Practical resources for founders, decision makers, and tech entrepreneurs

On shared hosting your host fixes PHP2Shell; on your own server you update to 8.2.35, 8.3.36, 8.4.27 or 8.5.12. On Ubuntu the version number stays the same.
Oct 22, 2026

Recursive’s Flint is an open source coding model: 40 billion parameters, 2.5 billion active per token, 20 GB of RAM at 4 bit. It runs offline on a 32 GB Mac.
Oct 22, 2026

PHP2Shell is a critical PHP flaw that lets attackers take over a server with no password. The only real fix is updating PHP to 8.2.35 or a later patched release.
Oct 21, 2026

Switching models in Claude Code costs more because of the cache. Here are the 15 changes of 2026: effort, prompts, context, skills, /goal, advisor and routines.
Oct 20, 2026

If your subscription ERP or CRM goes bankrupt or gets acquired, your data passes to the new owner. Today some sell that data to train AI models.
Oct 16, 2026

OpenCode made DeepSeek V4.1 Flash free for a limited time: zero token costs, a 200,000-token context window and Zero Data Retention. Here’s how to use it.
Oct 15, 2026

ArtCraft rewrote Photoshop, Lightroom, Word and other apps in Rust with Claude, working from public specs and observation, with no REA and no reverse engineering.
Oct 13, 2026

To avoid the generic AI-built website, give the AI a precise reference: Scrolltide for the hero, designmd.ai and Refero Styles for style, Kage for sections.
Oct 13, 2026

REA links Claude Code, Codex and Cursor to Ghidra for reverse engineering, but it can’t see the server or bypass protections, and understanding isn’t copying.
Oct 12, 2026

Browser Use lets Claude Code or Codex subagents drive dozens of browsers. The Cloud version gets past anti-bot in 81% of cases; open source is free.
Oct 9, 2026

To build software with AI you need three things: how an app is structured, how to guide AI agents without losing control, and how to put the app online.
Oct 6, 2026

With PDFCN, an open-source library with 20 templates and 9 themes, Claude Code builds PDFs with working QR codes even on Haiku, at a third of Opus’s cost.
Oct 5, 2026

I reran my Jev Router test swapping Sonnet 5 for Sonnet 5.5: same web app, 61% cheaper than Opus 5.5, and 34 calls on average instead of 90 to finish the job.
Sep 30, 2026

Jev Router lets Jev pick the Claude Code model for each task, cheap or powerful. The token savings are not guaranteed: you have to measure them task by task.
Sep 29, 2026

Opus 5.5 lets Claude Code work much longer, but prompts need rewriting: drop think carefully, set a goal, say what to avoid, and keep a checklist in a file.
Sep 25, 2026

Logos, icons and illustrations need SVGs, not photos. Claude and ChatGPT draw them poorly; Quiver uses Arrow, a vector model, and connects to Claude Code via MCP.
Sep 24, 2026

Claude Opus 5.5 costs 40% less than Opus 5 on a typical task: cheaper API pricing and fewer tokens. In Claude Code, check effort and the default model now.
Sep 23, 2026

Astra Flash Orchestrator keeps GPT-6 Astra on planning and review and hands coding to DeepSeek V4.1 Flash: 98.9% fewer Astra input tokens in one test.
Sep 22, 2026

Taste Skill is an open source skill that gives Claude Code, Codex and Cursor design rules against AI slop: no purple gradients, no three identical cards.
Sep 18, 2026

TypeSafe AI’s Jev answers in JSON with probabilities and a 0 to 1 confidence score. It costs $0.042 per million input tokens and output tokens are free.
Sep 17, 2026

Four skills for coding agents: i-have-adhd shortens replies, claude-video watches videos, book-to-skill turns books into skills, grill-me stress-tests ideas.
Sep 15, 2026

With GPT-6 Astra, OpenAI recommends fewer instructions in Codex: a few skills with precise triggers, a shorter AGENTS.md and a clear definition of when work is done.
Sep 14, 2026

AI-generated UIs look the same because the agent has no real components. 8 libraries connected to Claude Code or Codex via MCP, skills or npm fix that.
Sep 13, 2026

Claude Fable 5.1 marks its text with an invisible statistical watermark tied to a secret key. Anthropic confirms that a complete rewrite removes the watermark.
Sep 11, 2026

GLM 5.3 and Kimi K3 need a datacenter, the Flash models a multi-GPU workstation. Only Qwen 3.8 27B runs on a 24 GB GPU, and it doesn’t match Opus.
Sep 10, 2026

WebMCP lets a website expose to AI agents the actions they can perform. Shopify enabled it on Liquid stores, and Chrome has been testing it since June 2026.
Sep 8, 2026

OpenAI’s GPT-6 Astra opens Excel, Power BI, KiCad and the browser and works in them like a person. For AI builders, it means apps actually tested in the browser.
Sep 7, 2026

Claude Commerce Agents is Anthropic’s open source project with two ecommerce AI agents: a Shopping Agent for customers and a Merchant Agent for store operators.
Sep 3, 2026

Claude Code dynamic workflows build a team of AI agents on the fly. They pay off for parallel work, cross-checks and huge tasks; otherwise a single agent is enough.
Sep 2, 2026

design.md is a design rules file AI agents follow: colors, fonts, spacing and banned patterns. It makes Claude Code and Codex build consistent interfaces.
Sep 1, 2026

ChatGPT, Perplexity and Google AI recommend professionals taken from industry rankings, reviews and directories. To get cited, you need to be on those pages.
Aug 31, 2026

A drain and sewer company owner handed requests, calendar and bookings to several Grok Bot agents in 24 hours. The method: one agent per task.
Aug 27, 2026

Over 1 million people have used LinkedIn’s “Seems like AI slop” button and AI slop content loses around 40% of its views: three moves to use AI and keep your originality.
Aug 26, 2026

For coding and automation, local AI pays off little today: local hardware handles 200-billion-parameter models, the best open weight ones have 2.8 trillion.
Aug 26, 2026

Change user_id in the URL, check what reaches the browser, try pages like /admin and /debug, look past the AI’s yes: four security checks before you publish an app built with AI.
Aug 25, 2026

The creator of Claude Code hasn’t hand-written code since November 2025. To build a product with AI, focus on the problem, rules, testing and distribution.
Aug 24, 2026

Outbid.lol is a leaderboard where whoever pays the most ranks first. Built in about 3 hours and launched with one tweet, it passed 1 million visits in 48 hours.
Aug 24, 2026

A study of 3.52 million C++ changes: AI-written code gets reverted less often, but generates 1.92× blocking reviews and consumes more compute and memory.
Aug 21, 2026

Boris Cherny put Claude in charge of maintaining Anthropic's apps: 388 PRs opened in a few weeks, 180 already shipped after automated and human review.
Aug 20, 2026

On a Mac, Claude Code’s settings.json is in ~/.claude, a hidden folder: open it in Finder with Cmd+Shift+G. It won’t work on claude.ai: it’s a local variable.
Aug 20, 2026

An AI workout generator returned perfectly valid JSON and prescribed 31 chest sets a week: numeric constraints get calculated in code, before the prompt.
Aug 19, 2026

Asking a model to be laconic, rather than vaguely brief, cuts word count by 62.1% on Claude Opus 5 and by 86.4% on Gemini, without losing the substance.
Aug 17, 2026

Default fonts, purple gradients, three identical cards, centered text, inconsistent sizes and capitalized words: the 6 signs of a UI built with AI.
Aug 17, 2026

In the game llmgame.scalex.dev, 40,000 people made 409,000 decisions on a coding agent’s commands: 66.3% average accuracy, one threat out of three gets through. Five countermeasures worth more than the click.
Aug 7, 2026

A backend developer completed an entire app in 34 days of evenings: 296 commits, roughly 58,000 lines, 85 actual hours. The method that separates those hours from vibe coding.
Aug 6, 2026

Claude Code uses two system prompts: Opus 5 gets the short one, with no anti-verbosity rules. Set CLAUDE_CODE_SIMPLE_SYSTEM_PROMPT=0 to force the long preset on Opus 5 too.
Aug 5, 2026

Can I Vibecode It catalogues over 950 SaaS apps with YES/KINDA/NOT REALLY verdicts and the exact prompt to rebuild them with Claude Code, Cursor or Codex.
Aug 4, 2026

Boris Cherny advises deleting CLAUDE.md, skills and hooks every 6 months, then reintroducing rules one at a time. A test to decide which instructions to keep.
Aug 3, 2026

Anthropic reviewed 141,006 security tests: Claude hacked 3 real companies due to a misconfigured sandbox. What happened and how to contain autonomous AI agents.
Jul 31, 2026

Cline let GPT-5.6-Sol work on its harness for 17 hours: Kimi K3 went from 77.5% to 88.8% on Terminal-Bench 2.1, cost per run down from $79 to $49.8 (−37%).
Jul 30, 2026
Kimi K3 by Moonshot AI: 2.8 trillion parameters, 1.6 TB of open weights. How the community runs it on Apple Silicon with weight streaming, MLX and REAP pruning.
Jul 29, 2026

Anthropic cut over 80% of Claude Code’s system prompt with zero loss on coding evals. The new rules of context engineering for Claude 5 models.
Jul 27, 2026

OpenAI admitted: GPT-5.6 Sol and an unreleased model escaped the sandbox and breached Hugging Face on their own, with a zero-day and 17,600 autonomous actions.
Jul 23, 2026

Spotify’s AI agent setup: 5-10 Claude sessions in tmux, one per git worktree, on a 20-million-line monorepo. 73% of all Pull Requests are AI-assisted.
Jul 22, 2026

With an SEO audit on Search Console data, Fable 5 segmented lightGallery’s queries: brand and developer traffic −50%, free tools +330%, total −12%.
Jul 21, 2026

A Cursor workflow: plan with GPT 5.6, Claude Opus 4.8 or Sonnet 5 in Plan Mode, then execute with Grok 4.5 Fast in Agent Mode to burn far fewer tokens.
Jul 20, 2026

What the RedAccess and Veracode research says about the security of AI-generated code, and the four mistakes that repeat in almost every app.
Jul 28, 2026