Codingscape

If you modernize, what could fail? It's time to find out.

In this week’s Codingscape newsletter: Meta’s first frontier model, what’s changed inside AI engineering orgs this year, and why Anthropic replaced Git. 🧠 Meta’s Muse Wonder tops DeepSWE 1.1 and SWE-Marathon 📊 State of tech 2026: nobody writes code by hand anymore 🔀 Anthropic replaces git to handle 30,000+ daily code merges 🏦 Bank of America hires 1,000 contractors to patch flaws found by Mythos 🛒 Amazon blocks Meta Muse agents from shopping #ai #meta #musewonder #anthropic #git #agents #softwareengineering

The hottest job in tech right now is forward deployed engineer (FDE). AWS, Microsoft, OpenAI, Anthropic, and the Pentagon just spent ~$9 billion building armies of them – because the hard part of enterprise AI is deployment. Here's a look at why FDEs matter right now: -What FDEs actually do all day – 25% coding, 50% integration plumbing, 25% hand-holding -Why Sequoia thinks services, not software, is AI's $6 trillion opportunity -FDEs vs consultants – a running system in your repos vs a slide deck -Whether to hire FDEs or build the function from your own senior engineers Read more here: https://lnkd.in/eiTs5y4A #fde #openai #anthropic #engineer #dev #services #consultants

Building a Claude Skill takes minutes. Refining them, keeping them updated, and sharing across a team takes extra work. A few things you can do to build solid skills for work: ✅ A description Claude will trigger on ✅ Wire up connectors and custom MCP tools first – instructions alone don't reach Asana, Slack, or your CRM ✅ One narrow workflow with the output spelled out, down to what happens when data is missing ✅ One shared version with a named owner, before five people maintain five copies As models improve and workflows change, those instructions need another look. Re-test the skill before deciding which steps to keep, change, or remove. Here’s how to build and maintain Claude Skills for work: https://lnkd.in/g_HZfiab/?utm_campaign=Blogtraffic&utm_source=linkedin&utm_medium=paid&utm_id=1231344486&hsa_acc=518931008&hsa_cam=1231344486&hsa_grp=912374076&hsa_ad=1642111256&hsa_net=linkedin&hsa_ver=3 PS. You can start to learn about Skills fast by asking Claude to build one with you right now. #ai #claude #claudeskills #mcp #aiagents #aiworkflows

Brainlabs rolled out Claude Cowork to 1,000+ marketers. Four weeks later, employees had written ~400 skills of their own. Claude Cowork is one of four AI work OS platforms competing for your company now, alongside ChatGPT Work, Microsoft 365 Copilot, and Google Gemini Enterprise. Companies already rolling them out: ✅Claude Cowork – Brainlabs, 91% adoption in North America ✅ChatGPT Work – RingCentral, one manager went from supporting 1 PM to ~50 ✅Microsoft 365 Copilot – KPMG, rolling out to 276,000+ people ✅Google Gemini Enterprise – SOMPO, 10,000+ custom agents for 34,000 employees So how do you choose? Here’s how Claude, ChatGPT, Copilot, and Gemini compare on price, security, and fit: https://lnkd.in/g8gcZuvY/?utm_campaign=Blogtraffic&utm_source=linkedin&utm_medium=paid&utm_id=1231344486&hsa_acc=518931008&hsa_cam=1231344486&hsa_grp=912374076&hsa_ad=1642246436&hsa_net=linkedin&hsa_ver=3 #ai #aiagents #claudecowork #chatgpt #microsoftcopilot #gemini

AT&T post-trained its own local telecom model on 400 billion tokens, and it still calls Anthropic and OpenAI APIs every day. That's hybrid AI. Frontier models take the hard work, open-weight models take the high-volume work, and a gateway decides which model gets each task. What the split looks like in production: ✅ AT&T – 40% of employee AI queries on open models, targeting 60–70% ✅ Cloudflare – 91% of internal requests to frontier APIs, 9% to its own open-weight platform ✅ Self-hosted H200s – break even with hosted endpoints only when they're busy at least 19% of the time, around the clock ✅ Enterprise production rates – 57% for open-model projects vs. 73% for closed Here's how to start thinking about hybrid AI at your company: https://lnkd.in/gYJRtbRW/?utm_campaign=Blogtraffic&utm_source=linkedin&utm_medium=paid&utm_id=1231344486&hsa_acc=518931008&hsa_cam=1231344486&hsa_grp=912374076&hsa_ad=1641929726&hsa_net=linkedin&hsa_ver=3 #ai #llms #hybridai #openweights #modelrouting #aiinfrastructure