'Why Inference Optimization Is Taking Over

Key Takeaways - Anthropic's prompt cache has a 5‑minute TTL. - Orchestrator loops running faster than 270 seconds pay ~10 % of full input token costs. What Cha...

!Cover image for Designing ChatGPT Prompts & Workflows Like a Developerhttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=a...

!Cover image for Profling Claude Converstaionshttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-...

Devlog: Kiwi-chan's Great Oak Adventure – Or, How My LLM Became a Lumberjack Again! Hey tech enthusiasts and fellow pixel pioneers! It's another glorious day i...

Release Overview Anthropic releasedhttps://www.anthropic.com/news/claude-opus-4-7 Claude Opus 4.7, describing it as its strongest generally available model. Th...

We’ve built a powerful Forensic Team that can find books, analyze metadata, and spot discrepancies using MCP. In the enterprise, “it seems to work” isn’t a metr...

!https://9to5google.com/wp-content/uploads/sites/4/2026/04/claude-opus-4-7-.webp?w=1600 Anthropic has today announced its latest Claude model, Opus 4.7, which m...

!https://9to5mac.com/wp-content/uploads/sites/6/2026/04/claude-opus-4-7.webp?w=1600 Opus 4.7 needs less supervision for harder coding tasks Claude Opus 4.7 is t...

Overview We’re releasing a major update to Codex, making it a more powerful partner for the more than 3 million developers who use it every week to accelerate...

Overview OpenAI’s Trusted Access for Cyber is built on a simple premise: advanced cyber capabilities should reach defenders broadly, but access must scale with...

Introduction How a networking student ended up writing Rust, beating an industry‑standard compression algorithm, and learning more about computers than any cla...

AI agents aren't coming for your job. They're coming for your repetitive, high‑volume work — and the teams that figured out how to work with them are already 10...

!https://9to5google.com/wp-content/uploads/sites/4/2026/03/Gemini-Personal-Intelligence-free-1.jpg?quality=82&strip=all&w=1600 After the US launchhttps://9to5go...

Overview I did not start Archimedes because I wanted to launch a SaaS. That sucked. Archimedes began as a very personal fix for that exact mess. The first vers...

!Cover image for Building Igris: Crafting My Personal AI Agent & Knowledge Codexhttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto...

Build a Model Router in 20 Lines with WhichModel You have an AI agent that calls LLMs. It always uses the same model. You want it to pick the right model for e...

There are over 100 LLM models available through commercial APIs today. Their pricing changes constantly — sometimes multiple times per week. New models launch,...

TL;DR Google recently published the second edition of its Prompt Engineering Guide, outlining practical techniques to write effective prompts within a clear and...

Overview OpenAI has introduced a new $100 per month Pro plan that sits between the existing $20 per month Plus plan and the $200 per month Pro plan. The new ti...

Marketing campaign-brief-builder Create a skill that turns a rough marketing idea into a complete campaign brief, including the goal, target audience, key mess...

Google's latest upgrade for Gemini will allow the chatbot to generate interactive 3D models and simulations in response to your questions. With the new feature,...

Meta just dropped Muse Spark, their first major model release in a year. The benchmarks show it competitive with Claude Opus 4.6 and GPT 5.4, but that isn’t the...

The Prompt Chaos For a year I treated LLMs like a command line: type instructions, pray for output, tweak wording, add “IMPORTANT:”, move sentences around like...

The bug Claude sometimes sends messages to itself and then thinks those messages came from the user. This is the worst bug I’ve seen from an LLM provider, but...

Article URL: https://platform.claude.com/docs/en/managed-agents/overview Comments URL: https://news.ycombinator.com/item?id=47697641 Points: 18 Comments: 9...

Meta on Wednesday announced Sparkhttps://about.fb.com/news/2026/04/introducing-muse-spark-meta-superintelligence-labs/, the first AI model in the Muse family th...

The Question Can you get a better answer by having multiple LLMs collaborate than by just asking one directly? That’s the thesis behind Occursus Benchmarkhttps...

Meta released an AI model on Wednesday called Muse Sparkhttps://ai.meta.com/blog/introducing-muse-spark-msl/, which marks its “first step” toward an “overhaul o...

One Major Challenge in Deploying Autonomous Agents Building systems that can adapt to changes in their environments without retraining the underlying large lan...

Article URL: https://arxiv.org/abs/2604.05091 Comments URL: https://news.ycombinator.com/item?id=47689174 Points: 62 Comments: 10...

The hidden tax in your AI pipeline If you're building with GPT or Claude, you’ve probably done this: 1. Call an API 2. Get a big JSON response 3. Send the whol...

OpenAI has built and continues to strengthen safeguards to prevent misuse of our systemshttps://openai.com/index/combating-online-child-sexual-exploitation-abus...

Everyone talks about the LLM. GPT‑4, Claude, Gemini – that’s the celebrity. But after building my first real RAG pipeline, I learned something humbling: the LLM...

Gemma 4 on Apple Silicon – 85 tok/s with a single pip install !Cover image for Gemma 4 on Apple Silicon: 85 tok/s with a pip installhttps://media2.dev.to/dynam...

Update Overview Google says it has updated Gemini to better direct users to mental health resources during moments of crisis. The change comes as the tech gian...

!Cover image for 5 CLAUDE.md Rules That Made My AI Stop Asking and Start Doinghttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,f...

Why LLM Context Windows Aren't the Answer to Personal AI Memory As developers, we often try to solve the “memory” problem by simply stuffing more tokens into t...

Beyond RAG: Why AI Agents Need a Self-Hosted 'Memory Hub' Most developers working with LLMs are hitting the same wall: context window limitations and the “forg...

Overview This blog post introduces a workflow for extracting high‑quality data from complex, unstructured documents by combining LlamaParse with Gemini 3.1 mod...

!Ghost Pepperhttps://github.com/matthartman/ghost-pepper/raw/main/app-icon.pnghttps://github.com/matthartman/ghost-pepper/blob/main/app-icon.png 100% local hold...

Lately, I’ve been thinking about how we talk to AI—not just for code or answers, but for understanding, comfort, and something that feels a little more human. A...

Why this happens Although AI looks like magic and works like magic, under the hood it still has its boundaries, and in this case, its context windowhttps://pla...

The Role of Vector Databases in Modern AI In the current landscape of Artificial Intelligence, a vector database is no longer a specialized tool—it is the Long...

Understanding Model Context Protocol MCP If you've seen “MCP” appear three times this week — in a job description, a Slack thread, and a GitHub repo — and nodd...

Agentic AI: The Self‑Driving Car of Automation If a standard chatbot like ChatGPT is a high‑end GPS that gives you directions, an Agentic AI is the self‑drivin...

Using LLM Agents as a Senior Developer I’ve been giving LLMs a chance every year, and now I think the Agents are finally capable of something useful. As a seni...

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