Keyword UV
Race uv against pip on a cold cache install
Same packages, same box, cold cache: pip took 7.07 seconds, uv took 0.50 seconds.
179 resources
Dev tools
Tool picks for coding with AI: one tool per job, with install lines and what each one is for.
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Keyword DRAW
Add drawing, diagram and film skills to your agent
Install one skill for the visual you need and inspect its scripts before granting access.
Keyword MERGEGATE
Run five checks before merging AI-written code
Check secrets, unused code, duplication and dependencies, then put repeatable checks in hooks.
Keyword DEPGATE
Check packages before trusting an AI suggestion
Inspect package provenance, lockfile hosts and known vulnerabilities before accepting new dependencies.
Keyword SELFFLOW
Compare Zapier, n8n and Activepieces
Compare hosting and licence terms before choosing where your automation credentials and workflows will live.
Keyword SLIDES
Choose a slide tool for Claude Code
Choose web slides, editable Office files or Markdown exports before installing a presentation tool.
Keyword SHEETS
Choose five tools for working with spreadsheet data
Use SQL, CSV tools or a notebook for the calculation, then review what your agent sends to its model.
Keyword BRANDKIT
Give Claude Design an existing design system
Choose a design reference, import its assets and review the result before reusing it.
Keyword AUDIT
Audit a site with the Claude SEO plugin
Install Claude SEO and run a scoped audit; its findings still need a human review.
Keyword OPENDOCS
Compare five alternatives for notes and team docs
Choose a workspace by its storage, deployment and license requirements before moving your notes.
Keyword CRAWLKIT
Run five website checks before your next release
Use Lighthouse, Unlighthouse, lychee, Lighthouse CI and web-vitals for different website checks.
Keyword ACTIONGATE
Check GitHub Actions before merging workflows
Check syntax, security and action pins before running a workflow with access to your repository.
Keyword BINLOOK
Inspect a binary with capa, Ghidra, YARA-X and ILSpy
Choose an inspection tool for the file type and keep unknown binaries away from your working machine.
Keyword TVCLEAN
Check your TV before running a cleanup agent
Identify the operating system and preserve a restore path before disabling TV packages.
Keyword DEVSWAP
Choose alternatives for five developer tools
Compare Bruno, Supabase, Coolify, Penpot and Plane before taking on their installation and upkeep.
Keyword GROWSTACK
Choose tools for five marketing jobs
Compare self-hosted newsletter, analytics, link, survey and scheduling tools with their setup requirements.
Keyword MARKETING
Five Claude Code skills for marketing drafts
Install skills for copy, landing pages and email, then review their output against your sources.
Save web content as Markdown with Defuddle and Obsidian
Extract a web page, review its Markdown, and add Obsidian skills before trying a larger knowledge-base workflow.
Keyword SPRINT
Run a Claude Code sprint with gstack
Use gstack's planning, review and QA skills in order, after reviewing the installer's hooks.
Keyword STACKPICK
Six AI coding tools, one for each job
Cost, context, repo packing, browser debugging, diff review and PR review: one tool each, with the install line.
Keyword CODEXMEM
Enable and inspect local Codex memories
Turn on local memory, control its use per chat, and check which memory store your client uses.
Keyword HALLMARK
Audit an existing page with Hallmark
Install Hallmark and audit before redesigning, with separate requirements for browser checks.
Keyword AUTOSEO
Automate SEO drafts with an editor review
Use Search Console data to choose pages, save suggested changes as drafts and check them before publishing.
Keyword AUTHFIX
Check Better Auth Magic Link and OAuth Proxy fixes
Check the affected login configurations and coordinate the upgrade across participating servers.
Keyword DSPACK
Give Claude a reusable design system
Start with a reviewed design reference, import its rules and check one generated page before reusing it.
Keyword PLUGPICK
Choose a Claude Code plugin for the task
Install the plugin that matches your work, after reviewing its code and permissions.
Keyword VIDEO
Build a video with Claude Code and Remotion
Start a Remotion project, time spoken words and prepare assets before rendering your video.
Keyword TREE
Separate Claude Code sessions with Git worktrees
Give parallel sessions separate files and branches while keeping their shared repository history.
Keyword MODELS
Compare six models and choose a coding client
Match the model to your task, then check whether its API or subscription works in your chosen client.
Map a codebase with Graphify
Build a queryable graph of a repository and inspect the source behind its connections.
Keyword SEO
Use Google's search guidance beyond the PageRank story
Read the early search paper, then check your page against current Google Search Essentials.
Check Node.js and Ruby security updates
Compare the runtime serving your application with the Node.js and Ruby October security advisories.
Keyword RECAP
Follow the October security recap with vendor checks
Separate software patches, compromised packages and exposed credentials before choosing a response.
Keyword PIP
Update Python tooling after the eMudhra certificate incident
Update pip and certificate bundles in each environment; an operating-system update alone is insufficient.
Keyword DESIGN
Choose design skills for five UI tasks
Use separate guidance for visual direction, components, motion and interface review.
Keyword FREE
Five tools for local AI work
Try dictation, model inference, image upscaling, transcription and background removal on your computer.
Keyword CHECK
Check exposure to the compromised LiteLLM release
Use the maintainer incident records to identify affected artifacts and plan credential rotation.
Use Ponytail to check whether code already exists
Try the Ponytail skill on a small change and review what it reuses before accepting the result.
Keyword SEO
Choose an SEO skill for each job
Match site audits, AI search, schema, page templates and blog writing to documented Claude Code workflows.
Compare tsrs with your existing TypeScript check
Try the experimental Rust port without replacing the compiler that currently validates your project.
Keyword PATCH
Check PHP deployments for the October security fixes
Check the web runtime and vendor patches; the command-line PHP version may belong to another installation.
Keyword SKILLS
Add five skill sets to Claude Code
Install skills for planning, design, testing and documents, then check their work on a small task.
Review agent changes in JetBrains Air
Use Air with an existing coding agent and review a small task before expanding access.
Render agent responses with OpenUI components
Define the components an agent may render and review its actions before connecting real data.
Start a small coding task with Pi
Install Pi, connect a provider and understand the process permissions before opening a repository.
Try T3 Code with an authenticated coding agent
Open a small project in T3 Code and review the provider, permissions and diff before publishing changes.
Read Spotify's AI engineering figures carefully
Distinguish assisted code contributions from claims that engineers no longer write software.
Treat the Nvidia GPU delay story as a report
Separate a reported roadmap delay from a confirmed product announcement before planning an upgrade.
Check a Deep Think model before 3D printing
Review geometry and dimensions after an AI tool turns a drawing into a printable file.
Set up an agent in Xcode
Enable a provider, review project access and check the first change with Xcode's build tools.
Check Grok Imagine video output before publishing
Review motion, sound and output limits before using a generated clip.
Read GPT-5.3-Codex benchmarks in context
Compare the February release against your own tasks instead of treating a leaderboard as a guarantee.
What the SpaceX and xAI deal changes
Separate corporate ownership news from the contracts and behavior of the API you use.
Use parallel Codex tasks with review boundaries
Separate tasks, inspect their changes and combine them only after checking the result.
Read the filing behind the Khaby Lame deal
The announced share transaction differs from a personal cash payout or a finished AI product.
Understand the scale of a tiny brain map
Harvard and Google mapped a small tissue sample, producing a dataset far larger than the specimen.
Separate a viral penguin clip from its interpretation
An AI-generated metaphor does not establish why an animal behaved a certain way.
What xAI announced in its Series E
A funding round explains available capital, not whether a model fits your application.
Choose a laptop for the work it runs
Dell questioned AI-first marketing; practical workloads remain the useful way to compare machines.
A confidential IPO filing is not a listing date
Read the Discord filing report as an early step, not a completed public offering.
Review Niji V7 images for consistency
Check character details and text across several outputs before using them as a visual series.
What Apple and Google announced about Gemini
The partnership concerns future Apple models and features, with privacy architecture described separately.
What Astro joining Cloudflare means for a site
Keep framework ownership news separate from your hosting and upgrade decisions.
Keep ChatGPT ads separate from answers
The advertising announcement described labeled placements, not paid changes to model responses.
Check Nano Banana Pro diagrams before publishing
Image generation can help with drafts, while text, facts and relationships still need review.
Separate OpenAI hardware plans from a product launch
The confirmed collaboration does not settle the device format or shipping date in an older headline.
Check the paper behind a RAG failure claim
A real limitation in single-vector retrieval does not establish that every document assistant is broken.
Check the source behind a convincing image
AI labels and account context help, but neither makes an image automatically true.
Read memory and GPU price headlines carefully
Supply pressure is real, but a forecast or one retailer listing is not a universal price.
How IHMC built the six-legged HexRunner
The original IHMC report explains the rotating legs, speed measurement and research behind HexRunner.
Check the records behind the three-company IPO forecast
SpaceX's later offering announcement is distinct from Anthropic financing and OpenAI's corporate restructuring.
Separate RTX 5090 launch prices from resale claims
The launch price is documented; later asking prices and predictions need their own dated evidence.
What remains verifiable about Pickle 1
Pickle's posts document an announcement and prototype event; hardware specifications remain unverified.
Check what a DDR5 resale price actually measures
An asking price above $2,000 does not establish a completed sale or the price of an ordinary memory kit.
What space solar power demonstrations actually showed
Separate Japan's aircraft test from Caltech's orbital demonstration and the longer-term goal of usable power.
What the DIY DDR5 proposal actually described
The original PRO Hi-Tech post discussed assembling memory modules from existing boards and chips.
What the Korea memory-procurement report said
A December 2025 report described intense buying pressure using unnamed industry sources.
Why Anthropic acquired Bun
The December 2025 announcements explain Bun's role in Claude Code and the commitments to its open-source project.
What Lovable's December 2025 funding announced
The $330 million Series B funded Lovable's product plans; it did not measure the quality of generated applications.
Read the Coursera and Udemy merger announcement
The December 2025 release described an all-stock combination with a $2.5 billion implied combined equity value.
Where Cursor Bugbot fits in code review
Cursor's review agent adds automated findings to pull requests while reviewers remain responsible for the change.
Microsoft disputed the AI sales-target report
The December 2025 story included a company denial, so the original caption needs that context.
What GPT Image 1.5 changed at launch
The December 2025 release focused on instruction following, image editing and preserving details across edits.
Cloudflare's December outage and configuration changes
Cloudflare's incident report shows why configuration changes need the same rollout care as application code.
Separate startup attention from revenue evidence
Cluely's public revenue story illustrates why dates, definitions and corrections belong beside growth claims.
Read OpenAI's 2025 compute announcements separately
NVIDIA and AMD announcements described different commitments, milestones and deployment plans.
Read Scion's put-option filing correctly
The reported NVIDIA and Palantir values describe underlying shares, not the premiums paid for options.
Project Suncatcher planned orbital computing tests
Google's early-2027 target concerned two prototype satellites, not a completed orbital data-center network.
What OpenAI's $38 billion AWS agreement covered
The November 2025 announcement described a multi-year infrastructure purchase with staged capacity deployment.
What the Amazon resume discussion actually establishes
Anonymous accounts described conflicting hiring experiences; they do not establish a general employer policy.
OpenAI's recapitalization was not an IPO announcement
The October 2025 update confirmed a new structure; the social caption discussed a possible future listing.
A wedding suit became a startup sponsorship experiment
Dagobert Renouf described selling logo placements on his wedding tuxedo in a first-person interview.
What NVIDIA's $5 trillion milestone measured
The October 2025 milestone described the market value of shares, rather than cash, revenue or profit.
Read the 2025 job-cut numbers with their scope
Challenger's October report measured announced cuts by U.S.-based employers, not every job lost worldwide.
What Amazon announced about 14,000 corporate roles
Amazon described a corporate workforce reduction alongside restructuring and continued hiring in selected areas.
What Tabby's $4.5 billion valuation represented
The October 2025 transaction transferred existing shares; Tabby said it received no proceeds.
What NVIDIA and Nokia announced for AI radio networks
The 2025 partnership supported network development; a 6G-ready platform did not mean a live 6G service.
What PayPal announced for shopping in ChatGPT
The October 2025 deal covered merchant checkout, rather than proof of universal ChatGPT subscription payments.
Read NEO's home robot announcement with its limits
1X announced preorders and planned deliveries, with expert assistance for tasks the robot had not learned.
Separate Amazon's robotics forecast from announced layoffs
Reporting about avoided future hiring described a projection, while Amazon disputed how broadly it applied.
Read Huang's China market-share statement in context
The October 2025 statement described NVIDIA's China assumptions at that time, not every chip already in use.
How a DNS race caused the October 2025 AWS outage
AWS traced the incident to an empty DynamoDB DNS record and documented failures during dependent-service recovery.
What ChatGPT Atlas introduced in 2025
Atlas combined browsing with ChatGPT; OpenAI now marks the product as deprecated.
What falling vibe-coding traffic can tell you
A September 2025 report raised retention questions; website visits alone cannot establish customer churn.
What the baby Triceratops post shows
The dinosaur attraction post shows a convincing character; its maker and control system remain unverified.
What Veo 3.1 added to video generation
The launch introduced reference images, extensions and frame transitions; old preview model names need checking.
What the Nvidia customs inspection report said
The October 2025 report described tighter shipment checks, based on sources familiar with the inspections.
Understand the links between AI funding and purchases
An infrastructure partner can also be an investor; each transaction still has its own terms and milestones.
Apple succession: from reporting to an announcement
Separate the October 2025 speculation from Apple's later announcement of its leadership transition.
Read Huang's China competition argument in context
The Nvidia CEO argued for competing in China; his timing metaphor was not a measured chip-performance result.
What Tinker handles during model fine-tuning
Thinking Machines provides training infrastructure while researchers control the data and training logic.
Sora 2's launch and later discontinuation
OpenAI introduced synchronized video and audio in 2025; its launch page now marks the product unavailable.
What Instant Checkout launched inside ChatGPT
The first rollout supported US Etsy purchases; Shopify participation was announced as coming later.
What Wan 2.5 offers through Higgsfield
The product supports text and image prompts with audio; a subscription price does not guarantee a finished film.
What Meta Ray-Ban Display and Neural Band introduced
Meta paired a glasses display with muscle-signal controls; the wristband did not read a wearer's thoughts.
What CodeRabbit's Series B announcement funded
The $60 million round supported automated code review; funding alone did not establish review accuracy.
What Seedream 4.0 added to image creation
ByteDance combined image generation and editing, with reference images and higher-resolution output.
Read Replit's September 2025 funding announcement
Replit reported a $250 million round at a $3 billion valuation, compared with its previous raise in 2023.
What Databricks reported with its Series K
The September 2025 announcement separated funding, valuation and annualized revenue measures.
What a16z Speedrun offers founders
The accelerator combines investment and support; the social headline should not be read as a guaranteed funding award.
Evaluate Perplexity beyond its funding headline
Check the sources behind an answer and compare results on questions you can independently verify.
What Vercel's Series F announced
The September 2025 round valued Vercel at $9.3 billion and included a separate planned tender offer.
Put Apple's September market decline in context
Reuters reported a 3.2 percent share-price fall; a market-value change is different from money leaving the company.
What the Critterz feature announcement described
The producers described a human-led film using AI-assisted animation workflows, not a completed automated blockbuster.
Understand the September 2025 debug package compromise
Check the affected debug version and why browser bundles needed rebuilding after the npm account takeover.
What the September 2025 Red Sea cable cuts affected
Cloudflare measurements show how the cable disruption changed traffic, bandwidth and latency in the region.
Read the conditions behind Tesla's 2025 CEO award headline
Tesla's September 2025 filing explains why the proposed award was conditional rather than an immediate cash payment.
Evaluate a prompt before and after optimization
Use examples and feedback with OpenAI's prompt optimizer, then check whether the revision improves real outputs.
What Grok Code Fast 1 launched with
The August 2025 release introduced a coding model and a limited-time promotion through partner clients.
Read Pixel 10's launch features without the rivalry claim
Google's August 2025 announcement describes Tensor G5, Magic Cue, camera features and update support.
What changed with DeepSeek V3.1
The August 2025 release combined thinking and non-thinking modes, with API names that later releases reused.
What Meta's Reels translation launch offered
Meta's August 2025 release translated English and Spanish reels, with optional lip sync and visible AI labels.
Turn a music idea into an Eleven Music prompt
Describe the intended sound, then listen and revise instead of treating the first generation as finished.
Understand the price in Figma's 2025 IPO announcement
Figma priced its offering at 33 dollars per share; that is different from subsequent market trading.
Read the Soham Parekh hiring story as an allegation
The viral post was a founder’s account; hiring decisions still need verified facts and clear expectations.
What Cognition announced after the Windsurf deal headlines
The July 2025 agreement covered Windsurf's product, intellectual property, brand and business.
What Cursor's web and mobile agents enabled
The June 2025 release let developers start tasks remotely and review changes before continuing on desktop.
What Veo 3 offered at its MENA launch
Google introduced eight-second video generation with sound for AI Pro subscribers in the region.
Read AI electricity forecasts by region and source
The IEA's 2025 analysis separates data-centre demand, electricity supply and uncertainties in future growth.
Separate SEO, GEO and AIO claims before changing a site
The carousel used three labels for visibility and machine-readable content; they are not interchangeable standards.
Keyword AIMYTH
Check what Google AI Overviews actually requires
Check indexing, snippets and visible content before adding files or markup for AI search.
Compare the Saudi and UAE AI infrastructure announcements
The 2025 partnerships described different projects and timelines, rather than one completed regional network.
Read the scope of the UAE's 2025 investment commitment
The 1.4-trillion-dollar figure covered a ten-year U.S. investment framework across several sectors.
Review an OpusClip thumbnail before publishing
The tool can generate a draft from a video, but its content and readability still need a human check.
What Windsurf introduced with SWE-1
The first SWE-1 family assigned different models to agent work and fast editor suggestions.
What the original Codex cloud preview introduced
The May 2025 agent ran repository tasks in separate cloud environments and proposed changes for review.
Plan a talking-avatar clip with Avatar IV
A photo and script can produce an animated clip, with review needed for speech, motion and the source image.
Use Figma Make to test an interaction idea
The prompt-to-app tool can produce prototypes; use the result to answer a specific design question.
Ponder-AI in our May 2025 archive
The original post promoted content automation; the named service’s current availability could not be verified.
Add a clear call to action with VideoEffects overlays
Customize a template, choose the right export and check that it does not cover the important part of the shot.
Check the payment terms of an AhaCreator campaign
The platform matches creators with brands, but the payment schedule belongs to the specific agreement.
Choose a camera movement in Higgsfield
Use a named motion preset to define the shot, then inspect the generated movement.
What Codex CLI brings into the terminal
Start with a small repository task and inspect the changes before accepting an agent’s work.
Choose between Spline, Womp and Pacdora
These three tools address different jobs: interactive scenes, modeling and product mockups.
What Firebase Studio’s preview brought together
The browser-based environment combined prototyping, coding workspaces and deployment tools.
What MoCha’s talking-character research demonstrates
The 2025 paper studies speech-driven character video beyond a talking head.
SkyReels in our April 2025 creative-tools archive
The original slides showed a video and story workflow; current features need separate verification.
Read the DeepSeek-V3-0324 model card before deploying it
Use the exact checkpoint, license and deployment requirements when comparing this historical release.
Review a Durable website before publishing it
The AI builder produces a starting site; check its content and customer actions before launch.
Plan a short shot in Luma Dream Machine
Luma’s January 2025 Ray2 release brought text-to-video generation to paid Dream Machine plans.
Choose the output you need in ImagineArt
Separate image, video and audio tasks before comparing a generation tool’s results.
What the Goku research paper describes
The February 2025 work studies joint image and video generation, rather than a conventional editing timeline.
The Saud CV generator from our 2025 posts
The English and Arabic carousels pointed to Sabbar’s conversational CV tool; the old product link is unavailable.
Check the garment before choosing a T-shirt mockup
Our carousel listed MockupMark, Creative Fabrica and Placeit for presenting clothing designs.
Compare PageFly, GemPages and Shogun on one page
Use the same storefront task to assess the three page builders from our carousel.
Use design libraries to answer a specific UI question
Our carousel covered App Motion, Mobbin and SaaSFrame; start with the flow you need to understand.
Review the cuts Gling makes to a recording
Use automated removal of silences and bad takes as the first pass, then check timing and meaning.
Check the format before downloading a 3D asset
Poly Haven, Handy 3D Hands, Shapefest and UI8 supply different kinds of design resources.
Five color pairs to try in a real layout
Copy the original palette values, then check contrast where text and backgrounds meet.
Compare Flutter, React Native, Swift and Kotlin
The carousel mixes frameworks and languages; start with target devices and the code your team can maintain.
Match Bubble, Softr or Systeme.io to the workflow
An application builder, a portal tool and a marketing platform solve different problems.
Pick a mockup that fits the actual design
Unblast, MockupNest and Mockuuups offer different ways to present a finished layout.
Choose WordPress plugins by the missing feature
ACF, Tidio, WP Sticky and Content Views address four different website tasks.
Practice motion, web, 3D and AI design with small projects
The tools in our carousel cover different skills; choose a finished exercise for each one.
Compare Helvetica, Futura, Roboto and Inter in real text
The four typefaces from our carousel need to be judged in the layout where people will read them.
Four color palettes from our design carousel
Keep the original hex values, then test each text and background pairing before using it.
Give each creative AI tool a specific job
Our carousel featured Midjourney, Runway and ChatGPT Pro; start with the output you need.
Choose a specific model from the Qwen2.5 family
The release includes general, coding and mathematics models in several sizes.
Update the dimensions in our Instagram size guide
The original templates still explain aspect ratios, but current photo support includes 3:4.