ملاحظات ميدانية حول أنظمة الذكاء الاصطناعي،
الـ GTM، ومعمارية الإيراد.
تحليلات عملية من أنظمة أبنيها وأُشغّلها. لا نظريات: معمارية، وخيارات حزمة التقنية، ودروس تشغيلية من عمليات نشر حيّة.
Claude Fable 5 found a live bug on my site on day one, so I made it compete with Opus and Sonnet
I let Claude Fable 5, Opus 4.8 and Sonnet 4.6 each audit my own site's repo. Fable found a live failover bug, Opus 4.8 caught nearly as much for a third of the cost, Sonnet missed it. Scores, costs, fix: all public.
- Fable 5 and Mythos 5 are the same model. The safeguards are the only difference: Fable quietly falls back to Opus 4.8 on flagged topics, Mythos runs with some lifted for vetted partners.
- I let Fable 5, Opus 4.8 and Sonnet 4.6 each audit this site's repo, scored against six bugs I had verified by hand first. Fable found the most, including a live production bug in my DNS failover. Opus 4.8 caught nearly as much for a third of the cost per bug. Sonnet missed it. The fix is a public commit, linked below.
- It costs 2x Opus 4.8: $10 in, $50 out per million tokens. Worth it only if it finishes a job in fewer steps. Cost per result, not cost per token.
21 مقالة
الأحدث
Replatforming a large B2B website without losing the pipeline
A website rebuild for a large ERP brand, run as a revenue system: protect the SEO equity, keep the lead paths, and tie the new site to pipeline instead of redesigning for its own sake.
Claude Fable 5 found a live bug on my site on day one, so I made it compete with Opus and Sonnet
I let Claude Fable 5, Opus 4.8 and Sonnet 4.6 each audit my own site's repo. Fable found a live failover bug, Opus 4.8 caught nearly as much for a third of the cost, Sonnet missed it. Scores, costs, fix: all public.
The browser bookmark is the wrong primitive
Why I built Kade as a local-first link vault: not another bookmark list, but a private queue for links that need context before they are opened again.
أنظمة الذكاء الاصطناعي The Claude Code GTM Agent Starter Pack
How I built a four-layer AI system that runs outbound research, drafts sequences, and enriches CRM records: without a single external enrichment tool.
مقال A GTM agent that runs outbound, enriches CRM, and costs $2 per run
No Clay, no Apollo credits, no n8n. A four-layer Claude Code agent that handles outbound research, sequence drafts, and CRM enrichment natively.
أدلة المُشغِّل Replatforming a large B2B website without losing the pipeline
A website rebuild for a large ERP brand, run as a revenue system: protect the SEO equity, keep the lead paths, and tie the new site to pipeline instead of redesigning for its own sake.
منتجات The browser bookmark is the wrong primitive
Why I built Kade as a local-first link vault: not another bookmark list, but a private queue for links that need context before they are opened again.
أنظمة الذكاء الاصطناعي How I use Claude Code in client GTM work
Beyond the outbound agent stack: how Claude Code runs content operations, CRM hygiene, and research inside real client engagements: what the delivery model looks like from the outside.
أنظمة الذكاء الاصطناعي The AI stack I actually run in production
A complete tour of every AI tool in active use across my client work and products: what earned its place, what got cut, and what the operating logic looks like across the stack.
معمارية GTM Why CRM-first beats prompt-first in AI adoption
Most B2B AI adoption starts with prompts and ends in chaos. The entry point isn't the tool: it's the data layer. Here's why CRM hygiene is the most important AI project most companies aren't running.
أدلة المُشغِّل From Framer to Astro: the build vs buy decision behind this site
The honest trade-offs behind rebuilding wojciech.io: why I moved from a visual builder to Astro, what MDX and i18n changed, and which debt I accepted on purpose.
مقال Cloudflare migration: what you get beyond hosting
Moving to Cloudflare Pages is straightforward. What most people miss is the security and identity stack that comes free with it: Zero Trust, Access, Tunnel, and WAF.
مقال Rebuilding my site with Claude Code, Codex, and zero frontend experience
The full story of migrating from Framer to Astro + Cloudflare Pages using AI agents. What I directed, what they built, and where the human loop actually mattered.
منتجات macOS Teleprompter for MacBook Notch: building a native Swift app
How I built a native macOS teleprompter that uses the MacBook notch to keep speaker notes close to the camera without breaking eye contact on calls.
منتجات What 10+ shipped micro-apps taught me about building with AI
AI makes shipping fast. Distribution stays hard. After 10+ micro-SaaS apps, here is what I learned about product decisions and the limits that actually matter.
أنظمة الذكاء الاصطناعي I replaced the Google Ads UI with a dashboard that tells me what to do next
The native Google Ads interface is optimized for Google's revenue, not for operator decisions. So I built AdsAI: budget, ROAS, ICP fit, and next actions in one view.
أنظمة الذكاء الاصطناعي Four layers that make a GTM agent actually work in production
Operator identity, MCP tools, client memory, reusable skills. Here is what the architecture looks like when the agent runs real GTM work, not a demo.
أدلة المُشغِّل When to build your GTM tool and when to just buy one
The danger zone is buying SaaS for something that should be a workflow and building for something a $50/month tool already handles. Here is how I decide.
أنظمة الذكاء الاصطناعي Most AI adoption frameworks are built for demos, not for teams
Growth teams try AI, nothing sticks, six months later they are back to the old workflow. The problem is not capability. It is integration. Here is the framework I use instead.
معمارية GTM Campaigns plateau. Systems compound. The difference matters.
Growth teams hit a ceiling because they run campaigns when they should be building systems. Here is what a revenue system looks like when it actually works.
معمارية GTM Your CRM is an expensive address book. Here is how to fix that.
Most B2B CRMs collect contacts and produce reports nobody reads. Here is how I rebuild them into revenue systems that run without daily manual input.
منتجات Building a booking engine for a market nobody else wanted
Niche campsite operators needed calendar, pricing, and SMS. Generic platforms over-engineered everything else. So I built what they actually needed.
معمارية GTM The growth system I built when founder-led sales stopped scaling
Founder closes deals until they can not. Then you need a system. This is the growth infrastructure I built from ICP clarity through acquisition to retention.
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