requestable from REST and GraphQL, with an effort level on each call. Balanced, which took effect on 28 September, is the default.
Google's 1 October 2026 post launches Guided Vision in Gemini Live on Android 9 and newer, for spoken help while you share a camera. Google says it is not a navigation aid or a white cane.
Cloudflare's 1 October 2026 posts put Artifacts, its Git-speaking versioned filesystem, in open beta. A contest for agent-era Git tools closes 14 October, and usage billing starts 15 October.
Vendoring copies someone else's source into your repository. The license sets what you may do and what you must keep. This post covers where to look and what MIT and Apache 2.0 require.
Bash reports a command status from 0 to 255. This explainer covers 0, 126, 127 and signal exits, then shows why grep and curl need tool-specific handling.
When you ask an assistant for an outcome, it maps what you want onto a named tool. Say what you need, and the mapping is the assistant's job.
An accessible name tells people what an icon button does and gives Playwright a meaningful target for browser tests.
Most small AI tools are better served by one database file than by a database server. Where SQLite fits, where its own documentation says to pick something else, and four settings worth turning on from day one.
How to read --help, exit codes and the man page of a command-line tool before a script or agent depends on it, with grep, git and curl as examples.
npm's latest tag is whatever the publisher points it at, and Python's PEP 440 skips pre-releases by default. What each one installs when you ask for the newest.
Zyte (Sep 30, 2026) launches a hosted MCP server at mcp.zyte.com for Zyte API and Scrapy Cloud in Claude Code, Cursor, Codex, Copilot, and VS Code, with OAuth short-lived tokens, clean Markdown, and Scrapy job control.
LiteLLM (Oct 1, 2026) launches Lens: AI agents investigate production agent traces at the gateway. Traces land in customer-run ClickHouse; self-host via Docker Compose with OTLP /v1/traces and /lens APIs.
JetBrains (Sep 28, 2026) introduces Air Teams—Automations, shared cloud environments, cloud tasks, and team projects. Already available to business customers; individuals later. Try at air.jetbrains.cloud.
Shopify (Oct 1, 2026) introduces Canvas: a Sidekick whole-store design surface with pan/zoom and real theme-code render—rolling out over coming days; early, not replacing the existing editor yet.
Modal (Oct 1, 2026) made VM Sandboxes generally available via runtime="vm": full Linux VMs (Cloud Hypervisor–based) with Sandbox APIs, Images, and cold-starts; gVisor stays default.
IBM (Sep 30, 2026) Content Cortex Premium GA: governed agents for redaction, legal holds, classification, key-data extraction, and smart search in folders/search/viewers—customer policies, HITL, immutable audit.
GitHub Changelog (Oct 1, 2026): dynamic workflows in public preview for Copilot CLI, app, and SDK—code-defined multi-agent orchestration (sequential/parallel), handoffs, verification, checkpoints. Not computer use.
HeyGen Help (updated Sep 30, 2026): first general-purpose HeyGen Video model—T2V, I2V, Ref2V with synced dialogue, ambience, and SFX in one pass. API live now; web soon. Oct 50% promo rates from Help.
GitHub Changelog (Oct 1, 2026): Copilot computer use is in public preview for Copilot CLI and the Copilot app on macOS and Windows—local GUI click/type/scroll with approval; orgs can disable. Not cloud remote control.
Anthropic’s Addy Osmani guide (Oct 1, 2026): Claude Code mods—in-session JS/TS hooks that observe, rewrite, or answer events—with custom UI and hot-reload state. On by default at 2.1.287+.
Earendil ships Pi 1.0—MIT hardened minimal coding-agent harness with Codemode (native MCP), deferred tools, virtual models, Anthropic cache warming, and fullscreen TUI. Same-day experimental Pi Durable.
Vespper ships a hosted DOCX MCP: agents edit high-fidelity HTML while a 3–8B+LoRA reconciler mutates the original .docx OOXML in place. Three tools—read, search, edit. Original file stays source of truth.
Magnitude is an Apache-2.0 on-device inference engine for local agents: desktop app plus magnitude CLI, on-hardware kernel compile and tune, shared prefix cache, one-click agents or an OpenAI-compatible API.
Manus 2.0 is available now on web, desktop, and mobile—an architecture refresh with Cascade, purchasable Cloud Computer, event Automations, Studio Video Editor and Game Dev, plus Cue early access (invite MEETCUE).
Kong (Sep 30, 2026) shipped Context Management GA inside Kong AI Management. Code Mode lets agents search → schema → execute instead of loading every API operation as an MCP tool.
Fireworks (Sep 28, 2026) shipped FireRouter with Opus—a cache-aware serverless router among Claude Opus 5.5, GLM 5.3, and GLM 5.3 Flash, in the CLI and as a standalone endpoint.
SpaceXAI put Team Bots in public beta on Teams and Enterprise—shared Grok Bots with context, plugins, credentials, and memories; private per-user chats; Slack channel handles.
Modal (Oct 1, 2026) made Clusters generally available via @modal.clustered for multi-node GPU jobs. RDMA is optional; Volumes, Cloud Bucket Mounts, and Queues stay in the loop. No dollar rates on the post.
Honeycomb (Sep 29, 2026) made Canvas Connectors generally available—“12 connectors and growing”—plus Anomaly Detection GA. AI Ecosystem and LLM cost tracking stay early access.
AWS Open Source Blog (Sep 30, 2026) released Dogwood Local Engine under Apache 2.0: an embeddable library that issues allow/deny on agent tool-call requests under temporal history. The harness must enforce.
Shopify (Sep 28, 2026): Checkout WebMCP tools let browser agents get, update, and complete eligible checkouts after buyer confirmation—no new card entry via tools; Web Bot Auth for verified bots.
Microsoft Teams Phone Agent begins rolling out to GA (Sep 30, 2026): AI receptionist for Q&A, appointments, contextual route with notes, after-hours, 60+ languages. Copilot Studio custom voice stays Frontier preview.
CopilotKit announced AG-UI 1.0 (Sep 30, 2026): stable behavioural spec backed by JSON Schema, with TypeScript, Python, and .NET SDKs generated from that schema. Bidirectional agent↔application events.
JetBrains opened early access for Air in JetBrains IDEs—Marketplace plugin or native in 2026.3 EAP. Bring-your-own Codex, Copilot, Claude, Junie, and ACP; multi-agent sessions. Early access, not generally available.
Sigma Agents are generally available (blog Sep 29, 2026): MCP server, REST POST /v2/workbooks/{workbookId}/agents/{agentId}, and Administration → Agents. Premium paid; access may need entitlement.
Bedrock Managed Agents powered by OpenAI entered public preview (AWS what’s-new Sep 29, 2026)—not generally available. AWS-native IAM/CloudTrail/human approval/durable sessions/MCP/skills as AWS states. Preview regions us-east-1, us-west-2, us-east-2. No additional BMA charge in preview beyond underlying resources (subject to change at GA).
Synthesia Sessions platform (Oct 1, 2026): Roleplay and Survey Sessions live; Expert Sessions coming soon only—not GA. The 78% / 83% learner statistics are Synthesia’s own; the free trial needs no credit card, per its FAQ. Roleplay dates from about July 2026, so the suite is not all new today.
Threat Signals GA free for every Cloudflare account (blog Sep 29, 2026): 1 RSS feed on free tier, private dataset up to 30 days, Threat Events access. RSS→Browser Run→IOC→Threat Events→WAF as CF describes—no latency/accuracy SLAs; review before block.
Sep 30 User Insights update for AI Gateway: model-fit Overkill/Appropriate/Underpowered, task+turns analysis, Potential Savings. Free for Gateway users (inference still billed). Distinct from Auto Router. Async ~1 day lag; log classification opt-in per gateway.
CoreWeave Forge (Fully Connected 2026 / Sep 30 news): connected run→observe→curate→improve→evaluate loop. Only CoreWeave ARIA and CoreWeave Sandboxes are explicitly Generally Available, not all of Forge. CoreWeave Forge is not Cloudflare Forge. Claims are CoreWeave’s; Agent Lens cost wording differs between the blog and the news release.
Cloudflare opened Pay Per Use in beta (blog Sep 30, 2026): a content-network path where AI buyers offer prices for defined uses, publishers opt in, buyers self-report usage, Cloudflare settles monthly. Separate from Monetization Gateway and x402 (the API and MCP 402 rails) and from Pay Per Crawl. Beta; the trust model is early and no GA date is given.
Google Cloud’s Cloud CLI remote MCP (blog Sep 30, 2026) exposes gcloud + bq via https://cloudcli.googleapis.com/mcp—Preview / Pre-GA Terms, as is; not GA. Tools run_gcloud_command / run_bq_command; MCP no extra charge, pay for GCP resources. Distinct from local gcloud-mcp, BigQuery MCP (GA SQL), and Gemini Skills.
Cloudflare’s Containers rebuild for on-demand agent sandboxes (blog Sep 30, 2026): durable_object scheduling, runtime image/instance pick, FS snapshots (~30-day TTL), cloudflare/debian-trixie. Legacy Container/Sandbox classes maintained through Dec 31, 2026—deployments keep running after; classes freeze. Burst TTI / 100k figures are vendor-reported.
Cloudflare opened Monetization Gateway in closed beta (Sep 30, 2026): HTTP 402 + x402 inline pay-per-request for sites, APIs, MCP tools, and datasets. Settlement rails as CF states (USDC on Base via Coinbase Facilitator)—not crypto advice. Distinct from Pay Per Use content metering. US buyers/sellers; API2PDF >50% drop-off is vendor-reported.
Cloudflare launched cf in open beta (blog Sep 28, 2026): Forge-generated ~3k OpenAPI ops, JSON-default output, cf cli search, cloudflare.config.ts + Vite default. Distinct from AI Gateway Auto Router. Agent-usage % and ~40% config shrink are Cloudflare-reported. Wrangler kept during beta; 18 months maintenance after.
Google Skills replace Gems (Sep 30 primaries): slash-invoke, stackable, SKILL.md-shaped. Dates differ: consumer blog “globally/today” vs Workspace Updates (Workspace Oct 5; Gemini app Oct 13). App↔Workspace skills do not sync. Gems sunset “no sooner than” Mar 1 / Jun 1 2027 for Workspace cohorts.
Cloudflare’s Auto Router is in public beta via AI Gateway (blog Sep 30, 2026): set model to cloudflare/auto and a classifier picks from an eligible pool. Router is free in beta; upstream inference still billed. ~30% OpenCode savings and internal benches are Cloudflare-reported only. WebSockets not yet supported.
Voice activity detection finds speech and silence; turn detection, endpointing and interruption rules decide what an agent should do with those signals.
OpenAI Codex CLI rust-v0.159.0 (2026-09-29) adds opt-in instant_interrupt, richer native Mermaid, draft/blank-session recovery, and default .aws sandbox protection—plus Windows MCP launch fixes. Chores drop prompt_suggestions and the plugin-creator skill. Jump past live 0.156; ignore 0.158 alphas.
Kling AI says Kling 4.0 Flash is live now for Ultra Yearly subscribers; full Kling 4.0 (up to 4K / 10-bit HDR / ~30s) is pitched for October 2026—not today. Tech Times: Flash is 3–20s at 720p 8-bit SDR. No Kling 4.0 on AA yet.
Utopai Studios launched PAI (production intelligence) and Utopai X on 2026-09-30. On Artificial Analysis AA-Video-T2V v2.0 With Audio (accessed 2026-10-01 ~08:58 IDT), Utopai X (based on MiniMax H3) ranks #2 at Elo 1153 (±11) behind Wan 3.0 at 1159. No API.
VS Code Stable 1.140.0 (Sep 30, 2026) ships experimental multi-folder agent sessions, remote Agent Host delegation (tools off by default), Copilot harness on Agent Host, HydraFusion research preview, and Local-only OTel identity capture.
Text and image prompts can produce short video shots, but continuity, timing, sound and finishing still need a deliberate production workflow.
Diffusion and autoregressive models turn prompts and references into pictures. Here is how the controls work and what to check before publishing an image.
As of 30 September 2026, OpenAI announced that the reset would extend beyond DevDay attendees; affected products and plans remain unspecified.
As of 30 September 2026, OpenAI’s Dots are always-on GPT-6 Astra agents with cloud computers, connected apps, approval controls, and limited availability.
A coding agent combines a model loop, tools, project instructions, and rules for what it may do. Here is how four CLIs arrange those parts.
EmDash is an Astro-native CMS that combines structured content, runtime publishing, sandboxed plugins, and a scoped MCP API for sites that increasingly need to be edited by software.
The Model Context Protocol standardizes how AI hosts connect to servers that provide tools, resources and prompts, with separate transports and security responsibilities.
agentgateway 1.5 puts one Rust proxy and one policy language in front of LLM APIs, MCP tool servers and A2A agents. Its per-caller tool authorization is the real thing; its open-by-default settings are not production-ready.
goose 1.52 is a provider-neutral, MCP-native agent with a desktop app, a CLI and reusable recipes, now under the Linux Foundation. It is flexible and well governed; out of the box it is autonomous, unsandboxed and too quick to report success.
OpenAI Codex CLI rust-v0.156.0 adds optional fullscreen /tui, voice on by default, and /usage analytics. Hotfix 0.156.1 wires GPT-6 Sol/Luna into the model picker and rate-limit prompt. It gives no API pricing; the 0.158 alphas are out of scope.
Claude Code 2.1.277 adds AGENTS.md when no CLAUDE.md is present (not yet on Bedrock, Vertex, or Foundry). Built as a Mods function-hook. Anthropic staff say a telemetry/feature-flag silent skip was fixed in v2.1.281.
YouTube’s Made on YouTube 2026 expands Ask Studio with draft feedback, Insights/Research, and dynamic thumbnails, and packs Gemini into a conversational editing partner for Shorts and Create. Early-2027 Shorts/Create availability is TechCrunch-attributed.
GitHub’s Stephen Toub details rewriting the Copilot agent runtime from TypeScript/Node into 800k+ lines of production Rust, shipping incrementally with an embeddable C ABI. Latency figures are GitHub eng benchmarks without model or network time.
Anthropic’s Claude Opus 5.5 (2026-09-22) is the new default Opus in Claude Code and shipped same-day across GitHub Copilot surfaces. The cost story is cache-heavy agent work — not the list-price cut alone.
